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Geological hazard

Geological hazards are naturally occurring phenomena driven by Earth's internal and surface geological processes that threaten , property, , and ecosystems through sudden or gradual destructive effects. These events stem from tectonic movements, volcanic activity, , and subsurface instabilities, with determined by both probability and exposure of populations or assets. Key types include earthquakes, which generate seismic waves from fault ruptures; volcanic eruptions, releasing molten , gases, and ; landslides and other mass movements, involving downslope relocation of , , or ; and tsunamis, large triggered by underwater disturbances. Secondary phenomena, such as during seismic events—where saturated soils temporarily lose strength and behave like liquids—exacerbate damage by causing structures to sink or tilt. Sinkholes and ground represent surficial collapses from dissolution or resource extraction, while expansive soils and hazardous minerals pose chronic risks through swelling/shrinking or toxic exposure. Such hazards have inflicted profound impacts historically, including widespread fatalities, economic disruption, and environmental alteration, as evidenced by events like earthquake-induced landslides or volcanic ashfalls that bury landscapes and contaminate supplies. Mitigation relies on geological , seismic , early systems, and to reduce vulnerability, though complete prediction remains elusive due to the nature of tectonic and volcanic dynamics. Empirical assessments from agencies like the USGS emphasize probabilistic modeling over deterministic forecasts to inform resilience strategies.

Definition and Scope

Core Characteristics

Geological hazards are naturally occurring phenomena arising from dynamic processes within the or at its surface, capable of producing adverse effects on populations, , and the . These events stem primarily from tectonic forces, gravitational instability, or volcanic activity, manifesting as earthquakes, s, volcanic eruptions, and ground subsidence. Unlike biological or atmospheric disturbances, geological hazards are rooted in the planet's internal geophysical mechanics, often releasing stored energy suddenly and with high intensity. A defining characteristic is their potential for rapid onset and widespread propagation, where seismic waves from an , for example, can travel hundreds of kilometers from the , amplifying damage through ground shaking and secondary effects like surface rupture. scales, such as the , quantify energy release, with events exceeding magnitude 7 capable of causing structural collapse over areas spanning thousands of square kilometers, as evidenced by the 1960 Valdivia in , which reached magnitude 9.5 and triggered transoceanic tsunamis. Predictability remains limited to probabilistic models based on fault mapping and historical , with short-term hindered by the complexity of stress accumulation in the . Geological hazards exhibit spatial variability tied to lithospheric features; plate boundaries account for approximately 90% of global seismic energy release, concentrating risks in regions like the Pacific Ring of Fire. Vulnerability is exacerbated by site-specific factors, including soil amplification—where soft sediments increase shaking intensity, as observed in the 1985 Mexico City earthquake where magnitude 8.0 shaking on firm ground led to amplified destruction on lacustrine clays, resulting in over 10,000 deaths. While some hazards like slow creep along faults provide precursors, many lack reliable early warnings, underscoring the emphasis on mitigation through zoning and resilient design rather than prevention. Secondary cascades, such as landslides triggered by seismic shaking, further compound impacts, with global data indicating that such events contribute to 20-30% of earthquake-related fatalities in mountainous terrains.

Distinction from Meteorological and Hydrological Hazards

Geological hazards originate from processes within the Earth's , including seismic activity, volcanic eruptions, and mass-wasting events such as landslides, which are driven by internal geophysical forces like and gravitational instabilities rather than atmospheric or dynamics. In contrast, meteorological hazards arise from atmospheric phenomena, encompassing events like tropical cyclones, thunderstorms, and extreme variations, which are governed by patterns and air mass interactions. Hydrological hazards, meanwhile, stem from anomalies in the distribution and movement of water in the , including riverine floods, droughts, and coastal surges, often linked to excesses or deficits but classified separately due to their focus on surface and subsurface water flows. A key distinction lies in causal origins and independence from short-term environmental cycles: geological hazards typically result from long-term accumulation of in the , releasing energy through sudden failures that occur irrespective of concurrent weather conditions, as evidenced by the 7.8-magnitude in on February 6, 2023, which caused over 50,000 deaths primarily through ground shaking and fault ruptures without reliance on atmospheric triggers. Meteorological hazards, by comparison, are transient and forecastable via atmospheric models, with global data showing cyclones responsible for approximately 2% of weather-related disasters but 40% of associated fatalities due to wind and storm surges. Hydrological events, while sometimes initiated by meteorological inputs like heavy rainfall—as in the that displaced 200,000 people—are delineated by their propagation through river systems and aquifers, distinguishing them from purely geological mass movements even when the latter are rain-saturated. Overlaps exist where triggers intersect, such as rainfall-induced landslides classified as geological due to the dominant role of slope instability and failure, rather than the precipitating alone; for instance, the 1999 in involved debris flows killing 30,000, where geological substrate erosion amplified hydrological onset but the hazard mechanism remained earth-material mobilization. Tsunamis, often seismically generated, are geophysical in initiation but propagate as oceanographic waves, underscoring the need for origin-based classification to avoid conflation with purely hydrological from storm tides. This separation aids , as geological events exhibit lower predictability from data but higher recurrence tied to tectonic cycles, with USGS monitoring indicating over 500,000 earthquakes annually worldwide, most imperceptible yet cumulatively defining baselines.

Classification and Types

Sudden-Onset Hazards

Sudden-onset geological hazards manifest rapidly, typically within seconds to minutes, offering little opportunity for evacuation or preparatory measures. These events stem from abrupt releases of stored energy or material instability, contrasting with gradual processes like . Primary examples encompass earthquakes, volcanic eruptions, and mass-wasting phenomena such as and rockfalls. Earthquakes represent the archetypal sudden geological hazard, arising from sudden slips along faults in the due to accumulated tectonic stress. The , with a magnitude of 7.9, released energy equivalent to 1,000 Hiroshima atomic bombs, causing over 3,000 deaths and widespread structural collapse from intense ground shaking. Secondary effects, including —where saturated sediments lose strength and behave like a liquid—amplify damage, as observed during the 1964 Niigata earthquake in , magnitude 7.5, which toppled buildings due to foundation failure in liquefied soils. Volcanic eruptions constitute another category, involving explosive ejection of magma, ash, and gases from vents, often preceded by short-term precursors like seismic swarms but culminating in instantaneous hazards. The 1980 Mount St. Helens eruption in Washington state, a Plinian event, expelled 540 million tons of ash and caused 57 fatalities, primarily from pyroclastic flows traveling at speeds up to 300 mph. Associated sudden risks include lahars—volcanic mudflows—that can surge downstream at 20-40 mph, as seen in the 1985 Nevado del Ruiz eruption in Colombia, which buried Armero and killed over 23,000 people. Mass movements, including and rockfalls, occur when slopes fail abruptly under , triggered by earthquakes, heavy rainfall, or oversteepening. The 1995 La Conchita landslide in , a rapid earth flow, covered 500 feet and buried homes, killing 10 residents in under five minutes. Such events claim thousands annually worldwide; for instance, earthquake-induced landslides during the (magnitude 7.9) contributed to over 20,000 deaths by burying communities. Sinkholes emerge suddenly in karst terrains when subsurface voids collapse, swallowing surface features without warning. In the U.S., records about 24,000 sinkholes since 1905, with the 1981 Winter Park sinkhole engulfing a and part of a street in seconds, reaching 350 feet wide. While often localized, larger collapses can endanger , as in the , 65 feet deep, triggered by tropical storm runoff eroding soluble .

Gradual-Onset Hazards

Gradual-onset geological hazards develop incrementally over extended periods, often spanning months to centuries, enabling opportunities for detection through monitoring techniques such as ground-based surveying or satellite interferometry. These processes contrast with abrupt events by allowing progressive deformation that can be measured in rates of millimeters to centimeters per year, though they may culminate in accelerated failure if unaddressed. Primary mechanisms include subsurface compaction, , and imperceptible mass movement, frequently exacerbated by human activities like fluid extraction. Land subsidence exemplifies a widespread gradual-onset , characterized by the slow settling or abrupt sinking of the Earth's surface due to subsurface material displacement or compaction. , subsidence primarily results from withdrawal, which compacts fine-grained sediments, leading to permanent elevation loss; rates can exceed 30 centimeters per year in affected regions like California's , where overpumping since the early has lowered land levels by up to 9 meters in some areas. Similar processes occur globally, with urban centers such as , , experiencing subsidence rates of 10-15 centimeters annually due to excessive extraction, contributing to increased flooding vulnerability. Drainage of organic soils in peatlands and underground mining also drive subsidence, with documented damages in the U.S. exceeding $3 billion annually from cracking, failures, and agricultural land loss. Soil creep represents another form of gradual , involving the imperceptibly slow, downslope movement of and particles under gravitational , typically at rates of less than 2.5 centimeters per year. This process operates continuously on slopes exceeding 5 degrees, driven by factors including freeze-thaw cycles, wetting-drying expansion, and bioturbation by plant roots or burrowing animals, which collectively reduce over time. Evidence of manifests in tilted trees, offset fence lines, and leaning retaining walls, as observed in hilly terrains worldwide; for instance, in the , contributes to chronic road maintenance issues by deforming pavements and embankments. While rarely causing immediate casualties, prolonged can precondition slopes for rapid landsliding during heavy rainfall, amplifying hazards in seismically active or erodible landscapes. Other gradual-onset processes, such as dissolution in carbonate bedrock, erode subsurface voids slowly through acidic percolation, potentially leading to surface collapse after decades or centuries of accumulation. In regions like , , where limestone underlies much of the , dissolution rates of 0.1-1 millimeter per year have formed extensive sinkhole-prone terrain, with over 27,000 documented sinkholes since the , though the gradual phase allows for geophysical mapping to identify high-risk zones. These hazards underscore the importance of long-term geodetic monitoring, as their insidious progression often evades public awareness until infrastructure impacts become evident.

