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Ad hoc

Ad hoc is a Latin phrase meaning "to this" or "for this," denoting an arrangement, explanation, or action devised specifically for a particular circumstance or need, rather than as part of a systematic or enduring framework. In various domains, the term describes improvised or targeted responses, such as temporary committees in governance or spontaneous networks in technology, but it attains particular prominence in philosophy of science, where an ad hoc hypothesis refers to an auxiliary proposition appended to a theory primarily to accommodate anomalous data, often without yielding novel predictions or independent corroboration.^[1]^[2] Such maneuvers, while sometimes unavoidable in exploratory stages, invite skepticism regarding a theory's robustness, as they can erode falsifiability and explanatory depth by prioritizing salvaging over generalization. Critics argue that overreliance on ad hoc adjustments signals underlying theoretical weaknesses, though defenders contend the label is occasionally misapplied to dismiss pragmatically necessary refinements that later prove fruitful.^[3]

Definition and Etymology

Linguistic Origins

The phrase ad hoc derives from Latin, composed of ad ("to" or "toward") and hoc (neuter accusative of hic, "this"), literally meaning "to this" or "for this." In classical Latin, it denoted actions or arguments directed toward a particular end or circumstance, often in rhetorical and legal contexts where responses were crafted for immediate applicability rather than broad applicability.^[4] This usage underscored a targeted, situational approach, distinguishing it from enduring principles or systematic frameworks intended for repeated or universal use. The phrase persisted in Latin texts through the medieval period, including in scholastic philosophy, where it appeared in works like Thomas Aquinas's Summa Theologica (mid-13th century) to describe causal relations or movers acting for specific effects without formal unification.^[5] This continuity reflected Latin's role as the lingua franca of European scholarship, preserving the term's connotation of purposeful, non-permanent adaptation amid debates on universals, causation, and logical categories.^[6] By the early modern era, ad hoc entered English usage around 1639, as attested in writings by William Laud, Archbishop of Canterbury, initially in philosophical and legal discourse to emphasize improvised solutions over institutionalized methods.^[4] This adoption highlighted the term's enduring emphasis on contingency and specificity, evolving from its Roman roots into a tool for analyzing responses unbound by precedent or generality.^[7]

Core Meaning and Contemporary Usage

Ad hoc refers to arrangements, solutions, or actions devised specifically for a particular purpose or immediate need, often on a temporary basis without prior planning or broader applicability.^[8] This usage emphasizes improvisation tailored to the exigency at hand, distinguishing it from premeditated or enduring strategies.^[9] In contemporary business contexts, ad hoc approaches manifest in practices like impromptu meetings convened to resolve urgent operational issues, such as supply chain disruptions or competitive threats, rather than adhering to fixed schedules.^[10] Similarly, ad hoc resource allocation occurs in projects to address unforeseen demands, enabling teams to redirect personnel or funds toward pressing tasks without restructuring entire workflows.^[11] Ad hoc reporting and analysis further exemplify this, where data queries—such as evaluating regional sales performance for a specific week—are generated on demand to inform immediate decisions, bypassing standardized templates.^[12]^[13] These methods prevail in organizational efficiency studies due to their facilitation of rapid responses in fluid environments; for instance, ad hoc business intelligence processes allow real-time KPI monitoring, which studies attribute to enhanced decision speed and reduced costs compared to rigid reporting cycles.^[14] In contrast to systematic approaches, which impose predefined protocols suited to stable conditions, ad hoc solutions align directly with emergent causal factors, empirically yielding greater flexibility and timeliness where predictability falters, as seen in their adoption for one-off inquiries yielding actionable insights without infrastructural overhaul.^[15]^[16]

Philosophical and Scientific Applications

The Concept of Ad Hoc Hypotheses

An ad hoc hypothesis refers to an auxiliary assumption introduced after the fact to preserve a scientific theory in the face of anomalous or contradictory evidence, typically lacking independent means of empirical testing or predictive power beyond the specific anomaly it addresses.^[17] Such hypotheses are tailored specifically to the data at hand, serving to maintain theoretical consistency without advancing broader explanatory scope or risking refutation through novel predictions.^[18] In scientific inquiry, they function as protective devices that extend a theory's accommodation of observations but often at the expense of simplicity and generality, potentially rendering the overall framework less parsimonious.^[19] The concept gained prominence in discussions of scientific methodology during the late 19th and early 20th centuries, amid challenges to established physical theories such as the luminiferous ether hypothesis, where adjustments were proposed to reconcile predictions with experimental results like the 1887 Michelson-Morley experiment null findings.^[20] Earlier analogs appear in ancient astronomy, notably the Ptolemaic geocentric model, where epicycles—small circular orbits superimposed on larger deferents—were iteratively added from the 2nd century CE onward to account for observed planetary retrograde motions without altering the core Earth-centered framework, amassing up to dozens per planet by later refinements.^[21] These additions exemplified post-hoc modifications that fitted data retrospectively but lacked standalone verifiability, foreshadowing modern concerns in physics over theory-preserving maneuvers during paradigm shifts.^[22] In fields beyond physics, ad hoc hypotheses manifest in explanatory adjustments within psychological theories, such as Sigmund Freud's psychoanalysis, where interpretive shifts— like reclassifying a patient's non-compliance as unconscious resistance—were invoked to explain therapeutic failures or contradictory behaviors without yielding testable predictions independent of the case under scrutiny.^[23] For instance, Freud's framework allowed post-hoc rationalizations for diverse outcomes, preserving core tenets like the ubiquity of repressed Oedipal conflicts across patients, yet these maneuvers risked reducing the theory to tautological coherence devoid of falsifiable content.^[24] Such examples highlight how ad hoc elements can sustain theoretical integrity amid empirical discrepancies, though they underscore the tension between data accommodation and genuine explanatory progress in scientific practice.^[25]

