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Vegetation

Vegetation is the collective plant life covering a given area, characterized by assemblages of plant species forming distinct communities adapted to local environmental conditions, such as climate, soil, and topography.^[1] It encompasses dominant growth forms including forests, grasslands, shrublands, wetlands, and tundra, reflecting both structural and functional attributes of plant cover.^[2] Unlike flora, which denotes the specific species diversity of plants in a region, vegetation emphasizes the spatial arrangement, density, and interactions within these communities across landscapes.^[1] Vegetation serves as the foundational component of terrestrial ecosystems, producing oxygen through photosynthesis and driving the cycling of energy, nutrients, and water.^[3] It provides essential habitat, food, and shelter for diverse wildlife, from insects to large mammals, thereby supporting biodiversity and food webs.^[4] Additionally, vegetation regulates climate by influencing evapotranspiration and carbon sequestration, while mitigating soil erosion, flooding, and water pollution through root systems and canopy interception.^[3] Vegetation types are broadly classified into natural forms, which develop with little human interference and are dominated by native species; semi-natural types, shaped by moderate human activities like grazing or selective harvesting; and cultural or anthropogenic types, consisting of planted and maintained species such as agricultural crops or urban green spaces.^[1] These communities evolve dynamically in response to natural disturbances like fires or storms and human impacts including deforestation, invasive species introduction, and climate change, underscoring their role in ecosystem resilience and global environmental health.^[3]

Definition and History

Core Definition

Vegetation refers to the total assemblage of plant species and their physical structure within a given area, encompassing ground cover, canopy layers, and overall biomass as shaped by ecological processes.^[5] This includes the collective plant life that forms the visible cover of landscapes, determined primarily by natural environmental influences rather than human intervention.^[6] In ecological terms, vegetation represents a dynamic system of spontaneously growing plants that interact with their habitat, providing essential structure to ecosystems.^[7] A key distinction exists between vegetation and flora: while flora denotes the list of plant species present in an area, focusing on taxonomic diversity, vegetation emphasizes the community structure, spatial coverage, and abundance of those species.^[1] Flora provides an inventory of botanical composition, whereas vegetation captures how plants are arranged and dominate the landscape, including patterns of growth forms and density.^[8] This broader scope allows vegetation to be analyzed as a functional unit influencing habitat and biodiversity.^[9] Central attributes of vegetation include dominance, where certain species exert control over resources and space; diversity, reflecting the variety of plant types; stratification, the vertical layering such as canopy, understory, and ground levels; and zonation patterns, the horizontal distribution along environmental gradients like elevation or moisture.^[10]^[11] These features highlight how vegetation organizes into layered and zoned formations, enhancing habitat complexity.^[12] Illustrative examples of vegetation types include forests, characterized by tall trees forming dense canopies; grasslands, dominated by herbaceous plants with open structures; and tundra, featuring low-growing shrubs and mosses adapted to harsh conditions.^[13] These formations demonstrate the range of plant assemblages responding to climatic and edaphic factors, without implying formal classification.^[14]

Evolution of the Concept

The concept of vegetation as a scientific entity emerged in the late 18th and 19th centuries, largely through the exploratory work of botanists who emphasized its zonation in response to climatic gradients. Alexander von Humboldt, during his expeditions to the Americas, pioneered the idea of vegetation forming distinct belts or zones along altitudinal and latitudinal gradients, driven primarily by temperature and atmospheric influences, as illustrated in his 1807 Tableau Physique which mapped tropical mountain vegetation layers.^[15] This perspective framed vegetation not merely as scattered plants but as coherent formations shaped by environmental determinism, influencing subsequent geographic and ecological thought.^[16] In the early 20th century, ecologists refined these ideas through debates on community structure and dynamics. Frederic Clements advanced the organismal view in his 1916 monograph Plant Succession, positing that vegetation develops as a superorganism through predictable successional stages toward a stable climax community, ultimately controlled by regional climate. This climax theory portrayed vegetation as an integrated whole analogous to a biological entity, with climate as the primary directive force.^[17] In contrast, Henry Gleason's 1926 individualistic hypothesis challenged this by arguing that plant associations arise from the chance co-occurrence of species along continuous environmental gradients, each responding independently to habitat conditions rather than forming discrete, interdependent units.^[18] Gleason's continuum concept shifted emphasis from rigid community boundaries to probabilistic distributions, highlighting individual species' ecological amplitudes.^[19] A key milestone in formalizing vegetation associations came with the Braun-Blanquet school of phytosociology, established through Josias Braun-Blanquet's 1928 Pflanzensoziologie, which introduced systematic methods for delimiting plant communities based on species fidelity and abundance, treating associations as recurring, diagnosable entities.^[20] This approach, refined in subsequent works including the 1932 English translation Plant Sociology, emphasized floristic composition and synecological relations, providing a rigorous framework for classifying vegetation independent of successional narratives.^[21] Post-1950 developments integrated phytosociological traditions with broader ecological paradigms, notably through Reinhold Tüxen's 1956 elaboration of potential natural vegetation (PNV), which defined vegetation as the hypothetical mature state that would develop under current climate without human interference, extending Clements' climax but incorporating anthropogenic baselines for mapping and conservation. The advent of remote sensing in the 1970s, exemplified by the Normalized Difference Vegetation Index (NDVI) developed for satellite monitoring, expanded conceptual scales by enabling global assessments of vegetation cover, phenology, and productivity as dynamic, spatially continuous phenomena rather than localized plots.^[22] Concurrently, the 1970s saw vegetation studies merge with ecosystem ecology during the International Biological Programme (1964–1974), where approaches like those of Robert Whittaker emphasized ordination techniques to link community patterns with energy flows and nutrient cycling, viewing vegetation as a functional component of larger biogeochemical systems.^[23] This integration fostered a holistic understanding, prioritizing process-based models over purely descriptive classifications.^[24]