Underlying Causes and Mechanisms

Natural Tectonic and Endogenic Processes

Natural tectonic and endogenic processes encompass geological activities powered by Earth's internal heat, derived from and primordial , which drive and the movement of lithospheric plates. These processes manifest primarily through , where the is segmented into about a dozen major plates that shift at rates of 1 to 10 centimeters per year, interacting at boundaries to generate stresses that accumulate and release as hazards. Earthquakes arise from the brittle failure of rocks along faults during sudden stress release, with over 90% occurring at plate boundaries, including subduction zones, mid-ocean ridges, and transform faults. The U.S. Geological Survey records approximately 20,000 earthquakes annually worldwide, ranging from minor tremors to magnitude 9+ events capable of widespread destruction, such as the in , which measured 9.5 and triggered transoceanic tsunamis. Subduction zones, where oceanic plates sink beneath continental ones, host the most powerful quakes due to locked interfaces that build elastic strain over centuries before rupturing. Volcanic eruptions result from partial melting of mantle or crustal rocks, often at convergent and divergent boundaries, where rising breaches the surface; about 75% of active subaerial volcanoes align with these margins, exemplified by the Pacific encircling plate interactions. Eruptions vary from effusive basaltic flows at divergent ridges to explosive silicic blasts at arcs, releasing ash, flows, and gases that can alter global climates, as in the 1815 Tambora event which caused the "." Endogenic folding and faulting contribute to long-term landscape evolution but acutely hazard through and associated secondary effects like landslides in tectonically active regions. These processes underscore causal links between internal dynamics and surface hazards, with plate boundary convergence zones accounting for most great earthquakes, tsunamis, and arc volcanism, while intraplate events, though rarer, occur due to inherited weaknesses or mantle plumes. Monitoring via seismographs and reveals recurrence patterns, informing hazard models that emphasize boundary proximity over uniform global risk.

Exogenic and Surface Processes

Exogenic processes operate at or near the Earth's surface, driven by external agents including solar radiation, , water cycles, and gravity, leading to , , transportation, and . These mechanisms contribute to geological hazards by progressively weakening and destabilizing slopes and subsurface structures, often culminating in sudden failures such as and sinkholes. Unlike endogenic processes rooted in internal heat and , exogenic hazards typically develop gradually but can be triggered rapidly by environmental changes like . Weathering, the initial breakdown of rocks through physical disintegration, , or , prepares for mobilization by reducing and fragment size. Physical weathering, such as freeze-thaw cycles in periglacial environments, exploits joints and fractures, while chemical weathering dissolves minerals, particularly in humid climates. by fluvial, aeolian, or coastal agents then removes this material, undercutting bases of slopes or cliffs and increasing angles, which heightens gravitational instability. ensues when the downslope component of surpasses frictional and cohesive resistance, often quantified by the in analyses where failure occurs if this ratio falls below 1. A primary trigger for is rainfall-induced saturation, which elevates , reduces effective normal stress on failure planes, and thereby diminishes according to Mohr-Coulomb criteria. Intense or prolonged rainfall, or rapid , can saturate slopes, with water infiltration increasing unit weight and hydrodynamic forces; this accounts for a significant portion of non-seismic landslides globally. flows, a rapid form of , often initiate as landslides on steep slopes (>15-20°) and incorporate water to form high-velocity slurries capable of traveling kilometers. In terrains, by slightly acidic groundwater—derived from in rainwater—selectively erodes soluble like or , enlarging conduits and voids over millennia. This exogenic chemical process forms underground cavities through mechanisms of and suffusion, where finer sediments are washed into fissures, eventually leading to surface collapse sinkholes when overlying cover fails. Such hazards are prevalent in regions with aquifers, where void development can span thousands of years but collapses occur abruptly, often without surface precursors.

Anthropogenic Influences

Human activities can induce or amplify geological hazards by altering subsurface pressures, destabilizing slopes, or modifying hydrological regimes. Fluid injection for resource extraction, such as hydraulic fracturing () for oil and gas, has triggered in multiple regions, including the , , the , and , with documented cases involving s up to magnitude 5.7. Wastewater disposal from fracking operations has similarly increased seismic activity, notably in where injection volumes correlated with a rise in events exceeding magnitude 3 from fewer than 2 per year pre-2008 to over 900 in 2015. Reservoir impoundment behind large dams represents another mechanism, where the added weight and water infiltration elevate pore pressures on faults, as evidenced by over 100 documented cases worldwide since the 1930s, including the 1967 M6.3 Koyna in following reservoir filling. Land subsidence arises primarily from excessive groundwater extraction, which compacts aquifer sediments and reduces pore space. In California's , pumping since the early 20th century caused subsidence exceeding 9 meters (30 feet) in some areas by the 1970s, damaging and permanently diminishing aquifer storage capacity by an estimated 120 million acre-feet. Similar effects occur globally; in the , , subsidence rates reached several centimeters annually due to extraction, exacerbating flood risks for millions. Urban centers like and have subsided over 10 meters since the mid-20th century from groundwater overuse, leading to increased vulnerability to flooding and structural failures. Slope instability, including landslides, is heightened by deforestation, mining, and construction practices that remove vegetative cover or alter drainage. reduces root reinforcement and increases , with studies in showing antecedent forest loss 5–7 years prior elevating landslide susceptibility during rainfall events. operations have directly triggered failures; a February 2024 landslide in Masara, , linked to open-pit , buried homes and killed nearly 100 people amid unstable . Road and grading exacerbate risks by steepening slopes or diverting water, as documented by the U.S. Geological Survey in cases where inadequate reactivated dormant slides. These factors often compound natural triggers like , but empirical data indicate they can independently initiate events in marginally stable terrains.

Historical Events and Case Studies

Pre-Modern Events

The eruption of on August 24, AD 79, produced a that buried the Roman cities of and under pyroclastic flows and ash, preserving archaeological evidence of the disaster. The event involved explosive ejection of volcanic material, leading to structural collapses and suffocation of inhabitants, with eyewitness accounts from describing a massive ash column and subsequent surges. In late May 526, a major struck (modern , ), registering intensity IX on the Mercalli scale and causing widespread destruction followed by fires and aftershocks over 18 months. The event devastated Byzantine infrastructure in the region, highlighting vulnerabilities in ancient urban construction amid tectonic activity along the Dead Sea Fault system. The 1556 (Shensi) on January 23, centered at 34.5°N, 109.7°E, reached a of approximately 8.0 and stands as the deadliest in recorded history with an estimated 830,000 fatalities. Casualties resulted primarily from the collapse of cave dwellings () in the region's unstable soil, exacerbated by ground shaking that liquefied and sheared the earthen structures. On November 1, 1755, the , with a moment magnitude of 8.5–9.0, leveled much of the Portuguese capital, killing approximately 70,000 people through shaking, subsequent fires, and a destructive that inundated coastal areas across the Atlantic. The tsunami waves, generated by offshore fault rupture, propagated far-field impacts to the and , underscoring the transoceanic reach of geological hazards.

Modern Events (1900–Present)

The 20th and 21st centuries witnessed intensified impacts from geological hazards due to in vulnerable areas, despite improved . Earthquakes remained the most frequent and deadly, with magnitudes exceeding 9.0 occurring several times, often triggering secondary hazards like tsunamis and landslides. Volcanic eruptions, while less frequent in populated regions, caused localized devastation, and mass-wasting events amplified risks near engineered structures. On April 18, 1906, a 7.9 earthquake ruptured approximately 477 kilometers of the near , , producing intense shaking for 45 to 60 seconds felt from to . The event epicentered at 37.75°N, 122.55°W, with a hypocentral depth of 11.7 km, leading to widespread structural collapse and fires that consumed much of the city, resulting in an estimated 3,000 fatalities. The July 28, 1976, magnitude 7.8 in Province, , struck at 3:42 a.m. local time, devastating an industrial city with poorly constructed buildings, causing between 250,000 and 800,000 deaths and injuring 164,000 others. This event, centered near 39.57°N, 117.98°E, highlighted vulnerabilities in rapid without seismic considerations. The December 26, 2004, magnitude 9.1 Sumatra-Andaman Islands earthquake off northern Sumatra, Indonesia, ruptured over 1,200 kilometers of the Sunda megathrust, uplifting the seafloor by several meters and generating a tsunami with waves up to 30 meters high that propagated across the Indian Ocean, killing approximately 230,000 people across 14 countries. Epicentered at 3.295°N, 95.982°E, it remains one of the deadliest geological events due to the transoceanic tsunami impact. On May 18, 1980, Mount St. Helens in Washington State, USA, underwent a cataclysmic eruption following months of magma intrusion and a north-flank bulge, ejecting 0.67 cubic kilometers of material in a Plinian column reaching 31 kilometers altitude, lateral blast, and pyroclastic flows that killed 57 people and caused about $1 billion in damages. The event reshaped the volcano's summit, reducing its elevation by 396 meters. The October 9, 1963, Vajont landslide in involved approximately 270 million cubic meters of rock and soil detaching from Mt. Toc and sliding into the Vajont Reservoir at speeds over 30 meters per second, displacing water to generate an overflow wave up to 250 meters high that overtopped the and destroyed downstream villages, killing nearly 2,000 people. Triggered by reservoir filling in unstable clay-rich slopes, it exemplifies exacerbation of geological instability.