Popper's Critique and Falsifiability Principle

Karl Popper introduced his critique of ad hoc hypotheses in Logik der Forschung, published in 1934, arguing that such modifications to theories serve to immunize them against empirical refutation, thereby diminishing their scientific value.^[26] He contended that genuine scientific progress demands hypotheses that expose theories to the risk of falsification through testable predictions, rather than auxiliary assumptions contrived solely to accommodate unexpected observations.^[27] Ad hoc adjustments, by contrast, reduce a theory's empirical content—the scope of potential observations it prohibits—and erode its predictive power, as they fail to generate novel, independently verifiable predictions.^[26] Popper delineated criteria distinguishing legitimate theoretical revisions from ad hoc ones: modifications must enhance testability by yielding new predictions that could falsify the core theory, rather than merely shielding it from contradiction.^[27] He emphasized the demarcation criterion of falsifiability, where scientific theories advance through bold conjectures with high informational content—those prohibiting a wide range of outcomes—subjected to rigorous attempts at refutation.^[26] Protective ad hoc maneuvers, lacking this exposure to empirical disconfirmation, transform theories into tautological frameworks incapable of being overturned by evidence, thus stalling scientific inquiry.^[27] A key illustration Popper provided involved Marxism's historicist claims, such as predictions of proletarian revolution in advanced capitalist states, which faltered against events like the rise of fascism in interwar Europe.^[27] Subsequent Marxist interpretations introduced ad hoc shifts—reinterpreting "proletariat" to encompass broader alliances or attributing delays to extraneous factors like imperialism—without deriving fresh, falsifiable forecasts. Popper classified such maneuvers as pseudoscientific, as they rendered the theory immune to refutation, evading the empirical constraints essential for causal explanation and theoretical advancement.^[27] This evasion prioritized ideological preservation over confrontation with discrepant data, underscoring ad hoc hypotheses' incompatibility with falsification as the engine of scientific demarcation.^[26]

Ongoing Debates and Empirical Evaluations

Post-Popperian frameworks, such as Imre Lakatos's methodology of scientific research programmes articulated in 1978, modify the strict rejection of ad hoc hypotheses by distinguishing between progressive and degenerative developments. In Lakatos's view, auxiliary hypotheses forming a "protective belt" around a theory's hard core are permissible if they generate excess empirical content through novel predictions, rather than merely accommodating known anomalies; degenerative programmes, conversely, rely on such adjustments without advancing verifiable foresight, risking pseudoscientific status.^[28] This approach critiques Popper's falsifiability as overly naive, acknowledging that historical scientific advancement often involves heuristic protections that precede empirical triumphs, provided they remain heuristically positive.^[29] Critics of Popper's criterion highlight cases where initial theoretical elements, potentially viewed as ad hoc during formulation, nonetheless yielded robust empirical outcomes. For instance, Albert Einstein's general relativity, developed between 1912 and 1915, incorporated gravitational adjustments to equivalence principles that resolved the longstanding Mercury perihelion anomaly—predicting an excess advance of 43 arcseconds per century without post-hoc tuning—subsequently verified through observations like those during the 1919 solar eclipse.^[30] Lakatosian analysis frames such integrations as progressive if they extend explanatory scope, contrasting with Popper's emphasis on immediate refutability, though detractors argue this risks tolerating unfalsifiable elaborations too leniently.^[31] Empirical assessments in modern physics underscore correlations between ad hoc accretions and impeded progress. A 2024 survey of 492 scientists revealed a preference for predictivist confirmation—where theories anticipate unseen data—to guard against ad hoc-ness, with attitudes linking such avoidance to enhanced epistemic warrant, though philosophical definitions of ad hoc-ness introduce tensions in application.^[32] In particle physics, string theory, evolving since the late 1970s, exemplifies debates over degeneracy: its core posits vibrating strings in higher dimensions, but accommodations like flux compactifications have proliferated into an estimated 10^{500} possible vacua to fit observations, yielding no novel, testable predictions despite decades of refinement, prompting classifications as degenerative under Lakatosian criteria.^[33] Similarly, pre-2012 critiques of the Standard Model's Higgs mechanism labeled its 19 arbitrary parameters and fine-tuning (e.g., 34 orders of magnitude hierarchy issue) as ad hoc, though the 2012 LHC discovery mitigated this by providing direct evidence, illustrating how empirical validation can rehabilitate initially suspect elements.^[34] While ad hoc hypotheses offer provisional utility in exploratory phases—facilitating data-fitting to inspire broader conjectures—their prolonged dominance without predictive yields undermines long-term rigor, as evidenced by programmes abandoned after failing to sustain empirical momentum over extended periods.^[35] Analyses of theory trajectories in philosophy of science indicate that reliance on non-progressive adjustments fosters stagnation, prioritizing causal explanatory depth over accommodative patches to align with verifiable outcomes.^[31] This balanced evaluation prioritizes programmes demonstrating heuristic fertility, where ad hoc elements serve as temporary scaffolds rather than entrenched barriers to falsification.