Classification Systems

Traditional Frameworks

Traditional frameworks for classifying vegetation emphasized qualitative assessments of structural and compositional characteristics, laying the groundwork for systematic categorization without relying on advanced quantitative tools. Physiognomic classifications, which prioritize the physical appearance and growth forms of dominant plants, were pioneered in the early 19th century. Alexander von Humboldt introduced the concept of the "physiognomy of vegetation" in 1807, describing how plant forms reflect environmental influences across landscapes.^[25] August Grisebach advanced this in 1838 by defining "formation" as a community identifiable by the growth forms of its dominant species, such as trees or grasses, integrating climate and morphology.^[26] A classic example is the temperate deciduous forest, defined physiognomically by its broad-leaved trees that shed leaves seasonally, forming a distinct structural layer. Floristic approaches shifted focus to species composition and associations, treating vegetation as recurring assemblages of plants. The Zurich-Montpellier school, developed by Josias Braun-Blanquet and associates in the early 20th century, formalized this method using dominance tables to identify characteristic species groups and their fidelity to specific habitats.^[27] Relevés—systematic plots of species presence and abundance—were tabulated to delineate associations, orders, and alliances, emphasizing diagnostic taxa over mere dominance. An illustrative example is the alliance Quercetalia roboris, which encompasses pedunculate oak woodlands in Europe, characterized by Quercus robur as the dominant species alongside associated herbs and shrubs like Mercurialis perennis.^[28] Zonal systems further refined traditional frameworks by considering broader spatial patterns and ecological integration. Vladimir Sukachev conceptualized biomes as complexes of interacting biogeocenoses—self-sustaining units of vegetation, soil, and climate—arranged zonally across landscapes, such as taiga forests transitioning to steppes.^[29] In contrast, Robert Whittaker challenged discrete zonal units with his continuum concept, arguing that vegetation varies continuously along environmental gradients rather than forming sharp boundaries between types. Whittaker's gradient analysis demonstrated this through ordination of species distributions, as seen in elevational gradients where temperate deciduous forests blend imperceptibly into coniferous zones without fixed associations.^[30] These frameworks, rooted in Humboldt's early observations of plant distributions, provided enduring qualitative tools for mapping and understanding vegetation patterns.^[26]

Contemporary Methods

Contemporary methods in vegetation classification leverage computational tools and remote sensing technologies to enable quantitative, reproducible analyses of plant communities, moving beyond qualitative descriptions to integrate large datasets for gradient-based and hierarchical delineations. Numerical taxonomy employs cluster analysis to objectively group vegetation stands and species based on similarity matrices derived from species abundance data, facilitating the identification of plant associations without subjective bias. A key application is TWINSPAN (Two-Way Indicator Species Analysis), a divisive hierarchical clustering technique that simultaneously classifies sites and species into ordered tables, highlighting indicator species for each cluster; introduced by Hill in 1979, it has been widely adopted for delineating vegetation associations in diverse ecosystems.^[31] Modified versions of TWINSPAN, such as those optimizing hierarchy respect, further refine classifications by improving the alignment between divisions and ecological gradients.^[32] Ordination techniques, such as Detrended Correspondence Analysis (DCA), provide gradient-based classifications by arranging vegetation samples along environmental axes, assuming unimodal species responses. DCA improves upon earlier reciprocal averaging by removing the "arch" distortion in ordination plots and ensuring consistent turnover rates along axes, scaled in standard deviation units for ecological interpretability; developed by Hill and Gauch in 1980, it excels in handling large vegetation datasets and revealing underlying gradients like moisture or elevation.^[33] Remote sensing integration enhances classification at landscape to global scales using satellite data from platforms like Landsat and MODIS to derive vegetation indices that quantify cover, biomass, and phenology. The Normalized Difference Vegetation Index (NDVI), calculated as \text{NDVI} = \frac{\text{[NIR](/page/NIR)} - \text{Red}}{\text{[NIR](/page/NIR)} + \text{Red}}, where NIR is near-infrared reflectance and Red is red band reflectance, distinguishes vegetated from non-vegetated areas and monitors dynamics, with accuracies within ±0.025 for MODIS products.^[34]^[35] Landsat's higher resolution complements MODIS's temporal coverage, enabling hybrid classifications that improve land cover mapping accuracy by up to 3% through phenological feature extraction.^[36] Global standards, such as the UNESCO/FAO Land Cover Classification System (LCCS), provide a modular framework for vegetation mapping, distinguishing primarily vegetated areas by life form (woody or herbaceous), cover density, and height, applicable to scales from local to 1:1,000,000.^[37] The European Nature Information System (EUNIS) habitat classification, revised post-2012 with alignments to vegetation plot databases like the European Vegetation Archive, incorporates climate change threats—such as warming impacts on tundra and montane habitats—into updated descriptions and suitability modeling for conservation.^[38] Recent advances (as of 2025) include the integration of machine learning algorithms with remote sensing data for more accurate and automated vegetation mapping, enhancing the detection of subtle community differences and supporting dynamic monitoring under climate change.^[39] Additionally, updates to national and global standards, such as the 2025 revision of the U.S. National Standard for ecosystem classification, promote interoperability with international systems.^[40]