Paleohistorical Record

Evidence from Stratigraphy and Paleoseismology

Paleoseismology reconstructs the history of prehistoric s through the stratigraphic record preserved in fault-zone sediments, primarily by excavating trenches across active faults to expose displaced layers and deformation features. These investigations reveal evidence of past ruptures via criteria such as abrupt vertical offsets in dated strata, colluvial wedges deposited on fault scarps after seismic shaking, and fissure fills containing event-specific sediments. Organic materials within these features, dated using radiocarbon or optically stimulated , enable chronologies of recurrence; for instance, trenches along the eastern in document five surface-rupturing events over approximately 2,000 years, suggesting quasi-periodic behavior with intervals of 300–500 years. Stratigraphic indicators of paleoseismic shaking extend beyond fault trenches to include soft-sediment deformation structures like liquefaction-induced sand dikes and convolute bedding in alluvial or lacustrine deposits, which form during strong ground motion but require differentiation from aseismic triggers via context and dating. In coastal and submarine settings, turbidite layers—graded sediments deposited by seismically triggered slope failures—provide offshore records; analysis of such strata along the San Andreas Fault has identified recurring great earthquakes (magnitude >7) with intervals of 100–300 years over the Holocene. These deposits, correlated via thickness variations and foraminiferal content, link onshore paleoseismic data to basin-wide hazard patterns, though erosion and incomplete preservation limit resolution to events above threshold magnitudes (typically >6.5). For non-seismic geological hazards, captures deposits as fining-upward sands with marine microfossils overlying terrestrial soils, often tied to seismic or triggers; examples from zones show recurrence every few centuries based on multiple overlying units dated to the late . Volcanic hazards manifest in ash-fall layers interbedded with disrupted strata, indicating eruption timing and syn-eruptive , while paleolandslide records appear as chaotic debris flows incised into or capping fault-related units. Integration of these proxies with fault-specific paleoseismology refines long-term hazard models, emphasizing clustered over uniform processes, as evidenced by multi-event sequences on faults like the in , where trenching and tree-ring data confirm large ruptures (magnitude ~8) at intervals of 250–300 years over the past 8,000 years. Such records underscore the incompleteness of instrumental data, with paleoevidence extending hazard assessments millennia into the past but requiring rigorous criteria to exclude non-tectonic disturbances.

Patterns of Recurrence and Extinction-Level Events

Paleoseismic records reveal that large earthquakes often exhibit clustered recurrence patterns rather than strict periodicity, with intervals varying from centuries to millennia depending on fault characteristics and regional . For instance, analysis of renewal processes applied to paleoseismic data from multiple sites indicates irregular cycles, where events in time due to accumulation and release , challenging uniform probabilistic models. A 220,000-year record from a slow-slipping fault in confirms temporal clustering, with groups separated by quiescent periods lasting tens of thousands of years, suggesting fault interactions amplify recurrence variability. These patterns imply that short-term forecasts based on average intervals underestimate risks during active clusters. Volcanic hazards show longer recurrence scales, particularly for caldera-forming supereruptions. Yellowstone's three major eruptions occurred approximately 2.1 million, 1.3 million, and 640,000 years ago, yielding an average interval of about 725,000 years, though not predictably periodic. Globally, VEI-8 supervolcanic events recur roughly every 50,000 to 100,000 years, as evidenced by deposits from sites like Toba (74,000 years ago), but their onset involves precursors like seismic swarms over days to weeks, limiting long-term predictability. Large igneous provinces (), such as flood basalts, recur on scales of tens to hundreds of millions of years, with stratigraphic correlations linking them to biotic crises through prolonged emissions of CO2 and , inducing warming and ocean anoxia. Extinction-level geological events, primarily massive volcanism, have punctuated Earth's history, correlating with four of the five major mass s. The Permian-Triassic (252 million years ago), which eliminated over 90% of , was driven by Siberian Traps magmatism, where subsurface sill intrusions released volatiles causing hyperwarming and marine deoxygenation, rather than surface flows alone. Similarly, end-Triassic volcanism from the coincided with ~76% loss, via rapid CO2 pulses exacerbating acidification. These events' recurrence defies simple cycles, occurring irregularly over 500 million years, often tied to dynamics. impacts, like Chicxulub (66 million years ago), represent rarer exogenous triggers for the Cretaceous-Paleogene (~75% loss), with crater records suggesting ~100-km impacts every ~100 million years, though debates persist on whether volcanism amplified the collapse. Such events underscore causal chains from geological forcing to global biotic reset, with no evidence of human-era equivalents in the near paleo-record.

Human Impacts and Vulnerabilities

Direct Physical and Casualty Effects

Geological hazards exert direct physical effects on humans through immediate mechanisms including ground shaking, surface rupture, mass movement, and inundation, resulting in casualties via , crushing, burial, thermal injury, and . Earthquakes account for the majority of geophysical deaths, with approximately 750,000 fatalities worldwide between 1998 and 2017, primarily from building collapses triggered by seismic shaking that dislodges and causes structural failure. Ground failures such as exacerbate these effects by inducing instability that leads to differential settlement and tilting of foundations, as observed in the 1964 Niigata earthquake where buildings sank into softened ground. Volcanic eruptions cause direct fatalities through density currents—hot, turbulent of gas, ash, and rock fragments that incinerate, asphyxiate, or impact victims at high speeds—along with ballistic ejecta and lava flows, contributing to an average of about 540 deaths annually since 1500 based on historical records of 278,880 total fatalities from 533 incidents. Landslides, often triggered by earthquakes or heavy rainfall, bury or crush individuals under debris volumes ranging from thousands to millions of cubic meters, resulting in over 18,000 deaths globally from 1998 to 2017, with annual worldwide tolls in the thousands due to rapid mobilization of unstable slopes. Tsunamis, generated by submarine geological displacements, primarily kill through as waves inundate coastal areas with velocities exceeding 30 km/h, though impact forces from debris contribute to ; over 250,000 deaths occurred from 1998 to 2017, with the 2004 Indian Ocean event alone claiming more than 227,000 lives mostly via submersion. Across geophysical hazards, direct casualties averaged around 69,000 annually from 2001 to 2010, underscoring the dominance of structural and hydrodynamic forces over secondary effects like disease in immediate tolls.

Economic and Infrastructural Damage

Geological hazards frequently result in extensive damage to infrastructure, including roads, bridges, power grids, and systems, leading to immediate disruptions in and long-term reconstruction expenses. Earthquakes, a primary geological threat, cause annual economic losses of approximately $14.7 billion from building damage, interruptions, and cascading effects on supply chains. Landslides compound these impacts by severing transportation lifelines and utilities, often requiring multimillion-dollar repairs to restore access and functionality. Volcanic eruptions exemplify combined infrastructural and economic tolls, as seen in the 1991 Mount Pinatubo event in the , where ashfall and lahars damaged crops, roads, and buildings, totaling at least $374 million in direct losses. Such events disrupt and , with ash accumulation causing roof collapses and electrical failures, amplifying costs through halted commerce and evacuation logistics. In the U.S., property damage from natural hazards, including geological ones, has doubled or tripled per decade due to increasing development in hazard-prone areas. Tsunamis and earthquake-induced ground failures further erode economic stability by inundating ports, rail lines, and urban centers; for example, during seismic events undermines foundations, as evidenced in historical cases where entire districts experienced permanent and infrastructure realignment needs. Annual U.S. natural hazard damages, encompassing geological perils, reach billions in disaster aid, commerce disruption, and lost productivity. These losses underscore vulnerabilities in aging or under-engineered systems, where like payouts and GDP reductions often exceed direct repairs.

Prediction, Monitoring, and Risk Assessment

Forecasting Techniques and Limitations

Forecasting geological hazards relies primarily on probabilistic models rather than deterministic predictions, as most events lack reliable precursors for precise timing and location. Techniques include seismic monitoring networks that detect microseismicity and ground deformation via seismometers and GPS, satellite-based (InSAR) for surface changes, and hydrological sensors for triggers like rainfall in landslides. For earthquakes, probabilistic seismic hazard assessments (PSHA) estimate long-term risks based on historical fault data and paleoseismic records, but short-term forecasts remain elusive. Volcanic forecasting employs gas emission measurements (e.g., flux via spectrometers) and tiltmeters to track magma ascent, often yielding days-to-weeks warnings for monitored sites. Landslide susceptibility models integrate analyses with environmental variables like soil type and data, using algorithms such as random forests for spatial mapping. Machine learning applications, including neural networks trained on seismic catalogs, have been tested for in precursors like foreshocks or electromagnetic anomalies, but performance is hindered by data noise and regional variability. forecasting uses statistical models like the Epidemic-Type Sequence (ETAS), which outperform random guessing but cannot specify exact events. warnings, triggered by detection, employ ocean buoy networks and numerical simulations for propagation forecasts, achieving minutes-scale alerts. Limitations stem from the nonlinear, chaotic nature of subsurface processes, where small perturbations can alter outcomes unpredictably. Earthquake prediction efforts over a century have yielded no verifiable short-term successes, with claims often failing replication due to and sparse validation data. Volcanic models suffer from incomplete monitoring at remote or underinstrumented volcanoes, leading to false negatives; for instance, unrest phases can span decades without eruption or escalate rapidly. Landslide models face data scarcity, especially for non-event scenarios, resulting in overprediction in low-risk areas and underestimation of rare triggers like rapid . exacerbates issues like to historical biases and lacks generalizability across tectonically diverse regions, while implementation is constrained by computational demands and sensor gaps. Overall, forecasts prioritize zoning and evacuation over pinpoint accuracy, as deterministic exceeds current geophysical understanding.