Organizational and Governance Contexts

Ad Hoc Committees and Decision-Making Bodies

Ad hoc committees in governance structures, such as legislatures and executive bodies, consist of temporary panels assembled to address discrete, often emergent issues beyond the remit of standing committees, enabling rapid mobilization of expertise without entrenched procedural delays. These bodies are typically constituted through legislative resolutions, executive directives, or administrative orders, with membership drawn from elected officials, appointees, or subject-matter specialists, and they dissolve upon fulfilling their chartered objectives, such as issuing reports or recommendations. In parliamentary systems, this mechanism draws from established procedural rules allowing for special committees to handle singular tasks, as outlined in legislative guides like those from the National Conference of State Legislatures, which emphasize their role in probing specific matters without permanent institutional overhead.^[36] In the U.S. Congress, ad hoc committees have been employed since the early republic, evolving post-1946 Legislative Reorganization Act to complement standing committees for targeted inquiries. For example, conference committees—ad hoc joint panels formed to reconcile House and Senate bill differences—have reconciled legislation on thousands of measures since the 20th century, with rules requiring their creation via concurrent resolution when bicameral disparities arise. A prominent investigative instance is the Senate Select Committee on Presidential Campaign Activities, established by Senate Resolution 60 on February 7, 1973, to examine the Watergate break-in and related abuses, which conducted hearings from May to August 1973 before disbanding after delivering its final report on June 27, 1974. This post-1946 framework, which streamlined committee operations while preserving ad hoc flexibility, has facilitated responses to unforeseen scandals or policy gaps, with over 200 select or special committees formed for investigations between 1946 and 2000 alone.^[37]^[38]^[39] In European Union-related governance, ad hoc committees have addressed Brexit-induced disruptions, particularly in the UK Parliament, where temporary panels scrutinized withdrawal negotiations and implementation. The House of Lords, for instance, utilized ad hoc European Committees to evaluate post-Brexit EU law and policy, convening from 2020 onward to assess retained EU legislation and trade agreement compliance, with reports influencing amendments to the European Union (Withdrawal Agreement) Act 2020. These formations, authorized under parliamentary standing orders for select committee inquiries, handled over 50 Brexit-specific sessions between 2016 and 2021, focusing on urgent matters like border protocols and fisheries quotas without relying on permanent EU scrutiny bodies dissolved post-exit. Such usage underscores their function in injecting agility into multinational crisis response, as evidenced by accelerated reporting timelines compared to routine legislative processes.^[40]^[41]

Empirical Advantages in Efficiency and Flexibility

Ad hoc committees facilitate more efficient decision-making processes in organizational settings by concentrating expertise on discrete tasks without the procedural encumbrances of permanent structures. Experimental research demonstrates that ad hoc committees exhibit lower performance variability and superior outcomes relative to standing committees, particularly when information acquisition entails costs, as the former avoid persistent coordination deficits and relational inertia that plague ongoing groups.^[42] This efficiency stems from their mandate-specific composition, which minimizes diffusion of effort and leverages transient motivation to prioritize resolution over perpetuation. In governance and board contexts, ad hoc formations enable rapid assembly of diverse specialists—ideally 6 to 12 members—to tackle non-routine challenges, outperforming larger or entrenched bodies that experience decision delays from excessive debate or homogeneity.^[43] Systematic overviews of committee dynamics highlight how such targeted groups enhance adaptability in uncertain environments by fostering constructive conflict and broader informational integration, countering the rigidity of hierarchical permanency that often entrenches suboptimal equilibria.^[43] Corporate applications underscore these advantages, as ad hoc task forces in industries like automotive have proven effective for specialized interventions, with training enhancing their operational speed and output quality in fluid project demands.^[44] Policy advisory task forces similarly exploit this flexibility to deliver timely, expert-driven recommendations during disruptions, bypassing the slower consensus mechanisms of standing institutions and aligning resources causally with emergent needs.^[45] These structures thus support precise causal responses in complex systems, where permanent hierarchies falter under volatility by diffusing accountability and innovation.