Influencing Factors

Abiotic Drivers

Abiotic drivers encompass non-living environmental factors that fundamentally shape the structure, composition, and distribution of vegetation by imposing physiological limits on plant growth and survival. Among these, climatic factors such as temperature regimes and precipitation patterns play a primary role in delineating broad-scale vegetation zones. Temperature influences metabolic processes, photosynthesis rates, and dormancy periods, with optimal ranges varying by plant functional type; for instance, tropical species thrive above 20°C, while boreal species are adapted to means below 10°C. Precipitation determines water availability, affecting transpiration, nutrient uptake, and drought tolerance, with annual totals below 250 mm supporting arid shrublands and above 2000 mm enabling rainforests. The Holdridge life zone model integrates these through biotemperature (effective heat for growth, calculated as the annual average of temperatures between 0°C and 30°C), annual precipitation, and the ratio of potential evapotranspiration to precipitation, classifying ecosystems into life zones that predict vegetation physiognomy and diversity based on climatic equilibria.^[41]^[42] Soil properties exert fine-scale control over vegetation by mediating resource availability and habitat suitability, often leading to distinct edaphic climax communities that deviate from regional climatic norms. Soil pH regulates nutrient solubility and toxicity; acidic conditions (pH <5.5) enhance availability of iron and manganese but can mobilize aluminum to toxic levels, favoring acid-tolerant species like ericaceous shrubs, while neutral pH (6.5–7.0) optimizes uptake of phosphorus and calcium for grasses and forbs. Nutrient availability, influenced by cation exchange capacity (CEC), varies with organic matter content and mineralogy; high-CEC clays retain potassium and magnesium, supporting nutrient-demanding forests, whereas low-CEC sands in coastal dunes limit growth to specialized, drought-resistant pioneers. Texture affects water retention and aeration—loamy soils balance these for diverse herbaceous communities, while heavy clays promote waterlogging-tolerant wetland plants—and drainage prevents root anoxia, with poor drainage fostering hydrophytic vegetation in edaphic climaxes. These properties stabilize alternative successional endpoints, as in polyclimax theory, where soil limitations prevent convergence to a single climatic climax.^[43]^[44]^[45] Topographic effects create microclimatic heterogeneity that modulates vegetation along gradients of elevation, aspect, and slope, influencing exposure to solar radiation, wind, and moisture. Altitude gradients drive adiabatic cooling (approximately 0.6°C per 100 m rise), compressing isotherms and compressing life zones upward, as seen in montane belts where timberlines mark thermal limits for tree growth around 3000–4000 m in temperate latitudes. Aspect determines insolation and evaporation; north-facing slopes in the Northern Hemisphere remain cooler and moister, supporting denser, mesic forests with higher biomass (e.g., up to 6500 kg/ha), while south-facing exposures foster xeric scrub with reduced diversity due to higher temperatures and evapotranspiration. Slope steepness exacerbates these differences by enhancing runoff and erosion on angles >30°, limiting soil development and favoring shallow-rooted perennials over deep-rooted trees in rugged terrains. These variations generate patchy distributions within uniform climates, with microclimates buffering extreme conditions.^[46]^[47]^[48] Hydrological influences, particularly water table dynamics and flooding regimes, dictate vegetation zonation in moisture-limited or excess environments, contrasting wetland saturation with arid scarcity. In wetlands, shallow water tables (<0.5 m) maintain anaerobic soils that select for obligate hydrophytes like cattails and sedges, with permanently flooded regimes (e.g., >90% annual inundation) supporting emergent macrophytes adapted to low oxygen. Flooding frequency and duration shape community structure; seasonal pulses in riverine wetlands deposit nutrients and trigger growth, while tidal regimes in coastal areas alternate salinity, favoring salt-tolerant Spartina marshes. In arid zones, deep water tables (>10 m) restrict phreatophytes like mesquite to alluvial channels, where episodic flash floods recharge aquifers and enable sparse riparian oases amid desert shrublands. These regimes control primary productivity and succession, with groundwater discharge sustaining isolated vegetation patches in otherwise dry landscapes.^[49]^[50]^[51]

Biotic Interactions

Biotic interactions among living organisms profoundly shape vegetation composition, structure, and dynamics by influencing resource availability, plant fitness, and community assembly. These interactions encompass competition, predation, symbiosis, and disturbances driven by other biota, creating feedbacks that maintain biodiversity or drive shifts in dominant species. For instance, plants compete intraspecifically for light, water, and nutrients, while herbivores and predators exert top-down controls through consumption and behavioral modifications. Symbiotic partnerships with microbes and animals enhance plant resilience, and episodic disturbances from insects or fire-adapted biota reset successional trajectories. Such processes operate within natural ecosystems, independent of human influences, and are essential for understanding vegetation resilience. Intra-plant competition occurs when individuals of the same or closely related species vie for limited resources, often leading to asymmetric outcomes that favor larger or better-positioned plants. Resource partitioning mitigates direct conflict by allowing co-occurring species to exploit different niches, such as varying soil depths for water uptake or temporal differences in growth periods, thereby promoting coexistence in diverse communities.^[52] Allelopathy further intensifies competition through chemical inhibition, where donor plants release phytotoxins into the soil that suppress germination or growth of neighbors, as seen in species like black walnut (Juglans nigra) releasing juglone to limit understory development.^[53] Canopy shading represents a key mechanism of light competition, where taller plants intercept sunlight, reducing photosynthetic rates and survival of subordinates; this effect is particularly pronounced in forest understories, where it structures vertical stratification and selects for shade-tolerant traits.^[54] Herbivory and predation exert significant controls on vegetation through direct consumption and indirect trophic cascades, altering plant biomass and species composition across ecosystems. Herbivores, such as deer or insects, selectively graze on palatable species, reducing their dominance and allowing less preferred plants to thrive, which can enhance overall diversity in grasslands. Predation amplifies these effects via trophic cascades, where apex predators suppress herbivore populations, indirectly benefiting vegetation; a classic example is the reintroduction of gray wolves (Canis lupus) in Yellowstone National Park, which reduced elk (Cervus elaphus) numbers, alleviating browsing pressure on riparian willows (Salix spp.) and aspen (Populus tremuloides), leading to increased plant cover and structural complexity.^[55] Keystone species like wolves thus play outsized roles in maintaining grassland and forest vegetation by modulating herbivore behavior and density, preventing overgrazing and promoting habitat heterogeneity.^[56] Symbiotic relationships between plants and other organisms foster mutual benefits that enhance nutrient acquisition, reproduction, and stress tolerance in vegetation. Mycorrhizal fungi form extensive extraradical hyphal networks with plant roots, particularly arbuscular mycorrhizae, which improve phosphorus and nitrogen uptake by extending the root system's reach into soil micropores inaccessible to roots alone; this symbiosis boosts plant growth in nutrient-poor soils and influences community assembly by favoring mycorrhizal-dependent species.^[57] Over 80% of terrestrial plants engage in such associations, which also confer drought resistance through improved water transport and hormonal signaling. Pollination dependencies represent another critical symbiosis, where plants rely on animal pollinators like bees and birds for sexual reproduction; mutualistic interactions ensure pollen transfer in exchange for nectar or pollen rewards, with nearly 90% of flowering plants depending on biotic vectors to set seed and maintain genetic diversity in vegetation stands.^[58] These partnerships underscore the interconnectedness of vegetation with microbial and faunal communities, amplifying ecosystem productivity. Biotic disturbance agents, including insects and fire-mediated processes, periodically disrupt vegetation, selecting for adaptive traits that enable recovery and influence long-term composition. In chaparral ecosystems of California, many shrub species exhibit fire-adapted traits such as serotinous seed cones or thick bark that protect meristems, allowing rapid postfire regeneration; obligate seeders like chamise (Adenostoma fasciculatum) rely on heat-induced germination, while resprouters like manzanita (Arctostaphylos spp.) regrow from lignotubers, ensuring dominance in fire-prone Mediterranean climates with return intervals of 30–100 years.^[59] Insect outbreaks serve as major disturbances in boreal forests, where defoliators like the spruce budworm (Choristoneura fumiferana) can defoliate vast conifer stands, reducing growth rates and altering successional pathways toward deciduous dominance; these events, occurring cyclically every 30–40 years, create patch dynamics that enhance habitat diversity but can shift vegetation from closed-canopy forests to open woodlands if intensified by climate factors.^[60] Such disturbances maintain boreal vegetation heterogeneity by removing senescent tissues and promoting nutrient cycling, though their interaction with other agents can amplify landscape-scale changes.^[61]