Earth Observation and Technological Advances

Earth observation technologies, including satellite-based , enable the detection of precursors to geological hazards such as ground deformation from tectonic strain, volcanic inflation, and slope instability. (InSAR), which measures millimeter-scale surface displacements by comparing radar phase differences across satellite images, has become a cornerstone for wide-area monitoring of earthquakes, volcanoes, and landslides. Systems like the European Space Agency's constellation, providing 6-12 day revisit cycles since its launch, facilitate persistent surveillance, as demonstrated in tracking pre-eruptive deformation at Alaskan volcanoes where InSAR revealed uplift rates exceeding 10 cm per year. Combining data from multiple satellites, such as and older missions like , now supports near-daily deformation mapping, enhancing resolution for rapid-onset events. Ground-based networks complement satellite data through dense seismic arrays and Global Navigation Satellite Systems (GNSS), which provide real-time, high-frequency measurements of crustal motion. High-rate GNSS receivers, sampling at 10-100 Hz, capture seismic waveforms and co-seismic displacements during medium-to-large earthquakes, outperforming traditional seismometers in resolving static offsets up to several meters, as validated in events like the 2016 Kumamoto earthquake where GNSS detected 5-meter slips. Dense seismic networks, expanded via initiatives like the U.S. Transportable Array since 2009, improve location accuracy to within 1-5 km by increasing station density to one per 100-200 km², enabling better characterization of fault ruptures and sequences. Integration of GNSS with InSAR refines models of interseismic strain accumulation, such as along the where annual rates of 25-35 mm/year have been quantified. Technological advances in early warning systems leverage these observations for actionable alerts. The USGS ShakeAlert system, operational for public use since October 17, 2019, processes seismic and GNSS data to issue warnings within seconds of rupture initiation, providing 5-60 seconds of lead time for magnitudes above 4.5 in , , and Washington. Between 2019 and September 2023, it issued 41 public alerts for light-shaking events, with performance metrics showing median latencies under 5 seconds for detected ruptures, though effectiveness diminishes for shallow crustal quakes due to algorithmic thresholds. Artificial intelligence and machine learning have accelerated and in hazard assessment. models, applied to InSAR interferograms since around 2020, automate deformation with accuracies exceeding 90% in volcanic monitoring, reducing manual analysis time from days to hours. In , neural networks trained on dense network data enhance earthquake catalog completeness by identifying microseismic events down to magnitude 0.5, as shown in analyses of global datasets where ML improved detection rates by 20-50% over traditional methods. Emerging fiber-optic , deployed along pipelines and boreholes since 2022, converts existing infrastructure into seismic arrays spanning kilometers, offering cost-effective alternatives to sparse sensors for landslide and tracking. Despite these gains, systems remain probabilistic, with false negatives in complex terrains and no capacity for deterministic long-term forecasting due to inherent geophysical uncertainties.

Mitigation and Preparedness Strategies

Engineering and Structural Interventions

Engineering interventions for geological hazards emphasize structural reinforcements and isolation mechanisms to counteract seismic ground motions, soil instability, , and volcanic flows. These measures include base isolation for earthquakes, retaining systems for landslides, and barriers for lahars, often integrated with site-specific geotechnical assessments to enhance without eliminating all risks. In earthquake-prone regions, base isolation systems employ elastomeric bearings or sliding pads beneath foundations to decouple structures from shaking foundations, reducing inter-story drifts and accelerations by 50-80% during moderate to severe events. Seismic dampers, such as viscous or friction types installed within buildings, further dissipate energy; for instance, fluid viscous dampers in high-rises like Taipei 101 have demonstrated effectiveness in limiting peak responses under design-level quakes. These technologies, retrofitted in structures like New Zealand's historic buildings, prioritize collapse prevention over minor damage, though efficacy diminishes in very long-period motions or scenarios. Landslide mitigation relies on retaining walls, anchored piles, and subsurface to stabilize slopes by countering gravitational forces and reducing . or walls, combined with horizontal drains, have stabilized embankments in projects like U.S. toll roads, preventing failures by diverting seepage and supporting . In the Hakgala case in , subsurface alongside retaining walls arrested backslope movement on a , with monitoring confirming reduced displacements post-2010 implementation. approaches, such as terracing with bunds, proved effective in recent slope stabilizations, though long-term maintenance is critical to avoid clogging. For volcanic hazards, particularly lahars—volcaniclastic debris flows—structural protections include concrete check dams and diversion channels to redirect flows away from infrastructure. In and the , sabo dams have captured sediments from lahars since 1991, reducing downstream velocities and volumes by fragmenting flows. Levee-like barriers, engineered for peak discharges exceeding 10,000 cubic meters per second, mitigate inundation but require overtopping design limits to prevent catastrophic breaches, as observed in unmaintained systems. These interventions complement non-structural efforts but face challenges from unpredictable eruption scales and climate-driven rainfall intensification.

Policy, Planning, and Community Measures

In the , the Disaster Mitigation Act of 2000 requires state, local, and tribal governments to develop and update hazard plans addressing geological risks, including earthquakes and landslides, as a precondition for federal disaster assistance eligibility. These plans incorporate risk assessments, vulnerability analyses, and prioritized actions, such as acquiring properties in flood- or landslide-prone zones, with over 25,000 local plans approved by FEMA as of 2023. California's Seismic Hazards Mapping Act of 1990 mandates the state geologist to map zones susceptible to , earthquake-induced landslides, and strong ground shaking, requiring local jurisdictions to regulate through site-specific geotechnical reports and measures before issuing permits. Land-use planning emphasizes avoidance of high-risk zones via zoning ordinances that prohibit or limit occupancy on active fault traces and in areas prone to ground failure. For instance, structures must be sited away from fault lines by distances determined by fault activity and precision of location data, with such zones often reserved for open space or low-occupancy uses like ; development elsewhere demands detailed investigations to confirm stability against shaking or failure. In regions like , state guides direct communities to integrate inventories into comprehensive plans, restricting subdivisions and in steep, unstable terrains unless are verified effective. Japan's policy framework exemplifies rigorous enforcement, with the 1981 revision to the Building Standards Act mandating that new structures withstand shaking equivalent to intensity 6-7 on the scale, incorporating ductile materials and base isolation to limit damage. This approach, updated iteratively after events like the 1995 earthquake, contributed to minimal structural collapses during the 2011 Tohoku event, where buildings swayed but largely preserved life. Community measures focus on , drills, and localized monitoring to foster . The annual Great ShakeOut Earthquake Drills, launched in 2008, involve over 20 million participants globally by 2024, simulating "Drop, Cover, and Hold On" protocols to reduce injury risks from falling objects and collapsing structures. Programs in hazard-prone areas, such as regular community inspections for or indicators coordinated with geologists, enable early detection and evacuation planning, as outlined in resilience strategies for geological threats. Integrated development planning in Latin American contexts, like ' landslide assessments, further embeds public awareness into to minimize exposure without relying solely on post-event response.

Controversies and Empirical Debates

Attribution to Human Activity vs. Natural Cycles

The frequency of major earthquakes worldwide has remained consistent with historical averages, with approximately 15-16 events of 7 or greater occurring annually since records began around 1900, attributable to improved detection rather than an actual increase in natural seismic activity driven by . from human activities, such as wastewater injection associated with oil and gas production, has caused a localized spike in smaller earthquakes (typically <4) in regions like the since the early 2000s, but these represent a minor fraction of global events and differ from natural tectonically driven quakes primarily in scale and predictability rather than fundamental mechanics. Volcanic eruptions exhibit no statistically significant global increase in frequency or intensity over the past century, with data from the Smithsonian Institution's indicating steady rates tied to endogenous mantle and crustal processes rather than external forcings. Hypotheses linking anthropogenic to heightened volcanic activity—via glacial unloading reducing lithospheric pressure and potentially destabilizing magma chambers—remain speculative and predictive, with paleoclimatic evidence showing correlations between past deglaciations and eruptions but no empirical attribution of recent trends to human-induced warming. Landslides, while predominantly triggered by natural factors like heavy , seismic shaking, or instability, show an uptick in human-influenced events due to activities such as , on steep terrain, and mining, with analyses of databases from 2004-2016 revealing over 700 fatal slides directly linked to and rather than climatic shifts alone. Claims of broader increases from changes face challenges from variables like land-use intensification, with regional studies indicating that human development in vulnerable areas amplifies occurrence more than trends in rainfall extremes. Overall, while direct human interventions can trigger or exacerbate specific hazards, empirical records underscore the dominance of natural geological cycles—governed by long-term tectonic and erosional dynamics—over influences in shaping hazard patterns.

Critiques of Alarmism and Prediction Overreach

Critiques of deterministic predictions highlight persistent overreach despite decades of research. The (USGS) maintains that no major has ever been reliably , defining a true prediction as specifying date, time, location, and magnitude, which remains beyond current capabilities and is not anticipated in the foreseeable future. Claims of impending breakthroughs, such as those in the 1970s and 1980s promising short-term forecasting via precursors like foreshocks or emissions, have repeatedly failed to materialize, fostering undue public expectations and eroding trust in . For instance, the VAN method, which purported to forecast Greek earthquakes through seismic electric signals, generated controversy in the when alleged successes were attributed to vague parameters and post-hoc adjustments rather than rigorous validation. Such overconfident assertions risk greater harm than vague probabilistic forecasts, as inaccurate alarms can induce panic, economic disruption, or complacency toward genuine risks. Volcanic eruption forecasting faces analogous limitations, with critiques centering on the short timescales and high of warnings. While detects unrest like seismic swarms or ground deformation, reliable forecasts typically extend only hours ahead, not days or weeks, due to diverse eruption styles and insufficient historical data for . Overreach occurs when models, such as the Failure Forecast Method applied to precursory inflation, are extrapolated beyond validated cases, as seen in retrospective analyses of volcanoes like Kilauea or where fits succeeded but prospective utility faltered. For long-dormant volcanoes, unrest may signal activity but rarely specifies timing or scale, leading to critiques that probabilistic alerts, while useful for evacuation planning, are sometimes presented with undue precision, amplifying anxiety without proportional risk reduction. Broader alarmism regarding geological hazards often exaggerates trends in frequency or severity, overlooking empirical declines in impacts. Data from the Emergency Events Database (EM-DAT) indicate reported geophysical disasters quintupled since 1970, but analysts attribute this primarily to enhanced detection and reporting rather than actual increases, with per capita deaths from all natural disasters falling over 99% in the past century due to improved resilience and early warning systems. Claims linking anthropogenic climate change to heightened earthquake or volcanic activity—via mechanisms like glacial unloading—lack robust causal evidence and represent predictive overreach, as tectonic drivers dominate and historical records show no upward trend in such events. Media coverage exacerbates this by prioritizing sensational narratives, such as inevitable "supervolcano" cataclysms or overdue megathrust quakes, which distort public risk perception and divert resources from proven mitigation like building codes. These patterns underscore the need for probabilistic, evidence-based communication to counter hype while acknowledging inherent geological unpredictability.