Criticisms Regarding Accountability and Sustainability

Ad hoc governance structures, by their temporary nature, often exhibit accountability deficits due to insufficient formalized oversight mechanisms, fostering opacity in decision-making processes. In international criminal justice, for instance, post-Cold War ad hoc tribunals such as those for the former Yugoslavia (established 1993) and Rwanda (established 1994) faced criticisms for political influences compromising judicial independence, with limited mandates restricting comprehensive prosecutions and enabling selective accountability.^[46] Similarly, the International Monetary Fund has emphasized that unchecked ad hoc decision-making in public administration facilitates rent-seeking and arbitrary resource allocation, as seen in systems lacking permanent checks, which erode public trust and enable corruption risks without enduring scrutiny.^[47] Sustainability challenges arise from the inherent dissolution of ad hoc bodies upon task completion, frequently leaving underlying systemic issues unresolved and necessitating repeated interventions. The closure of UN ad hoc tribunals, including the International Criminal Tribunal for the former Yugoslavia in 2017 and for Rwanda in 2015, required subsequent residual mechanisms to handle unfinished supervisory and enforcement duties, highlighting how temporary frameworks fail to institutionalize reforms and allow conflicts' root causes to persist.^[48] In broader governance, over-reliance on ad hoc policy responses correlates with instability, as measured in frameworks like the World Bank's Worldwide Governance Indicators, where abrupt shifts in policy frameworks—often driven by improvised committees—undermine long-term coherence and effectiveness, contributing to lower scores in government effectiveness and regulatory quality dimensions.^[49] This pattern manifests in repeated UN fact-finding panels on ongoing conflicts, such as those in Syria since 2011, where reports conclude without binding follow-through, perpetuating cycles of ad hoc responses rather than sustainable resolutions.^[50]

Military and Security Applications

Formation of Ad Hoc Units and Coalitions

Ad hoc military units and coalitions constitute improvised formations assembled on short notice to address immediate operational threats, characterized by the absence of fixed hierarchies and reliance on temporary alignments of national forces. These structures enable rapid aggregation of diverse capabilities without the constraints of permanent alliances, often involving multinational partners under task-specific mandates.^[51] Unlike standing organizations, they emphasize operational flexibility, with command arrangements negotiated pragmatically to integrate varying doctrines, equipment, and personnel.^[52] The operational mechanics of formation begin with bilateral or multilateral agreements outlining contributions, followed by the designation of liaison elements to bridge interoperability gaps in communications, logistics, and tactics. Rapid integration protocols prioritize the establishment of common operational frameworks, such as shared intelligence feeds and standardized reporting, to synchronize disparate units despite differing national procedures.^[53] For instance, multinational coalitions like the alliance in the 1991 Gulf War employed temporary joint headquarters to fuse air, ground, and naval assets from over 30 nations.^[54] Command-sharing models facilitate this process through variants such as lead-nation structures, where a primary contributor assumes overarching authority while subordinates retain national control, or parallel commands that preserve autonomy across contingents coordinated via a higher-level body. These approaches mitigate friction by distributing responsibilities according to strengths—e.g., one partner providing air superiority while another supplies specialized ground forces—and rely on real-time data exchange to maintain unity of effort.^[55] Empirical assessments of coalition doctrine highlight the efficacy of such models in leveraging collective assets without full integration, though they necessitate pre-existing bilateral ties for accelerated setup.^[56] Causal factors prompting ad hoc formations include resource constraints, where individual militaries face insufficient capacity for standalone responses, and unanticipated threats requiring aggregation of allied strengths to achieve critical mass. In surprise scenarios, such as rapid escalations beyond peacetime deployments, these units emerge from necessity, as doctrinal analyses indicate standing forces often prove inadequate for immediate scaling.^[57] Military doctrine empirically validates their role in resource-scarce environments by enabling burden-sharing and capability augmentation, though success hinges on minimal political preconditions for trust.^[54]