Ecological Dynamics

Temporal Processes

Vegetation communities undergo dynamic changes over various temporal scales, driven by natural processes that alter species composition, structure, and function. These temporal processes encompass succession, cyclic patterns, long-term paleoecological shifts, and contemporary responses to climate change, each reflecting interactions between biotic and abiotic factors in fixed locations.^[62] Succession models describe the predictable, directional changes in vegetation following disturbances, progressing through stages known as a sere in Clementsian theory. Primary succession initiates on newly exposed substrates lacking soil or biotic legacy, such as glacial forelands after ice retreat, where pioneer species like lichens and mosses colonize bare rock, gradually building soil through organic matter accumulation and enabling vascular plants to establish.^[63] In Glacier Bay, Alaska, retreating glaciers have exposed substrates where dryas and alder stages follow initial colonization, leading to spruce-dominated forests over centuries.^[64] Secondary succession occurs on disturbed but soil-retaining sites, accelerating recovery; post-fire landscapes, for instance, see rapid herbaceous regrowth from seed banks, followed by shrubs and trees, as observed in North American conifer forests where jack pine cones open in heat to facilitate regeneration.^[65] Clementsian progression posits facilitation, where early seral species modify the environment—through nutrient cycling or shading—to favor later arrivals, culminating in a stable climax community adapted to regional climate.^[66] Cyclic dynamics introduce periodicity to vegetation changes, maintaining diversity without linear progression to a single endpoint. Phenological cycles govern seasonal leaf-out, flowering, and senescence in response to temperature and photoperiod cues, synchronizing plant activity with resource availability; for example, temperate deciduous forests exhibit spring greening followed by autumn dormancy, influencing carbon uptake patterns.^[67] Mast seeding represents interannual variability, where perennial plants like oaks produce synchronized, boom-and-bust seed crops every few years, overwhelming predators and enhancing recruitment success through economy of scale and predator satiation mechanisms.^[68] In forest ecosystems, gap-phase replacement drives turnover via localized treefall gaps that allow shade-tolerant species to regenerate beneath canopy dominants, perpetuating uneven-aged stands and preventing monodominance.^[69] Long-term shifts in vegetation are evidenced by paleoecological records spanning millennia, particularly during the Quaternary period (2.58 million years ago to present), when repeated glaciations reshaped biomes. Pollen assemblages from lake sediments and peat bogs reveal expansions of tundra and steppe during glacial maxima, with coniferous taiga advancing as ice retreated in interglacials; in North America, post-Last Glacial Maximum pollen shows rapid replacement of spruce parks by deciduous forests around 13,000 years ago.^[70] These records indicate vegetation lagged climate by centuries to millennia, with migration rates limited by dispersal barriers, highlighting resilience and lagged responses in community assembly.^[71] In the 21st century, global warming has accelerated temporal shifts, with vegetation responding more rapidly to rising temperatures than in paleo records. Treeline advance exemplifies this, as woody species encroach into alpine meadows; in the Eastern Alps, larch and pine limits have shifted upward by nearly 140 meters since the 1980s, driven by warmer growing seasons and reduced frost damage, altering subalpine community composition.^[72] Such changes underscore an intensification of natural dynamics, with potential feedbacks on regional hydrology and biodiversity.

Spatial Distributions

Vegetation exhibits distinct spatial distributions shaped by climatic gradients, resulting in predictable patterns across latitudes, elevations, and continents. Latitudinal gradients form one of the most prominent patterns, transitioning from lush tropical rainforests near the equator to sparse polar deserts at high latitudes. This progression is primarily driven by decreasing solar energy input from the equator to the poles, which reduces temperatures and growing seasons, coupled with varying moisture availability influenced by atmospheric circulation patterns.^[14] In equatorial regions (0–23.5° latitude), high solar radiation and consistent rainfall exceeding 2,000 mm annually support tropical rainforests, characterized by multilayered canopies of broadleaf evergreens and exceptional biodiversity, home to a majority of the world's approximately 370,000 vascular plant species.^[14]^[73] As latitude increases toward 30°, solar energy remains ample but seasonal dry periods intensify, giving way to savannas with grasses and scattered trees, where productivity hinges on a balance of energy and water during wet seasons.^[14] Further poleward, in mid-latitudes (30–60°), reduced solar input and continental moisture deficits foster temperate grasslands and deciduous forests, while high-latitude tundra (above 60°) features low-stature shrubs and mosses adapted to minimal sunlight and permafrost, with net primary productivity as low as 100–200 g m⁻² yr⁻¹ due to energy limitations.^[14] Altitudinal belts create analogous vertical zonation in mountainous regions, compressing latitudinal patterns into elevation gradients over short distances. Temperature decreases by approximately 6.5°C per 1,000 m rise, mimicking poleward cooling, while orographic effects enhance moisture on windward slopes. In the Rocky Mountains, for instance, lower montane zones (1,800–2,600 m) host ponderosa pine savannas and mixed conifer forests, transitioning to upper montane lodgepole pine stands (up to 3,500 m) where cooler conditions favor shade-tolerant species.^[74] Subalpine belts (2,350–3,500 m) feature dense spruce-fir forests, often interspersed with aspen groves, before giving way to krummholz—stunted, wind-sculpted trees—at the treeline.^[74] Above 3,250 m, alpine meadows dominate with perennial grasses like timberline bluegrass, sedges, and cushion-forming forbs such as alpine avens, supported by short growing seasons and high solar exposure but limited by frost and thin soils; these herbaceous communities yield to barren fellfields at the highest elevations.^[74] Aspect and soil type further modulate these belts, with south-facing slopes in the Northern Hemisphere exhibiting lower treelines due to warmer microclimates.^[74] At continental scales, vegetation patterns align closely with Köppen-Geiger climate classifications, which empirically link temperature and precipitation regimes to biome distributions. Tropical savanna climates (Aw), prevalent in Africa, feature hot temperatures (all months ≥18°C) and a pronounced dry season (precipitation <100 mm in driest month), correlating with open woodlands and grasslands covering about 60% of the continent, such as the Serengeti where acacia trees punctuate C₄ grass expanses adapted to seasonal fires and herbivory.^[75] In contrast, cold semi-arid steppe climates (BSk) dominate Eurasian interiors like the Kazakh Steppe, with mean annual temperatures below 18°C and aridity index values between 0.20–0.50, supporting shortgrass prairies of feathergrasses and bunchgrasses that thrive on 250–500 mm annual precipitation, often disrupted by continental highs that limit moisture.^[75] These correlations highlight how global circulation—equatorial convergence for savannas versus mid-latitude westerlies for steppes—drives biome contrasts across continents, with Aw covering 11.5% of land area versus BSk's more fragmented distribution in temperate zones.^[75] Human-induced fragmentation disrupts these natural patterns, quantified through landscape ecology metrics that assess patch configuration and isolation. Patch size metrics, such as mean patch size (MPS) and total core area (TCA), measure habitat availability; for example, MPS below 100 ha often signals reduced suitability for interior-dependent species, as smaller patches (<50 ha) support fewer vertebrates due to insufficient resources.^[76] Edge effects are captured by edge density (ED) and contrast-weighted edge density (CWED), where high ED (>50 m/ha) amplifies microclimatic alterations like increased light and desiccation, leading to 20–30% declines in native plant diversity within 100 m of edges in forested patches.^[76] Connectivity metrics, including mean nearest neighbor distance (MNN) and proximity index (PROXIM), evaluate dispersal potential; MNN exceeding 1 km in fragmented landscapes correlates with metapopulation instability, as isolated patches hinder gene flow and recolonization, particularly in grasslands where barriers like roads increase isolation by 50%.^[76] Tools like FRAGSTATS integrate these metrics to model landscape integrity, revealing that connectivity loss from fragmentation can reduce overall vegetation resilience by altering species interactions across scales.^[76]