References

  1. [1]
    EarthWord–Hazard | U.S. Geological Survey - USGS.gov
    Geologic hazards are natural phenomena capable of inflicting harm to people or property. Risk, on the other hand, is the statistical potential that such a ...
  2. [2]
    Defining geologic Hazards for natural resources management using ...
    Landslides, avalanches, floods, and other geologic hazards impair natural resources management by jeopardizing public safety, damaging or restricting ...
  3. [3]
    What is the difference between hazard and risk? - USGS.gov
    Nov 12, 2024 · Hazard: A hazard can be defined as a dangerous process, phenomenon, substance, activity or condition that may cause loss of life, ...
  4. [4]
    Introduction to the National Seismic Hazard Maps - USGS.gov
    Geologic hazards are naturally-occurring phenomena capable of causing loss or damage. Risk is the potential that exposure to the hazard will lead to a negative ...
  5. [5]
    Geologic Hazards - California Department of Conservation - CA.gov
    Earthquakes, Ground shaking, Liquefaction, Ground rupture, Landslides, Tsunamis, and Hazardous minerals are all geologic hazards encountered in the state of ...
  6. [6]
    Landslide Hazards - FAQs | U.S. Geological Survey - USGS.gov
    A landslide is defined as the movement of a mass of rock, debris, or earth down a slope. Landslides are a type of "mass wasting," which denotes any ...
  7. [7]
    Hazards - Utah Geological Survey
    Geologic hazards that affect Utah include earthquakes, landslides, flooding, problem soils and rocks, and volcanic hazards.
  8. [8]
    Geologic Hazards | NC DEQ
    Geologic hazards in NC include ground collapse, landslides, expansive soils, acid-producing rock, earthquakes, and coastal hazards.Missing: types | Show results with:types
  9. [9]
    Geologic Hazards
    Common geologic hazards impacting Alaska include flooding and erosion, ground failure, earthquakes, tsunamis, and those associated with active volcanoes.
  10. [10]
    Geohazards - Alaska Nature and Science (U.S. National Park Service)
    Dec 18, 2019 · Geohazards include: volcanic eruptions, earthquakes, mudslides or landslides, avalanches, glacial surges and outburst floods, tsunamis, and other land ...
  11. [11]
    Geologic Hazards Science Center - USGS.gov
    The Earthquake Hazards Program provides research and information products for earthquake loss reduction, including hazard and risk assessments, comprehensive ...About · News · Data · ScienceMissing: definition | Show results with:definition
  12. [12]
    USGS Hazards Science – Be Informed and Be Prepared
    USGS science is helping assess where, when, and how often landslides occur and how fast and far they might move. For burned areas where post-fire debris-flow ...Missing: definition | Show results with:definition
  13. [13]
    About - Geohazards (U.S. National Park Service)
    Aug 16, 2019 · A geologic hazard is a naturally occurring, dynamic geologic process capable of causing damage, loss of property, and/or injury and loss of life.Missing: definition core characteristics
  14. [14]
    The Science of Earthquakes | U.S. Geological Survey - USGS.gov
    An earthquake is what happens when two blocks of the earth suddenly slip past one another. The surface where they slip is called the fault or fault plane.A Normal (Dip-Slip) Fault · Tectonic Plates of the Earth
  15. [15]
    Earthquake Hazards Program | U.S. Geological Survey - USGS.gov
    The USGS monitors and reports on earthquakes, assesses earthquake impacts and hazards, and conducts targeted research on the causes and effects of earthquakes.Hazards · Earthquakes · Latest Earthquakes · Search Earthquake Catalog
  16. [16]
    Natural Hazards Mission Area | U.S. Geological Survey - USGS.gov
    The most powerful earthquakes, tsunamis, landslides, and volcanic eruptions occur in subduction zones, where two plates collide and one is thrust beneath ...Programs · About · News · Connect
  17. [17]
    [PDF] Geologic Hazards: Risks and Mitigation
    ... geologic hazard impacts such as, increased infrastructure and utility maintenance, additional liability, emergency response costs, mitigation of geologic ...
  18. [18]
    Overview of Hazards and Risk Assessments | U.S. Geological Survey
    Landslide hazard and risk assessments help people understand the dangers from landslides to their towns and cities, homes, facilities, and businesses.
  19. [19]
    Definition: Hazard - PreventionWeb
    Geological or geophysical hazards originate from internal earth ... Hydrometeorological hazards are of atmospheric, hydrological or oceanographic origin.
  20. [20]
    What is a Natural Hazard? | GEOG 30N - Dutton Institute
    Natural hazards can be classified into several broad categories: geological hazards, hydrological hazards, meteorological hazards, and biological hazards.
  21. [21]
    Hazards, Disasters, and Risks - PMC - PubMed Central - NIH
    This term can be used interchangeably with the term geological hazard. Hydrological hazard: a hazard caused by the occurrence, movement, and distribution of the ...
  22. [22]
    7 geologic hazards and their water-related triggers - Teren, Inc.
    May 31, 2024 · Here are 7 water-triggered geohazards explained: · Erosion: · Landslides: · Flooding: · Groundwater Pressure: · Soil Liquefaction: · River ...
  23. [23]
    Natural Disasters & Assessing Hazards and Risk - Tulane University
    Jan 9, 2018 · Natural Hazards and Natural Disasters. A natural hazard is a threat of a naturally occurring event will have a negative effect on humans.Missing: core | Show results with:core
  24. [24]
    Geohazards | Tierra Group International, Ltd.
    Geologic hazards phenomena can occur suddenly, or slowly. Sudden phenomena include: Earthquakes - Liquefaction (soils), Tsunamis; Volcanic Eruptions - Lava ...
  25. [25]
    1980 Cataclysmic Eruption | U.S. Geological Survey - USGS.gov
    Magma began intruding into the Mount St. Helens edifice in the late winter and early spring of 1980. By May 18, the cryptodome (bulge) on the north flank ...
  26. [26]
  27. [27]
    Land Subsidence | U.S. Geological Survey - USGS.gov
    Land subsidence is a gradual settling or sudden sinking of the Earth's surface due to removal or displacement of subsurface earth materials.
  28. [28]
    Creep | U.S. Geological Survey - USGS.gov
    Jul 20, 2023 · Creep is the imperceptibly slow, steady, downward movement of slope-forming soil or rock, caused by shear stress. There are three types: ...
  29. [29]
    Land Subsidence | U.S. Geological Survey - USGS.gov
    Land subsidence occurs when large amounts of groundwater have been withdrawn from certain types of rocks, such as fine-grained sediments. The rock compacts ...
  30. [30]
    Land Subsidence in the U.S. (USGS Fact Sheet 165-00)
    Land subsidence is a gradual settling or sudden sinking of the Earth's surface owing to subsurface movement of earth materials.
  31. [31]
    Mapping the global threat of land subsidence - USGS.gov
    Subsidence due to groundwater depletion (1) is a slow and gradual process that develops on large time scales (months to years), producing progressive loss of ...
  32. [32]
    Soil Creep | Dutton Portfolio
    Soil creep is the slow, downslope motion of soil, typically inches or centimeters per year or less, and may be a very slow landslide.
  33. [33]
    10 Mass Wasting – An Introduction to Geology - OpenGeology
    The net effect is a gradual movement of surface soil particles downhill. Creep is indicated by curved tree trunks, bent fences or retaining walls, tilted poles ...
  34. [34]
    Sinkholes | U.S. Geological Survey - USGS.gov
    Land subsidence is a gradual settling or sudden sinking of the Earth's surface owing to subsurface movement of earth materials. The principal causes of land ...<|separator|>
  35. [35]
    Geomorphology - Geography 101 Online
    Endogenic (internal origin) processes are driven by the internal heat of the Earth, which in turn results from the radioactive decay of elements deep beneath ...
  36. [36]
    Plate tectonics and people [This Dynamic Earth, USGS]
    Jul 11, 2025 · As with earthquakes, volcanic activity is linked to plate-tectonic processes. Most of the world's active above-sea volcanoes are located near ...
  37. [37]
    Why are we having so many (or so few) earthquakes? Has naturally ...
    The National Earthquake Information Center now locates about 20,000 earthquakes around the globe each year, or approximately 55 per day. As a result of the ...
  38. [38]
    20 Largest Earthquakes in the World Since 1900 - USGS.gov
    20 Largest Earthquakes in the World Since 1900 ; 8.8, Near the Coast of Ecuador, 1906 Ecuador–Colombia Earthquake, 1906-01-31 ; 8.7, Rat Islands, Aleutian Islands ...<|control11|><|separator|>
  39. [39]
    Subduction Zone Science | U.S. Geological Survey - USGS.gov
    The most powerful earthquakes, tsunamis, volcanic eruptions, and landslides occur in subduction zones where tectonic plates collide and one plate is thrust ...
  40. [40]
    Plate Tectonics and Volcanic Activity - National Geographic Education
    Jun 17, 2025 · Most volcanoes form at the boundaries of Earth's tectonic plates. These plates are huge slabs of Earth's crust and upper mantle, which fit together like pieces ...
  41. [41]
    Endogenic Processes, Effects, Causes, Types, Human Interaction
    Jun 19, 2024 · Endogenic processes are internal geological activities driven by Earth's heat and gravity, forming mountains, causing earthquakes, and driving volcanism.
  42. [42]
    [PDF] Reducing Risk Where Tectonic Plates Collide - USGS.gov
    Most of the world's earthquakes, tsunamis, landslides, and volcanic eruptions are caused by the continuous motions of the many tectonic plates that make up the ...
  43. [43]
    Tectonic Geomorphology and Near-Field Geodesy - USGS.gov