Historical Case Studies

In World War II, Task Force Butler exemplified the use of ad hoc formations during Operation Dragoon, the Allied invasion of southern France launched on August 15, 1944. Assembled by Major General Lucian K. Truscott Jr. from provisional elements of the 36th Infantry Division, including tanks, tank destroyers, and infantry without a dedicated headquarters or organic equipment, the task force served as the armored spearhead to exploit beachheads and sever German retreat routes.^[58] This improvised structure enabled rapid advances, capturing key ports like Marseille on August 28, 1944, and Toulon shortly after, while encircling elements of the German 19th Army and facilitating the liberation of Provence.^[59] ^[60] Tactical surprises arose from the force's flexibility in shifting from defensive beach support to offensive thrusts, outpacing German withdrawals despite incomplete intelligence on enemy dispositions.^[58] Coordination pitfalls emerged from the ad hoc nature, as borrowed communications and logistics from parent units caused initial delays in command integration and resupply, compounded by rugged terrain and French Resistance dependencies.^[58] The task force's success in short, high-mobility campaigns—advancing over 200 miles in weeks—contrasted with vulnerabilities in sustained engagements, where attrition from mechanical breakdowns and ad hoc repairs exceeded rates in established divisions, per operational after-action reviews.^[58] These dynamics highlighted ad hoc units' efficacy for opportunistic strikes but risks in prolonged exposure without standardized support structures. During the Vietnam War, U.S. ad hoc operations, such as those by the Mobile Riverine Force activated in December 1966, demonstrated similar patterns in asymmetric environments. This provisional Army-Navy assemblage, comprising infantry battalions, armored riverine assault craft, and helicopter support, executed search-and-destroy missions in the Mekong Delta, disrupting Viet Cong logistics along waterways during operations like Coronado in 1967.^[61] The flexibility allowed tactical adaptations to fluid guerrilla tactics, yielding successes like the capture of enemy caches and interdiction of supply lines in short-duration raids.^[61] Logistical strains were pronounced, with declassified assessments noting ad hoc supply chains strained by monsoons, ambushes, and dispersed basing, leading to ammunition shortages and maintenance backlogs that hampered operational tempo.^[62] For instance, reliance on improvised river convoys exposed units to higher vulnerability, as fixed infrastructure was absent. Combat data from such formations indicated elevated attrition, with casualty rates in mobile operations averaging 20-30% higher than in fortified positions due to extended exposure and coordination gaps among detached elements.^[62] Overall, these cases underscore ad hoc units' advantages in enabling surprises and adaptability for transient objectives, yet recurring pitfalls in logistics and cohesion contributed to disproportionate losses against entrenched adversaries.^[62]

Recent Developments in Asymmetric Warfare

In the fight against the Islamic State (ISIS) from 2014 to 2019, the U.S.-led Global Coalition to Defeat ISIS exemplified ad hoc coalition-building in asymmetric counterinsurgency, combining multinational forces with precision drone strikes to target mobile insurgent networks. Operation Inherent Resolve integrated unmanned aerial vehicles (UAVs) for over 34,000 coalition airstrikes, enabling rapid, temporary taskings that disrupted ISIS command structures without large-scale ground commitments. This approach leveraged real-time intelligence from ad hoc partnerships with local forces like the Syrian Democratic Forces, allowing weaker non-state actors to be countered through technological asymmetry rather than symmetric occupation.^[63] The 2022 Russian invasion of Ukraine highlighted ad hoc alliances in hybrid asymmetric warfare, where NATO and partner nations rapidly assembled logistics and intelligence-sharing frameworks to supply Ukraine with advanced weaponry, including drones and anti-tank systems, countering Russia's conventional superiority. U.S. and allied forces developed temporary support systems in 2022–2023 to sustain Ukrainian operations, blending cyber defenses, satellite reconnaissance, and precision munitions in a non-traditional coalition unbound by formal treaty structures.^[64] These evolutions incorporated commercial off-the-shelf technologies, such as low-cost UAVs, amplifying Ukraine's defensive flexibility against hybrid tactics like disinformation and sabotage.^[65] Despite these advantages, ad hoc strategies in prolonged asymmetric engagements remain vulnerable to exploitation, as insurgents adapt by embedding in civilian areas and prolonging conflicts to erode political will, evident in the extended costs of U.S. operations in Iraq where initial tactical mismatches escalated resource demands.^[66] Flexible ad hoc responses benefit non-state actors by enabling quick tech adoption, such as improvised explosive devices or cyber tools, but risk operational fatigue and accountability gaps in coalitions lacking unified command.^[67] Empirical assessments indicate that while technology integration enhances short-term efficacy, sustained engagements demand adaptive doctrines to mitigate attrition from asymmetric attrition tactics.^[68]