Human Dimensions

Anthropogenic Impacts

Human activities have profoundly altered vegetation patterns through land-use changes, primarily via deforestation, conversion to agriculture, and urbanization. Deforestation in the Amazon rainforest, driven by logging, mining, and agricultural expansion, has resulted in approximately 20% loss of its original extent since the 1970s.^[77] However, as of 2025, deforestation rates in the Brazilian Amazon have declined by 11% in the year to July, marking the lowest level since 2014, attributed to strengthened enforcement policies.^[78] Agricultural conversion replaces native vegetation with monocultures, fragmenting habitats and reducing biodiversity, as seen in the expansion of cattle ranching, which accounts for approximately 80% of Amazon deforestation, and soy production in recent decades.^[77] Urbanization exacerbates these effects by converting forests and grasslands into impervious surfaces, leading to habitat loss and altered local climates that stress remaining vegetation.^[79] Pollution from industrial and agricultural sources further degrades vegetation communities. Acid rain, formed from sulfur and nitrogen emissions, leaches essential nutrients like calcium from soils in temperate forests, increasing aluminum toxicity and impairing tree growth and reproduction.^[80] In wetlands, nutrient loading from fertilizers and sewage causes eutrophication, promoting excessive algal growth that reduces oxygen levels and shifts plant communities toward invasive or tolerant species, diminishing native wetland vegetation diversity.^[81] Human-induced climate change, primarily through greenhouse gas emissions, is shifting vegetation zones globally. Warming of about 1.4°C since pre-industrial times (as of 2025) has driven observed poleward and upward migrations of biomes, with very high confidence in attribution to anthropogenic forcing.^[82]^[83] IPCC AR6 projections indicate that at 2–3°C of warming, 5–20% of terrestrial ecosystems could face biome shifts, including transitions from forests to savannas in regions like the Amazon, where high emissions scenarios (RCP8.5) predict up to half of the rainforest converting to grassland by 2100 due to drought and fire.^[82] The introduction of invasive species via global trade and transport amplifies these impacts on native vegetation. Kudzu (Pueraria montana), native to East Asia, was introduced to the southeastern United States in 1876 at the Philadelphia Centennial Exposition and later promoted for erosion control, spreading to cover approximately 227,000 acres (92,000 hectares) of forestland by aggressive growth that smothers native plants and forests.^[84]

Management and Conservation

Management and conservation of vegetation encompass proactive strategies to protect ecosystems, restore degraded areas, and adapt to environmental changes, ensuring long-term ecological stability and biodiversity preservation. These efforts address pressures on plant communities by integrating legal protections, technical interventions, and international agreements. In response to threats like deforestation, protected areas and restoration initiatives form the backbone of these strategies. Protected areas, including national parks and biosphere reserves, serve as critical zones for vegetation conservation by limiting human encroachment and facilitating natural recovery processes. National parks like Yellowstone in the United States implement fire management plans that allow controlled burns to emulate historical fire regimes, enhancing vegetation resilience through the promotion of species adapted to periodic disturbances, such as lodgepole pine regeneration observed after the 1988 fires. Biosphere reserves, designated under UNESCO's Man and the Biosphere Programme, balance biodiversity conservation with sustainable human activities, encompassing diverse vegetation types across terrestrial, coastal, and marine ecosystems to support ecosystem services like carbon storage and habitat provision.^[85] Restoration techniques are essential for rehabilitating degraded vegetation, employing protocols that prioritize native species and ecological functionality. Reforestation efforts follow established guidelines, such as the ten golden rules that emphasize protecting intact forests first, maximizing biodiversity, and involving local stakeholders to optimize carbon sequestration and habitat recovery. Seed banking preserves genetic diversity of wild plants for future use in restoration, with initiatives like the Millennium Seed Bank Partnership collecting and storing seeds from over 40,000 species to combat biodiversity loss and enable replanting in altered climates. Assisted migration relocates tree species to more suitable habitats to bolster resilience against climate change, as demonstrated in European forests where it helps maintain carbon sinks by aligning distributions with shifting climatic niches.^[86]^[87]^[88] Policy frameworks provide the global structure for vegetation conservation, setting ambitious targets and incentives. The Convention on Biological Diversity's Kunming-Montreal Global Biodiversity Framework, adopted in 2022, includes Target 3 to ensure at least 30% of terrestrial, inland water, coastal, and marine areas are effectively conserved by 2030, directly supporting vegetation protection through expanded safeguarded zones. The REDD+ mechanism, under the United Nations Framework Convention on Climate Change, incentivizes developing countries to reduce emissions from deforestation and forest degradation while promoting conservation and sustainable management, linking financial support to enhanced forest carbon stocks and vegetation integrity.^[89]^[90] Monitoring tools enable precise assessment and adaptive management of vegetation health, integrating remote sensing with field validation. Geographic Information Systems (GIS) facilitate ground-truthing of vegetation indices like the Normalized Difference Vegetation Index (NDVI), which quantifies green biomass and stress levels from satellite data to track changes in ecosystem condition. Post-2020 advancements, such as the Harmonized Landsat Sentinel-2 dataset from NASA and USGS, provide higher-resolution vegetation indices—including measures of greenness, moisture, and burned areas—for improved monitoring of restoration success and threat detection across large scales.^[91]^[92]