    The study of landscapes affected by tectonics, often referred to as “tectonic geomorphology,” also provides important clues about seismic hazard.
  44. [44]
    Geological Hazard - an overview | ScienceDirect Topics
    There are three broad hazard types: atmospheric hazards, caused by tropical storms, hurricanes, and droughts; exogenic hazards, such as flooding, coastal ...
  45. [45]
    Mass Wasting - Erosion: Water, Wind & Weather (U.S. National Park ...
    Sep 11, 2019 · Mass wasting is the movement of rock and soil down slope under the influence of gravity. Rock falls, slumps, and debris flows are all examples of mass wasting.
  46. [46]
    Landslide Types and Processes - USGS Publications Warehouse
    Nov 29, 2016 · Slope saturation by water is a primary cause of landslides. This effect can occur in the form of intense rainfall, snowmelt, changes in ground- ...
  47. [47]
    [PDF] The Landslide Handbook— A Guide to Understanding Landslides
    Triggers include saturation of soil due to prolonged or intense rainfall or snowmelt, sudden lowering of adjacent water surfaces causing rapid drawdown of the ...
  48. [48]
    Landslide Hazards | U.S. Geological Survey - USGS.gov
    Many rainfall-induced landslides transform into debris flows (fast-moving slurries of water, soil, and rock) as they travel down steep slopes, especially those ...
  49. [49]
    Understanding sinkholes and karst - British Geological Survey
    Although a natural process, the formation of sinkholes is often accelerated or triggered by human influences, such as broken drains, water mains and sewerage ...
  50. [50]
    Hydraulic Fracturing‐Induced Seismicity - Schultz - AGU Journals
    Jun 12, 2020 · In this paper, we provide a review of all the reported cases of HF-induced earthquakes: in Canada, the United States, the United Kingdom, and China.
  51. [51]
    Impacts of 25 years of groundwater extraction on subsidence ... - NIH
    For the Mekong Delta, annual subsidence rates up to several centimetres have been reported. Excessive groundwater extraction is suggested as the main driver. As ...
  52. [52]
    Selected Worldwide Cases of Land Subsidence Due to ... - MDPI
    The Long Beach area of California represents the most important example of oil extraction-induced land subsidence. ... Land subsidence and groundwater extraction ...
  53. [53]
    Deforestation controls landslide susceptibility in Far-Western Nepal
    Antecedent deforestation and agriculture practices lead to landslide occurrences. Deforestation occurring 5–7 years prior to landsliding enhances landslide ...
  54. [54]
    Landslide in Philippines mining town kills nearly 100, prompts calls ...
    Feb 21, 2024 · A Feb. 6 landslide in a gold mining village in the Philippines' southern island of Mindanao claimed nearly 100 lives and buried about 55 ...
  55. [55]
    Do human activities cause landslides? | U.S. Geological Survey
    Yes, human activities can contribute to landslides, often from inadequate grading, drainage alteration, and disturbing old landslides. Detailed investigation ...
  56. [56]
    What is a landslide and what causes one? | U.S. Geological Survey
    Landslides can be initiated in slopes already on the verge of movement by rainfall, snowmelt, changes in water level, stream erosion, changes in ground water, ...The Landslide Handbook · Current page 2 · What is a landslide and what...
  57. [57]
    Volcanoes: Introduction
    Jan 31, 1997 · On August 24, A.D. 79, Vesuvius Volcano suddenly exploded and destroyed the Roman cities of Pompeii and Herculaneum.Missing: impacts | Show results with:impacts
  58. [58]
    NCEI Hazard Earthquake Information - NOAA
    September 525 to May 29, 526, Very disastrous followed by five shocks, intensity IX. (reference #1222). May 29, 526 or 525, 36.25-36.10, Antakya, Samandag, ...
  59. [59]
    [PDF] Magnitudes of Selected Significant Earthquakes
    Jun 24, 2013 · Shaanxi (Shensi), China. 34.5. 109.7. 830,000 ~8. February 5, 1663. 22 ... Ellsworth, W. L., 1990, Earthquake history, 1769-1989, chap. 6 of ...
  60. [60]
    Today in Earthquake History
    M8.7 - Lisbon, Portugal, 1755. 70,000 deaths. One of the world's most destructive earthquakes. This earthquake occurred on All Saint's Day while ...
  61. [61]
    Far field tsunami simulations of the 1755 Lisbon earthquake
    The great Lisbon earthquake of November 1st, 1755 with an estimated moment magnitude of 8.5-9.0 was the most destructive earthquake in European history.
  62. [62]
    The Great 1906 San Francisco Earthquake
    Violent shocks punctuated the strong shaking which lasted some 45 to 60 seconds. The earthquake was felt from southern Oregon to south of Los Angeles and inland ...
  63. [63]
    M 7.9 - The 1906 San Francisco, California Earthquake
    The 1906 San Francisco earthquake had a magnitude of 7.9, occurred on 1906-04-18 at 13:12:26 (UTC) at 37.750°N 122.550°W, with a depth of 11.7 km.Missing: facts | Show results with:facts
  64. [64]
    Earthquake Facts & Earthquake Fantasy | U.S. Geological Survey
    The USGS does produce aftershock forecasts that give the probability and expected number of aftershocks in the region following large earthquakes.
  65. [65]
    The 1976 Tangshan earthquake | U.S. Geological Survey - USGS.gov
    The 1976 Tangshan earthquake occurred on July 28 at 3:42 a.m. with magnitude 7.8, causing serious damage and loss of life.
  66. [66]
    M 9.1 - 2004 Sumatra - Andaman Islands Earthquake
    Dec 26, 2004 · All produced destructive tsunamis, although fatalities and damage from the December 26th tsunami have far exceeded those caused by tsunamis ...
  67. [67]
    Tsunami Generation from the 2004 M=9.1 Sumatra-Andaman ...
    The December 26, 2004 M=9.1 Sumatra-Andaman earthquake occurred along a tectonic subduction zone in which the India Plate, an oceanic plate, is being subducted ...
  68. [68]
    Mount St. Helens' 1980 Eruption Changed the Future of Volcanology
    May 14, 2020 · These catastrophic events led to 57 deaths, including that of David Johnston, a dedicated USGS scientist, and caused the worst volcanic disaster ...
  69. [69]
    [PDF] The 1963 Vaiont Landslide - ASDSO Lessons Learned
    ABSTRACT. On the 9th October 1963 a catastrophic landslide suddenly occurred on the southern slope of the Vajont dam reservoir. A mass of approximately 270 ...
  70. [70]
    The clays involved in the 1963 Vajont landslide - ScienceDirect.com
    Dec 5, 2021 · The catastrophic Vajont landslide that occurred on 9 October 1963 caused about 2000 deaths when 270–300 Mm3 of rock and debris slid from the ...
  71. [71]
    Introduction to Paleoseismology | U.S. Geological Survey - USGS.gov
    Earth scientists can gather data at key sites along sections of a fault to figure out the past timeline of earthquakes at each spot.Missing: stratigraphic | Show results with:stratigraphic
  72. [72]
    [PDF] Directions in Paleoseismology - USGS Publications Warehouse
    Apr 25, 1987 · ... earthquakes. Paleoseismology relies on stratigraphic evidence to decipher the record of prehistoric earthquakes, and utilizes techniques ...
  73. [73]
    Paleoseismology - ScienceDirect.com
    Paleoseismic investigations yield information about the recency of fault movement, dates of previous earthquakes, recurrence times, average slip rate, and ...
  74. [74]
    [PDF] Preface: Marine and Lake Paleoseismology - NHESS
    2 Underwater paleoseismology methods. The survey methods in subaqueous ... Andreas Fault based on turbidite stratigraphy, Earth Planet. Sci. Lett., 254 ...
  75. [75]
    Paleoseismic Evidence for Climatic and Magmatic Controls on the ...
    Nov 19, 2019 · Geologic records of past earthquakes are rare but critical for identifying long-term patterns in fault behavior and assessing modern ...
  76. [76]
    Combining onshore-offshore paleoseismic records to test for ...
    Geologic evidence of coastal uplift and subsidence is commonly used to investigate the size, location and recurrence of past earthquakes along subduction ...<|separator|>
  77. [77]
    [PDF] Quaternary Paleoseismology and Stratigraphy of the Yucca ...
    ... Methods ... Paleoseismology and Stratigraphy of the Yucca Mountain Area, Nevada. Trench.
  78. [78]
    Full article: Past large earthquakes on the Alpine Fault
    Paleoseismic evidence has been derived from tree disturbance, landscape features and trenches across the fault. These records have been supplemented and ...
  79. [79]
    Earthquake recurrence inferred from paleoseismology - ScienceDirect
    These earthquakes suggest rates and patterns of recurrence that help define earthquake hazards.
  80. [80]
    Earthquake forecasting from paleoseismic records - PubMed Central
    Mar 2, 2024 · In this study, we use five candidate renewal processes to investigate the recurrence patterns of large earthquakes using paleoseismic records ...
  81. [81]
    A 220000-year-long continuous large earthquake record on a slow ...
    Nov 27, 2020 · Our unique record confirms a clustered earthquake recurrence pattern and a group-fault temporal clustering model, and reveals an unexpectedly ...<|separator|>
  82. [82]
    Yellowstone Supervolcano: Is An Eruption Really Overdue?
    May 9, 2024 · Based on these three events, Yellowstone has a recurrence interval of about 600,000 to 800,000 years, with an average of about 725,000 years ...
  83. [83]
    Questions About Supervolcanoes | U.S. Geological Survey
    Precursors to volcanic eruptions include strong earthquake swarms and rapid ground deformation and typically take place days to weeks before an actual eruption.
  84. [84]
    Mass extinctions of life and catastrophic flood basalt volcanism - PNAS
    Major mass extinctions involving 70% to more than 90% of extant species occurred at least five times during the last 540 million years.
  85. [85]
    Subsurface Magma Triggers Earth's Most Severe Extinction