Diplomatic and International Relations

Ad Hoc Negotiations and Agreements

Ad hoc negotiations constitute impromptu diplomatic processes designed for rapid crisis resolution, bypassing established multilateral frameworks or enduring treaty structures. These engagements typically employ variants of shuttle diplomacy, wherein a neutral intermediary conveys proposals and counterproposals between parties unwilling or unable to convene directly, enabling de-escalation through iterative, confidential exchanges.^[69] Such mechanics prioritize immediacy, with negotiators adapting tactics on the fly to address volatile dynamics, often involving special envoys dispatched for singular missions without prior institutional ratification.^[70] Empirically, ad hoc negotiations are triggered by acute escalations—such as abrupt military flare-ups or breakdowns in communication—that demand causal interruption to prevent broader conflict propagation, where formal channels' procedural delays could amplify damages. For instance, proximate causes like territorial incursions or humanitarian impasses necessitate these unscheduled interventions to restore minimal stability, as evidenced in responses to immediate dispute catalysts rather than chronic grievances.^[71] This flexibility stems from their temporary nature, allowing states to test commitments without long-term entanglements, though success hinges on parties' willingness to honor interim understandings amid ongoing hostilities.^[72] Under international law, ad hoc agreements generally lack the binding permanence of ratified treaties, instead drawing authority from customary norms and the principle of good faith observance, with many functioning as non-binding instruments carrying substantial political or moral weight to facilitate short-term compliance.^[73] ^[74] Their enforceability relies on reciprocal restraint rather than judicial oversight, potentially contributing to evolving customary practices if repeatedly upheld, yet remaining vulnerable to abrogation once the immediate threat subsides. This provisional status underscores their role in bridging to more structured diplomacy, though it invites skepticism regarding durability absent deeper causal resolutions.^[75]

Key Examples from Global Conflicts

During the Cuban Missile Crisis in October 1962, ad hoc diplomatic communications between U.S. President John F. Kennedy and Soviet Premier Nikita Khrushchev, including direct letters and backchannel talks via intermediaries like Attorney General Robert Kennedy and Ambassador Anatoly Dobrynin, de-escalated the standoff over Soviet missiles in Cuba. These improvisational exchanges, documented in declassified presidential recordings and operational plans, led to the Soviets dismantling the missiles by October 28 in return for a U.S. non-invasion pledge, averting nuclear conflict without reliance on established multilateral bodies.^[76]^[77] In 2013, preliminary ad hoc negotiations between U.S. and Iranian officials in Oman served as precursors to the Joint Comprehensive Plan of Action (JCPOA), with secret bilateral meetings enabling an interim Joint Plan of Action on November 24 that temporarily curbed Iran's uranium enrichment in exchange for sanctions relief. These unstructured talks, involving fewer than a dozen participants per side, facilitated progress amid stalled multilateral efforts but demonstrated fragility, as Iran's compliance eroded after the U.S. withdrawal in May 2018, leading to resumed high-level enrichment by 2019.^[78]^[79] Ad hoc diplomacy excels in crises requiring rapid de-escalation, as evidenced by the Cuban case's immediate success through direct leader-level improvisation, yet it often falters in sustaining outcomes absent institutional enforcement, with mediation datasets indicating higher recurrence risks in informal interventions compared to those embedded in formal accords. In the Iran example, initial efficiency yielded verifiable limits on centrifuges and stockpiles—reducing breakout time from months to over a year—but enforcement challenges, including unverifiable covert activities and unilateral exits, underscored causal vulnerabilities to shifts in domestic politics and verification gaps. Empirical analyses of conflict mediation highlight that while ad hoc formats enable flexibility in high-urgency scenarios, their lack of binding mechanisms correlates with lower long-term implementation rates, as parties revert to prior behaviors without ongoing oversight.^[80]^[81]

Technical and Networking Applications

Wireless Ad Hoc Networks and MANETs

Wireless ad hoc networks consist of decentralized topologies in which wireless nodes communicate peer-to-peer without reliance on pre-existing infrastructure such as access points or base stations.^[82] Mobile ad hoc networks (MANETs), a prominent subset, involve mobile nodes that self-organize to form multi-hop routes for data transmission, enabling communication even when direct links between source and destination are unavailable.^[83] Each node functions as both a host and a router, dynamically discovering paths through neighboring devices.^[84] Core features of MANETs include dynamic topology alterations driven by node mobility, which necessitates continual route maintenance and adaptation to changing connectivity.^[84] Nodes exhibit limited transmission range, relying on cooperative relaying across multiple hops, while power constraints and shared medium access amplify challenges in bandwidth utilization.^[84] These networks often leverage the IEEE 802.11 standard's distributed coordination function (DCF) in ad hoc mode for medium access control, allowing contention-based channel sharing without centralized coordination.^[85] Node mobility introduces frequent link failures and reconnections, demanding protocols resilient to such variability.^[86] MANETs find application in scenarios lacking fixed infrastructure, such as disaster response operations where rapid, infrastructure-independent communication supports coordination among responders.^[87] In these contexts, ad hoc formations enable real-time data exchange for search-and-rescue efforts when cellular or wired networks fail. Vehicular ad hoc networks (VANETs), an extension of MANETs, facilitate vehicle-to-vehicle and vehicle-to-infrastructure interactions for traffic safety and management, with nodes mounted on moving automobiles.^[88] Empirical evaluations of MANET performance, including throughput, reveal dependencies on factors like node density and velocity, with studies modeling throughput degradation under high mobility due to increased routing overhead.^[89]