References

[1]
What Is Vegetation?
Vegetation is a broader term than flora, which refers specifically to the plant diversity of an area.
[2]
Vegetation sampling and management | U.S. Geological Survey
The term vegetation can refer to a single plant or species on a specific site or a community in the landscape. Vegetation may occur naturally or be introduced, ...
[3]
Vegetation Community Monitoring (U.S. National Park Service)
May 21, 2024 · Vegetation is important to the environment because it produces oxygen, helps to cycle energy and nutrients throughout an ecosystem, and improves ...Missing: definition ecology
[4]
Plant Ecology | US Forest Service Research and Development
Jul 29, 2022 · Plants define forest and grassland systems, shaping hydrologic systems and nutrient cycling, providing the basis for food systems and shelter ...
[5]
Vegetation Definition and Examples - Biology Online Dictionary
May 29, 2023 · vegetation. The plant growth forms that generally occupy a given area (for example, forest, hydrophytes or chaparral). The sum total of ...
[6]
[PDF] NATIONAL VEGETATION CLASSIFICATION STANDARD, VERSION 2
“vegetation types.”). Natural (including semi-natural) vegetation is defined as vegetation where ecological processes primarily determine species and site ...
[7]
Vegetation Ecology: Historical Notes and Outline, van der Maarel ...
Vegetation, the central object of study in vegetation ecology, can be loosely defined as a system of largely spontaneously growing plants. Not all growing ...
[8]
[PDF] Flora and Vegetation - EPA WA
Dec 1, 2016 · Vegetation is defined as groupings of different flora patterned across the landscape that occur in response to environmental conditions. The ...
[9]
Vegetation vs. Plant Communities, and Why It Matters - CNPS
Jun 2, 2021 · Vegetation is simply all the plants growing in a defined area, while associations are repeated patterns of associating plants. This is purely ...
[10]
Characteristics of Plant Communities | Ecology - Biology Discussion
The major quantitative characters include frequency, diversity, cover, biomass, leaf size, abundance, dominance, etc.
[11]
What is Community Ecology? - BYJU'S
Characteristics of a Community Ecology · Diversity of Species · Growth Form and Structure · Dominance · Self-reliance · Relative Abundance · Trophic Structure.
[12]
Plant zonation patterns reflected by the differences in plant growth ...
Plant zonation patterns reflected by the differences in plant growth, biomass partitioning and root traits along a water level gradient among four common ...Missing: vegetation | Show results with:vegetation
[13]
The Five Major Types of Biomes - National Geographic Education
May 7, 2025 · There are five major types of biomes: aquatic, grassland, forest, desert, and tundra, though some of these biomes can be further divided into more specific ...
[14]
Terrestrial Biomes | Learn Science at Scitable - Nature
This chapter describes some of the major terrestrial biomes in the world; tropical forests, savannas, deserts, temperate grasslands, temperate deciduous forests ...
[15]
Humboldt's Tableau Physique revisited - PNAS
May 28, 2019 · Alexander von Humboldt's Tableau Physique (1807) is by far the oldest existing dataset on altitudinal ranges of tropical mountain vegetation.Missing: climatically | Show results with:climatically
[16]
Alexander von Humboldt - Stanford Encyclopedia of Philosophy
Jan 16, 2023 · Humboldt first introduced the notion of a physiognomy of nature in a lecture delivered at the Prussian Academy of the Sciences in Berlin in ...1. Life And Works · 4. The Philosophy Of Nature · 9. Conclusion: Humboldt's...Missing: climatically | Show results with:climatically<|separator|>
[17]
[PDF] plant succession, an analysis of the develop- ment of vegetation
Further controversy has arisen over his concept that all succession leads to one climax type in a given area owing to the pervading influence of climate. The ...
[18]
The Individualistic Concept of the Plant Association - jstor
the fundamental nature, structure, and classification of plant associations, and their apparently chronic inability to come to.Missing: Henry | Show results with:Henry
[19]
Henry Allan Gleason - Ecology - Oxford Bibliographies
Jan 11, 2017 · In his view, the phenomena of the plant community depended entirely upon the behavior of individual plants. Thus, associations or formations did ...
[20]
(PDF) Phytosociology today: Methodological and conceptual evolution
Aug 22, 2011 · In this article, we propose a new definition of association, updating the one drawn up by Braun-Blanquet in 1928, so that it reflects the ...
[21]
History of French-Swiss School of phytosociology and its influences ...
The French-Swiss School of phytosociology, also known as the Braun-Blanquet School, is prevalent in Europe and is one of the most influential schools in ...Missing: milestones | Show results with:milestones
[22]
[PDF] Historical Perspectives on AVHRR NDVI and Vegetation Drought ...
Early studies on remote sensing of vegetation were focused on understanding seasonality. The vernal advancement and retrogradation of vegetation (e.g., spring ...
[23]
History of Ecological Sciences, Part 59: Niches, Biomes, Ecosystems ...
Sep 29, 2017 · The history of ecosystem studies had three phases: a concept phase, from Forbes to Tansley, in which ideas were proposed based upon observations already made.
[24]
Moving toward a new era of ecosystem science - ScienceDirect
Ecosystem ecology was gradually integrated into ecosystem management, and the science of regional sustainable development was formed on this basis, ...
[25]
None
Summary of each segment:
[26]
Thermophilous oak forests in the Czech Republic
Using the Braun-Blanquet approach, a syntaxonomical revision of the order ofQuercetalia pubescenti-petraeae, based on the synthesis of 634 relevés, di.
[27]
History of Vegetation Classification
The basic principles of vegetation science and analysis of plant communities in Nordic countries were formulated by von Post (1851). Much of the theoretical ...
[28]
TWINSPAN—A Fortran Program for Arranging Multivariate Data in ...
Mar 29, 2016 · PDF | On Jan 1, 1979, M.O. Hill published TWINSPAN—A Fortran Program for Arranging Multivariate Data in an Ordered Two-way Table by ...Missing: original paper
[29]
[PDF] Modified TWINSPAN classification in which the hierarchy respects ...
Jan 1, 2025 · To improve the method, we propose here a modification of the TWINSPAN algorithm that helps to produce divisive classifications that better.Missing: seminal | Show results with:seminal
[30]