    Jul 31, 2017 · Subsurface magma intrusions (sills), rather than surface lava flows, may have triggered the Earth's most catastrophic extinction event ...
  86. [86]
    Huge and widespread volcanic eruptions triggered the end-Triassic ...
    Mar 21, 2013 · Researchers at MIT, Columbia University and elsewhere have determined that these eruptions occurred precisely when the extinction began.
  87. [87]
    Asteroid impact, not volcanism, caused the end-Cretaceous ...
    Jun 29, 2020 · We present a quantitative test of end-Cretaceous extinction scenarios and how these would have affected dinosaur habitats.
  88. [88]
    Earthquakes - World Health Organization (WHO)
    Between 1998-2017, earthquakes caused nearly 750 000 deaths globally, more than half of all deaths related to natural disasters. More than 125 million people ...
  89. [89]
    [PDF] EARTHQUAKE - USGS Publications Warehouse
    Most casualties result from falling objects and debris because the shocks can shake, damage, or demolish buildings and other structures. Earth- quakes may also ...
  90. [90]
    What are the Effects of Earthquakes? | U.S. Geological Survey
    The effects from earthquakes include ground shaking, surface faulting, ground failure, and less commonly, tsunamis. Ground Shaking.
  91. [91]
    A statistical analysis of the global historical volcanic fatalities record
    Feb 14, 2013 · 278,880 fatalities are recorded in the database, resultant from 533 fatal incidents. The fatality count is dominated by a handful of disasters, ...
  92. [92]
    Landslides - World Health Organization (WHO)
    Between 1998-2017, landslides affected an estimated 4.8 million people and cause more than 18 000 deaths. Climate change and rising temperatures are expected to ...
  93. [93]
    How many deaths result from landslides each year? - USGS.gov
    An average of 25-50 people are killed by landslides each year in the United States. The worldwide death toll per year due to landslides is in the thousands.
  94. [94]
    Tsunamis - World Health Organization (WHO)
    Between 1998-2017, tsunamis caused more than 250 000 deaths globally, including more than 227 000 deaths due to the Indian Ocean tsunami in 2004. Tsunamis can ...
  95. [95]
    [PDF] Annual Disaster Statistical Review 2011
    On average, geophysical disasters killed 69 098 people per year from 2001 to 2010.
  96. [96]
    New USGS-FEMA study highlights economic earthquake risk in the ...
    Apr 18, 2023 · Earthquakes cost the nation an estimated $14.7 billion annually in building damage and associated losses according to a new report released jointly today.Missing: infrastructural | Show results with:infrastructural
  97. [97]
    Socioeconomic and Environmental Impacts of Landslides
    Landslides have caused major socioeconomic impacts on people, their homes and possessions, industrial establishments, and lifelines.
  98. [98]
    Socioeconomic impacts of the Mount Pinatubo eruption
    Dec 5, 1999 · Damage to crops, infrastructure, and personal property totaled at least 10.1 billion pesos ($US 374 million) in 1991, and an additional 1.9 ...<|separator|>
  99. [99]
    Natural Hazards - A National Threat - USGS Publications Warehouse
    Each decade, property damage from natural hazards events doubles or triples. The United States is second only to Japan in economic damages resulting from ...
  100. [100]
    Fact Sheet 2007-3009 - USGS Publications Warehouse
    Nov 29, 2016 · In the United States each year, natural hazards cause hundreds of deaths and cost billions of dollars in disaster aid, disruption of commerce, ...
  101. [101]
    Science for a risky world—A U.S. Geological Survey plan for risk ...
    Sep 17, 2018 · Hazards can claim lives and cause billions of dollars in damage to homes and infrastructure as well as lost or compromised economic activity ...
  102. [102]
    Can you predict earthquakes? | U.S. Geological Survey - USGS.gov
    An earthquake prediction must define 3 elements: 1) the date and time, 2) the location, and 3) the magnitude.Learn about earthquake hazards · 100% Chance of an Earthquake
  103. [103]
    3 Forecasting Eruptions | Volcanic Eruptions and Their Repose ...
    Due to the pervasive lack of robust monitoring data and the limitations of models used to forecast eruptions, volcano monitoring agencies typically issue ...
  104. [104]
    (PDF) Ranking Earthquake Prediction Algorithms: A Comprehensive ...
    Sep 5, 2025 · A detailed review of both conventional and data-driven seismic prediction methods was conducted, revealing notable limitations in current ...<|separator|>
  105. [105]
    Aftershock forecasting | U.S. Geological Survey - USGS.gov
    Most aftershock forecasts are based on simple statistical models that were first developed in the 1980s and remain the best available models.Missing: techniques limitations
  106. [106]
    Alerts, Forecasting, and Notifications | U.S. Geological Survey
    Learn how USGS works with partners, emergency planners, and managers to provide hazard data alerts, forecasts, and monitoring and notification systems. From ...Missing: techniques | Show results with:techniques
  107. [107]
    Earthquake prediction: a critical review - Oxford Academic
    Earthquake prediction research has been conducted for over 100 years with no obvious successes. Claims of breakthroughs have failed to withstand scrutiny.Missing: limitations | Show results with:limitations
  108. [108]
    Overcoming the data limitations in landslide susceptibility modeling
    Feb 21, 2025 · Data-driven models widely used for assessing landslide susceptibility are severely limited by the landslide and environmental data needed to ...
  109. [109]
    Machine Learning for Earthquake Prediction: Scope and Limitations
    Apr 1, 2022 · Limitations such as overfitting, noise in seismic data, lack of standardization, and challenges in real-time deployment remain significant.
  110. [110]
    Developing, Testing, and Communicating Earthquake Forecasts ...
    Aug 13, 2024 · Thus, one limitation common to all currently authoritatively applied forecasting models is their inability to predict (or forecast with ...Introduction · The Current State of Research... · Elicitation of Expert Views · Outlook
  111. [111]
    InSAR—Satellite-based technique captures overall deformation ...
    InSAR (Interferometric Synthetic Aperture Radar) is a technique for mapping ground deformation using radar images of the Earth's surface that are collected ...
  112. [112]
    Interferometric Synthetic Aperture Radar (InSAR) technology
    Dec 20, 2022 · InSAR is a specific satellite-based technique using RADAR data for mapping Earth's topography and ground deformation by estimating, with a millimetric accuracy ...
  113. [113]
    Volcano monitoring from space: InSAR time series success in Alaska
    Jun 1, 2023 · This method of using satellite radar signals to detect changes to the surface of the earth has been very beneficial for monitoring of active ...
  114. [114]
    How satellite InSAR has grown from opportunistic science to routine ...
    Aug 13, 2020 · By combining data from several existing SAR satellites, daily monitoring of ground motion is now possible, whether that be the deformation ...
  115. [115]
    First feasibility demonstration of GNSS-seismology for ... - Nature
    Nov 27, 2023 · High-rate GNSS has been proven effective in characterising waveforms and co-seismic displacements due to medium-to-strong natural ...
  116. [116]
    Expanding the Role of GNSS in Seismic Monitoring
    Mar 21, 2023 · This approach builds on existing stand-alone GNSS seismic awareness to enhance GNSS' contribution to seismic hazard operations.
  117. [117]
    Assessing the data quality and seismic monitoring capabilities of the ...
    The seismic monitoring capability of the B&R GNSS network was assessed using high-frequency GNSS data with estimated earthquake magnitudes as indicators. The ...
  118. [118]
    USGS ShakeAlert Earthquake Early Warning System
    Oct 7, 2019 · ShakeAlert® is an earthquake early warning system that detects significant earthquakes so quickly that alerts can reach many people before ...
  119. [119]
    [PDF] Status and Performance of the ShakeAlert Earthquake Early ...
    The following section describes ShakeAlert performance during some of the more notable events that occurred between 17 October 2019 and 1 September 2023 while ...
  120. [120]
    The ShakeAlert Earthquake Early Warning System - Congress.gov
    Apr 25, 2025 · ShakeAlert sent 41 public alerts for earthquakes that caused light shaking and little damage between October 17, 2019, and September 1, 2023.
  121. [121]
    Recent Advances of Deep Learning in Geological Hazard Forecasting
    The results showed that the performance of the model trained using synthetic interferograms was improved compared to the model trained using real interferograms ...
  122. [122]
    Recent advances in earthquake seismology using machine learning
    Feb 28, 2024 · Here, we review the recent advances, focusing on catalog development, seismicity analysis, ground-motion prediction, and crustal deformation analysis.
  123. [123]
    Back to the future: Advances in geoscience to address earth risks
    Oct 4, 2024 · A potential revolution in geohazard monitoring, reducing reliance on expensive instrumentation in hard-to-reach areas, is using fibre optic ...
  124. [124]
    Deep learning for geological hazards analysis: Data, models ...
    This paper presents an overview of the advances in the utilization of deep learning for geological hazard analysis.
  125. [125]
    How are engineers working to make roads and buildings safer?
    This includes both improving the design of new buildings and bridges as well as strengthening older units to incorporate the latest advances in seismic and ...
  126. [126]
    Natural Hazards Mitigation | WBDG - Whole Building Design Guide
    The most successful way to mitigate losses of life, property, and function is to design buildings that are disaster-resistant.