Technical Protocols and Routing Challenges

Reactive routing protocols such as Ad-hoc On-Demand Distance Vector (AODV) and Dynamic Source Routing (DSR) are commonly employed in mobile ad hoc networks (MANETs) to address dynamic topologies without predefined routes. AODV establishes routes on demand by broadcasting route request messages and maintaining a routing table with sequence numbers to prevent loops, enabling scalability in networks up to moderate sizes through localized repairs.^[90] DSR, similarly reactive, incorporates the full source route in packet headers, allowing intermediate nodes to cache route segments but introducing higher overhead from route discovery floods in high-mobility scenarios.^[91] These protocols rely on first-principles of on-demand path discovery to minimize proactive overhead, yet they face inherent limitations in MANETs due to node mobility and resource scarcity. Routing challenges stem from the shared wireless medium and absence of infrastructure, notably the hidden terminal problem where nodes outside mutual carrier-sense range interfere at a receiver, causing collisions and necessitating mechanisms like RTS/CTS handshakes in protocols such as IEEE 802.11.^[92] Energy constraints exacerbate this, as battery-limited nodes must balance transmission power, idle listening, and route maintenance; simulations indicate that routing overhead can consume up to 49% more energy in AODV compared to proactive alternatives under high mobility.^[93] Mobility induces packet loss through frequent link breaks, with models showing delivery ratios dropping below 80% at speeds exceeding 20 m/s in networks of 50 nodes, as validated by NS-2 simulations incorporating realistic radio propagation.^[94] Scalability analyses reveal operational limits, with reactive protocols like AODV and DSR performing optimally in simulations with fewer than 100 nodes; beyond this, control packet floods lead to congestion and throughput degradation by factors of 2-3x as node density increases.^[95] Packet loss from mobility is causally linked to topology changes, where random waypoint models predict up to 46% higher loss rates in dynamic scenarios versus static ones, underscoring the need for adaptive metrics like link expiration time in route selection.^[93] Security vulnerabilities arise from the decentralized structure, lacking central authority for authentication, which facilitates eavesdropping on unencrypted wireless transmissions; reports highlight that passive adversaries can intercept up to 100% of traffic in open mediums without detection.^[96] This is compounded by vulnerabilities to active attacks like route disruption, where compromised nodes exploit reactive discoveries, as evidenced in analyses showing MANETs' openness enabling simple packet sniffing absent end-to-end encryption.^[97] Mitigations such as hybrid cryptographic schemes are proposed but introduce further latency in resource-constrained environments.^[98]

Recent Advances in Integration and Performance

Integration of mobile ad hoc networks (MANETs) with 5G and IoT technologies has advanced cyber-physical systems by enabling dynamic, decentralized connectivity in resource-constrained environments. A 2024 study introduced connection-aware digital twins for real-time monitoring of 5G-MANETs, improving topology awareness and fault detection through simulated replicas that mirror network states, thus enhancing integration for applications like smart cities.^[99] Similarly, cloud-based enhancements to MANETs, proposed in a 2025 analysis, leverage 5G's low-latency backbone to offload computation from mobile nodes, reducing overhead in IoT-driven scenarios while addressing scalability in hybrid architectures.^[100] These developments prioritize empirical metrics, such as packet delivery ratios exceeding 90% in simulated 5G-MANET fusions under varying node densities.^[101] AI-driven techniques have bolstered topology stability in hybrid MANETs by predicting node mobility and preemptively adjusting routes. A 2025 IEEE-affiliated framework employs machine learning for intelligent route adaptation, achieving up to 20% gains in network lifetime through self-optimization against dynamic changes, validated via NS-3 simulations on real-world traces.^[102] Energy-efficient routing protocols, such as predictive adaptive variants, further integrate AI to minimize latency; a March 2025 methodology demonstrated 15-25% reductions in end-to-end delays for MANET-IoT setups by forecasting energy drain and selecting low-overhead paths, outperforming traditional AODV in battery-limited tests.^[103] Hybrid whale optimization-differential evolution algorithms, tested in 2025, optimized routing to extend node survival by 30% in dense topologies, emphasizing exploration of global minima for stable performance.^[104] In vehicular ad hoc networks (VANETs), a MANET subset, resilience has improved via self-healing mechanisms, with 2025 simulations showing VANETs enhancing transportation recovery times by 40% post-disruption through rapid topology reconfiguration.^[105] However, evaluations highlight persistent reliability gaps versus fixed infrastructure: high node mobility induces frequent link failures, yielding packet loss rates 10-15% higher than cellular alternatives in urban scenarios, compounded by security vulnerabilities like jamming that undermine ad hoc autonomy.^[106] Critics note that while AI mitigates some instability, empirical data from 2020-2025 field trials underscore MANETs' inferiority in consistent throughput for mission-critical uses, favoring hybrid models with infrastructural fallbacks for causal robustness.^[107]