Detrended correspondence analysis: An improved ordination ...
Detrended correspondence analysis (DCA) is an improvement upon the reciprocal averaging (RA) ordination technique. RA has two main faults: the second axis.
[31]
NDVI, the Foundation for Remote Sensing Phenology - USGS.gov
NDVI is especially useful for continental- to global-scale vegetation monitoring because it can compensate for changing illumination conditions, surface slope, ...
[32]
Status for: Vegetation Indices (MOD13) - MODIS Land - NASA
The normalized difference vegetation index (NDVI) accuracy is within ± 0.025, while that of the enhanced VI (EVI) is within ± 0.015, and the accuracy of ...
[33]
Land Cover Classification of Landsat Data with Phenological ... - MDPI
This study uses phenological features from MODIS NDVI data to improve land cover classification of Landsat data, achieving a 3% accuracy increase.
[34]
LAND COVER CLASSIFICATION SYSTEM
An illustration is the UNESCO Vegetation Classification (designed to serve primarily for vegetation maps at a scale of 1:1 000 000), which considers only ...
[35]
[PDF] LIFE ZONE ECOLOGY by L.R. Holdridge With Photographic ...
The second major factor utilized as a climatic determinant of the life zones is precipitation. ... climate of the same temperature and precipitation ...
[36]
[PDF] The Holdridge life zones of the conterminous United States in ...
The Holdridge Life Zone System has been used to map the vegetation. The life zone is a climatic division defined by biotemperature, precipitation, potential ...
[37]
1. Soils & Plant Nutrients | NC State Extension Publications
Soil testing provides valuable information on pH and plant-available nutrients. Test your soil before planting and every two to three years thereafter.Missing: edaphic climax
[38]
[PDF] Climax Theories and a Recommendation for Vegetation ...
Thus, the climax plant communities that occupy these different mature soils also show no indication of ever merging into I climatic climax community (Mueller- ...
[39]
[PDF] Soil Processes and Properties That Distinguish Ecological Sites and ...
The soil properties that distinguish ecological sites are those that control the inherent potential of the site to support distinct plant communities.Missing: pH drainage climax
[40]
The effect of slope aspect on vegetation attributes in a mountainous ...
Oct 5, 2020 · Topographic elements, such as elevation, aspect, and position, significantly influence vegetation distribution and attributes through the ...Soil Property · Biodiversity Pattern · Vegetation Diversity
[41]
Aspect Matters: Unraveling Microclimate Impacts on Mountain ...
Dec 19, 2023 · Our research reveals how mountain plants adapt to local conditions, offering insights into how they might respond to climate changes.1 Introduction · 3 Results · 4 Discussion And Conclusions
[42]
Global assessment of vegetation patterns along topographic gradients
Sep 19, 2024 · In 25.9% of mountain grids, slope aspect causes the largest difference in vegetation patterns, while elevation and steepness account for 43.1% ...2. Methodology · 3. Results · 4. Discussion And...
[43]
[PDF] Wetland Hydrology - U.S. Environmental Protection Agency
NON-TIDAL WETLANDS: Permanently Flooded - Water covers the land surface throughout the year in all years. Vegetation is composed of obligate hydrophytes.
[44]
Evaluating the influence of water table depth on transpiration of two ...
Aug 22, 2016 · Groundwater plays an important role in supplying water to vegetation in floodplain wetlands. Exploring the effect of water table depth (WTD) ...
[45]
[PDF] Assessing the water needs of riparian and wetland vegetation in the ...
The hydrologic regime is a function of watershed- and local-scale climate and physi- cal processes that provide water to a site and influence soil conditions ...
[46]
Resource competition in plant invasions: emerging patterns and ...
We review evidence comparing the competitive ability of invasive species vs. that of co-occurring native plants, along a range of environmental gradients.
[47]
Chemically Mediated Plant–Plant Interactions: Allelopathy and ...
Both allelopathy and allelobiosis are ecological phenomena leading to chemical interference among plants. Allelopathy describes that plants produce and release ...
[48]
[PDF] Plant Interactions - David D. Briske, Professor of Rangeland Ecology ...
Intraspecific resource competition is widely considered to be more intense than interspecific competition because the genetically similar plants make the same ...Missing: scholarly | Show results with:scholarly<|separator|>
[49]
Effects of gray wolf‐induced trophic cascades on ecosystem carbon ...
Oct 20, 2016 · We brought together data from previous studies on predator–prey and herbivore–plant interactions, as well as on ecosystem carbon fluxes to ...
[50]
Trophic Cascades Across Diverse Plant Ecosystems - Nature
When ecosystems are green, predators are often holding grazers in check, while, when they are overgrazed, predator loss or removal is often responsible for ...
[51]
How mycorrhizal associations drive plant population and community ...
Feb 21, 2020 · Root associations with mycorrhizal fungi benefit most plants by enhancing their nutrient access and stress tolerance. Mycorrhizal fungi also ...How Mycorrhizal Associations... · Belowground Fungal Linkages · Mycorrhizal Fungi Mediate...
[52]
Review Mutualisms and (A)symmetry in Plant–Pollinator Interactions
Jan 25, 2021 · Interests of plants and pollinators are often not the same, resulting in an asymmetric relationship that ranges from mutualistic to parasitic interactions.
[53]
Fire effects on California chaparral systems: an overview
Many chaparral plant species are well adapted to regenerate after fire, either through the ability to sprout vegetatively, or through fire-related cues that ...Missing: traits | Show results with:traits
[54]
Biotic disturbance agents in the boreal forest - PubMed
We discuss the importance of biotic disturbance agents in the boreal forest, offer an overview of their ecology, and review modelling approaches.Missing: fire- adapted traits chaparral
[55]
Incorporating Insect and Wind Disturbances in a Natural ... - MDPI
Here we review the main characteristics of windthrow and insect outbreak disturbance regimes in boreal forests as an important first step to incorporating ...4. Spruce Budworm Outbreaks · 5. Biological Legacies · 6. Discussion
[56]
Successional Changes in Communities | Learn Science at Scitable
Another difference is the degree of soil development: in primary succession, it can take thousands of years, while it is usually fully developed in secondary ...