  127. [127]
    Base isolation and seismic dampers - Science Learning Hub
    Oct 28, 2019 · By adding a damper into the structure with base isolators, seismic energy can be further absorbed as the building moves, which will help to ...
  128. [128]
    Effectiveness of Seismic Isolation for Long-Period Structures Subject ...
    The results illustrate that when designed properly, seismic isolation can effectively reduce the mean base shear and acceleration responses of structures with ...
  129. [129]
    Base Isolation Systems | Seismic Isolation | Taylor Devices, Inc.
    Base isolation systems coupled with Taylor Devices dampers can not only help improve performance but also reduce costs. Contact us for more information.
  130. [130]
    A state-of-the-art analysis of base isolation systems and future ...
    The damper was effective in meeting the multiple seismic performance needs of the structure. The damper improved the isolation-floor drift, and acceleration ...
  131. [131]
    [PDF] Two Activities—Base Isolation for Earthquake Resistance
    Base isolation is particularly effective for retrofitting low to medium height unreinforced masonry buildings, such as historic buildings. Portland's historic ...
  132. [132]
    [PDF] Engineering Measures for Landslide Disaster Mitigation
    On the other hand, structural solutions such as retaining walls involve opening the slope during construction and often require steep temporary cuts. Both these ...
  133. [133]
    [PDF] Causes of Landslides in Road Embankment with Retaining Wall and ...
    Abstract— This study was conducted to determine the cause of landslides in the toll road embankment of the national road project in.
  134. [134]
    A Case Study of Hakgala Landslide, Sri Lanka | SpringerLink
    Jan 1, 2025 · This paper discusses the use of subsurface drainage to stabilize a backslope of a retaining wall located at an arterial highway in Sri Lanka
  135. [135]
    Advanced structural interventions for slope stabilization and disaster ...
    Sep 24, 2025 · To mitigate these risks, we proposed a slope stabilization strategy involving outward-sloping terracing and bund reinforcement. These measures ...
  136. [136]
    Reducing risk from lahar hazards: concepts, case studies, and roles ...
    Nov 6, 2014 · Engineered structures designed for lahar protection downstream of volcanoes have many of the same advantages and disadvantages of river levees ...
  137. [137]
    Geohazards [Volcano - protection]
    Small lahars can be diverted by barriers or artificial channels to lead them away from populated areas. Some can also be contained by pre-emptied dam reservoirs ...
  138. [138]
    Volcano | Hazards - PreventionWeb
    Lahar hazard mitigation has included evacuation before eruptions or storms, channel and dam engineering, land management and early warning systems (Pierson ...
  139. [139]
    Lahar risk assessment from source identification to potential impact ...
    Dec 7, 2021 · Lahars are rapid flows composed of water and volcaniclastic sediments, which have the potential to impact residential buildings and critical ...<|control11|><|separator|>
  140. [140]
    Hazard Mitigation Planning | FEMA.gov
    Jan 8, 2025 · Hazard mitigation planning reduces loss of life and property by minimizing the impact of disasters. It begins with state, tribal and local governments ...Mitigation Planning and Grants · Implement Mitigation Activities · Create
  141. [141]
    USGS Fact Sheet 224-95: Seismic maps foster landmark legislation
    Jun 15, 2012 · In 1990, the Legislature passed the California Seismic Hazards Mapping Act to assist cities and counties in protecting public health and safety ...
  142. [142]
    Seismic hazards and land-use planning
    Land-use planning should consider fault traces, ground shaking, ground failure, and water waves. Structures should be off active fault traces, and areas with ...
  143. [143]
    [PDF] Landslide Hazards Land Use Guide for Oregon Communities
    Oct 5, 2019 · The Guide is focused on land use planning approaches to reduce landslide hazard risk and is not intended to address the full range of efforts ...
  144. [144]
    Earthquake Building Codes and Technology in Japan - Blog
    Nov 22, 2017 · Buildings designed after 1981 have to be built to withstand major damage from a quake registering 6-7 on the Japanese earthquake scale.
  145. [145]
    Japan's Strict Building Codes Saved Lives - The New York Times
    Mar 11, 2011 · Moehle, the Berkeley engineer: Japan's building code allows for roughly half as much sway back and forth at the top of a high rise during a ...
  146. [146]
    Great ShakeOut Earthquake Drills - Select Your ShakeOut Region
    While we encourage participation with everyone, you can register your ShakeOut drill for any day of the year, and drill at a time of your choice.California · Washington State · 2025 Who is Participating? · Central U.S.
  147. [147]
    [PDF] Hazard Resilience Strategies
    hazard mitigation planning. • Ensure community monitors check regularly with geologists and monitor areas at risk of land subsidence and sinkholes. • Ensure ...
  148. [148]
    Hazard mitigation strategies for development planning
    The mitigation mechanisms are most cost effective in reducing loss of life and property and most compatible with the development planning process.
  149. [149]
    Is Earthquake Activity Increasing?
    Despite recent events, statistics show no increase in earthquake activity over the last twenty years, with about fifteen magnitude 7+ earthquakes annually.
  150. [150]
    Induced Earthquakes | U.S. Geological Survey - USGS.gov
    Within the central and eastern United States, the number of earthquakes has increased dramatically over the past few years. Are they natural, or man-made?
  151. [151]
    Global review of human-induced earthquakes - ScienceDirect.com
    The Human-induced Earthquake Database, HiQuake, is a comprehensive record of earthquake sequences postulated to be induced by anthropogenic activity.
  152. [152]
    Has volcanic activity been increasing?
    Data about eruptions has been compiled by the Smithsonian since 1968 in order to provide context for global volcanism. The following figures and discussion are ...Missing: 21st | Show results with:21st
  153. [153]
    Volcanic hazard exacerbated by future global warming-driven ...
    Jul 27, 2022 · Over the last 30 ka, changes in climate have driven an increase in massive volcanic collapses, partly in response to increased humidity and ...
  154. [154]
    Melting Glaciers Will Lead to More Volcanic Eruptions, Study ...
    Jul 9, 2025 · But as glaciers retreat due to climate change, our findings suggest these volcanoes go on to erupt more frequently and more explosively,” Pablo ...
  155. [155]
    Landslide Database Reveals Uptick in Human-Caused Fatal Slides
    Aug 28, 2018 · More than 700 of landslides in the past 15 years can be directly linked to human activities like construction, illegal mining, and hill cutting.
  156. [156]
    Global fatal landslide occurrence from 2004 to 2016 - NHESS
    Our analysis demonstrates that landslide occurrence triggered by human activity is increasing, in particular in relation to construction, illegal mining and ...
  157. [157]
    An Increasing Trend of Landslides as a Consequence of the Global ...
    Jun 7, 2025 · A study is presented on the trend of temporal variation in landslide activity for the last decades in a context of global change.
  158. [158]
    Exaggerated Claims About Earthquake Predictions - ResearchGate
    Aug 9, 2025 · Earthquake prediction research has been conducted for over 100 years with no obvious successes. Claims of breakthroughs have failed to ...Missing: overreach | Show results with:overreach
  159. [159]
    Greek earthquake stirs controversy over claims for prediction method
    The controversy is over the VAN method, which claims to predict earthquakes by measuring electrical activity, but is criticized for lacking scientific rigor ...
  160. [160]
    Attempts to predict earthquakes may do more harm than good
    May 30, 2012 · An inaccurate earthquake prediction is likely to have worse consequences than if there had been no prediction at all.<|separator|>
  161. [161]
    Can Scientists Forecast Volcanic Eruptions? - Scientific American
    Jul 11, 2023 · Today's most accurate eruption forecasting systems dole out warnings in terms of hours rather than days or weeks. But many volcanoes display ...<|separator|>
  162. [162]
    Forecasting Volcanic Eruptions: Beyond the Failure Forecast Method
    Sep 6, 2018 · The popular failure forecast method for using precursory time series to forecast eruptions is a particular form of the parent elastic-brittle model.Missing: overconfident | Show results with:overconfident
  163. [163]
    Forecasting eruptions from long-quiescent volcanoes
    Feb 12, 2022 · Forecasts of eruption are uncertain. The uncertainty is amplified when volcanoes reawaken after several generations in repose.Missing: overconfident | Show results with:overconfident
  164. [164]
    Deaths in climate-related disasters declined 99% from a century ago
    A new United Nations report has revealed the disturbing news that the number of global disasters has quintupled since 1970 and will increase by another 40 ...
  165. [165]
  166. [166]
    Unveiling the Strengths and Biases of Media Influence on Disaster ...
    Aug 24, 2023 · Sensationalism and sensational reporting can distort the severity of disasters, leading to inaccurate public perception and subsequent resource ...
  167. [167]
    Catastrophe on camera: Why media coverage of natural disasters is
    Jan 20, 2011 · The media generally assume that news of war, crime and natural disasters will always win an audience. "If it bleeds, it leads," is a well-tried ...<|separator|>