[57]
Successional trends and processes on a glacial foreland in ...
Apr 17, 2019 · Primary succession on glacial forelands is increasingly relevant as rapid glacial retreat is exposing growing land areas to plant colonization.
[58]
Plant Succession - Kenai Fjords - National Park Service
Jan 21, 2020 · Retreating glaciers at Kenai Fjords National Park create a perfect living laboratory in which to observe primary succession at work.
[59]
Ecological Succession After a Forest Fire | WFCA
Jan 8, 2024 · Some of these plants, like ferns, can begin growing just three weeks after a forest fire has occurred. Moss can regrow in an environment as ...
[60]
[PDF] Understanding Vegetation Succession with State and Transition ...
Aug 1, 2018 · In 1916, Frederic Clements described and formalized a linear vegetation successional theory (Figure. 1) that begins in a seral community and ...Missing: sere | Show results with:sere<|control11|><|separator|>
[61]
Bridging scales in vegetation phenology using near-surface ... - Nature
Oct 28, 2025 · Plant phenology defines when leaves appear, develop, and fall, but these patterns vary with scale and context.
[62]
[PDF] regeneration in gap models: priority issues for studying forest ...
In those forests where gap phase dynamics dominate the mortality-regeneration cycle, a supply of shade-tolerant saplings is typically present, even though ...
[63]
North American pollen records provide evidence for macroscale ...
Nov 1, 2023 · We use hundreds of pollen records from lacustrine sediment cores across North America to track biodiversity and community changes since the end Pleistocene to ...Abstract · Sign Up For Pnas Alerts · Discussion
[64]
Pollen Records of Late Quaternary Vegetation Change - NCBI
Radiocarbon-dated records of late-Quaternary pollen data provide a unique window on biospheric dynamics. They illustrate the vegetational response to large- ...
[65]
Rapid advance of climatic tree limits in the Eastern Alps explained ...
Jun 24, 2024 · We conclude that climate warming has advanced the frontiers of high elevation trees in the Eastern Alps by almost 140 m in less than 40 years.Materials And Methods · Tree Growth Responses Above... · Discussion
[66]
[PDF] Chapter 14. Montane and Subalpine Forests and Alpine Zones
Montane and subalpine forests (hereafter mountain forests) and alpine zones of the Wyoming ... mountain forests are represented by five vegetation zones: lower ...
[67]
(PDF) Updated World Map of the Koppen-Geiger Climate ...
Here we have produced a new global map of climate using the Köppen-Geiger system based on a large global data set of long-term monthly precipitation and ...
[68]
[PDF] Spatial Pattern Analysis Program for Quantifying Landscape Structure
Both versions of FRAGSTATS generate the same array of metrics, including a variety of area metrics, patch density, size and variability metrics, edge metrics, ...
[69]
Smoky Skies in the Western Amazon - NASA Earth Observatory
Sep 3, 2021 · Since the 1970s, tree clearing in the Amazon basin has reduced the size of the Amazon rainforest by roughly 17 percent.
[70]
Brazil's Beef with the Amazon - University of Texas at Austin
May 10, 2021 · Every year an estimated 260,000 to 580,000 hectares of the Amazon rainforest is cleared due to expanding cattle ranching. From 1988 to 2014, 63% ...
[71]
[PDF] Analyzing Land Use Change In Urban Environments
Most major metropolitan areas face the growing problems of urban sprawl, loss of natural vegetation and open space, and a general decline in the extent and ...
[72]
Forest affected by acid rain | U.S. Geological Survey - USGS.gov
Acid rain leaches aluminum from the soil. That aluminum may be harmful to plants as well as animals. Acid rain also removes minerals and nutrients from the soil ...
[73]
Criteria Development Guidance for Wetlands Fact Sheet | US EPA
But when nutrients accumulate in excessive quantities (called eutrophication), they can harm water quality, the aquatic life that depends on those waters, and ...
[74]
Chapter 2: Terrestrial and Freshwater Ecosystems and Their Services
Below is a merged response summarizing all the provided segments on human-induced climate change causing shifts in vegetation zones or biome migration. To retain all details in a dense and organized format, I’ve used a combination of narrative text and a table in CSV format for specific examples and projections. The response integrates all information while maintaining clarity and referencing the original URLs.
[75]
Escape of the Invasives | Smithsonian Institution
Apr 19, 2013 · Arrival: Japan introduced Kudzu to the U.S. at the Philadelphia Centennial Exposition in 1876. It was first promoted as an ornamental plant and ...
[76]
Biosphere Reserves - UNESCO
Biosphere reserves promote solutions reconciling the conservation of biodiversity with its sustainable use. They are learning areas for sustainable ...World Network of Biosphere · Asia and the Pacific · Europe & North America
[77]
Banking the world's seeds - Kew Gardens
The Millennium Seed Bank Partnership safeguards wild plant diversity and enables its sustainable utilisation through global partnership.
[78]
Assisted tree migration can preserve the European forest carbon ...
Jul 25, 2024 · Assisted migration aims to increase the resilience of forest tree populations to climate change, using species-specific climatic limits and local adaptations.Missing: banking | Show results with:banking
[79]
Ten golden rules for reforestation to optimize carbon sequestration ...
Jan 25, 2021 · These are as follows: (1) Protect existing forest first; (2) Work together (involving all stakeholders); (3) Aim to maximize biodiversity ...
[80]
What is REDD+ | UNREDD Programme
REDD+ (Reducing Emissions from Deforestation and Forest Degradation) is a climate change mitigation solution developed by Parties to the United Nations ...Missing: linked | Show results with:linked
[81]
Target 3 - Convention on Biological Diversity
Conserve 30% of Land, Waters and Seas. Ensure and enable that by 2030 at least 30 per cent of terrestrial, inland water, and of coastal and marine areas, ...
[82]
The Harmonized Landsat Sentinel-2 Project Releases Vegetation ...
Feb 19, 2025 · Each product contains a suite of nine vegetation indices including greenness, vegetative moisture content, burned area, and vegetation change.
[83]
Vegetation Indices | U.S. Geological Survey - USGS.gov
Remote sensing phenology studies use data gathered by satellite sensors that measure wavelengths of light absorbed and reflected by green plants.Missing: post- | Show results with:post-