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What Is Ad Hoc Reporting & Analysis With Examples - Ajelix
Mar 2, 2025 · Ad hoc reporting is creating reports as needed they usually answer a specific question or inquiry, like “how many sales did we make this week in California”
[13]
What Is Ad Hoc Reporting & Analysis? Definition, Benefits & Goals
Jun 9, 2021 · Ad hoc reporting is a business intelligence process used to quickly create reports on an as-needed basis.Ad Hoc Reporting & Analysis... · Benefits Of Ad Hoc Reporting... · Challenges Of Ad Hoc...
[14]
Ad Hoc Reporting: What Is It & Why Is It Important? | Mailchimp
Increased efficiency: By allowing businesses to monitor key performance indicators (KPIs) on the fly, ad hoc reports boost efficiency. · Cost savings: Ad hoc ...Ad Hoc Reporting Guide For... · Ad Hoc Vs. Standard... · Challenges Of Ad Hoc...
[15]
What is ad hoc analysis? | Definition from TechTarget
Sep 4, 2024 · Ad hoc analysis is a business intelligence (BI) process designed to answer a specific business question by using company data from various sources.Ad Hoc Analysis Use Cases · Important Features Of Ad Hoc... · Data Visualization...
[16]
What is Ad Hoc Analysis and Reporting? Process, Examples - Appinio
Mar 26, 2024 · Ad hoc analysis is a dynamic process that involves exploring data to answer specific questions or address immediate needs.Importance Of Ad Hoc... · Understanding Ad Hoc... · How To Report Ad Hoc...
[17]
On Ad Hoc Hypotheses | Philosophy of Science | Cambridge Core
Jan 1, 2022 · In this article I review attempts to define the term “ad hoc hypothesis,” focusing on the efforts of, among others, Karl Popper, ...
[18]
The concept of an ad hoc hypothesis - ScienceDirect.com
In the Lorentz paper Holton finds eleven 'special hypotheses', in the Einstein paper only four in addition to the basic postulates, and these of great ...
[19]
[PDF] Ad Hoc Hypotheses and the Monsters within Ioannis Votsis
Z1: Zeus exists and he is sometimes angry and whenever he is angry he lights up the sky with thunderbolts. S1: Sometimes the sky lights up with thunderbolts.
[20]
[PDF] A Sense of Crisis: Physics in the fin-de-siècle Era
Although Maxwell's theory dates from the 1860s, it was only in the last decade of the nineteenth century that physicists fully realized its amazing power.
[21]
[PDF] The Ptolemy-Copernicus transition: Intertheoretic Context - PhilArchive
The Ptolemy programme heuristic was ad hoc; any fact could be explained in retrospect by multiplying the number of epicycles, equants and deferents (Duhem [1906] ...
[22]
[PDF] Moving Too Fast: The Making of an Ad Hoc Hypothesis* - Metatheoria
Because the charge of ad hocness, in deed if not in word, is used to discredit hypotheses in science, courtrooms, and other important domains, it is crucial to ...
[23]
[PDF] the hypothesis that saves the day. ad hoc reasoning - PhilArchive
Ad hoc hypotheses are often seen as a move for dodging criticism and refutation, and are a sign of pseudoscientific discourse.
[24]
(PDF) The hypothesis that saves the Day. Ad Hoc reasoning in ...
Aug 9, 2025 · This paper draws upon distinct examples from pseudoscience to provide us with a clearer view as to what is troubling about ad hoc hypotheses. In ...
[25]
the hypothesis that saves the day. ad hoc reasoning - jstor
What is wrong with ad hoc hypotheses? Ever since Popper's falsili cationist account of adhocness, there has been a lively philosophical.
[26]
[PDF] Karl Popper: The Logic of Scientific Discovery - Philotextes
The Logic of Scientific Discovery is a translation of Logik der Forschung, published in Vienna in the autumn of 1934 (with the imprint '1935'). The.
[27]
Karl Popper: Philosophy of Science
Psychoanalysis: The theory of psychoanalysis holds that human behavior is driven at least in part by unconscious desires and motives. For example, Freud posited ...
[28]
[PDF] The methodology of scientific research programmes
Apr 13, 2020 · ad hoc - auxiliary hypotheses in the old programme, before the unfolding of the new programme, and before the discovery of the new facts ...
[29]
[PDF] Criticism and the Methodology of Scientific Research Programmes
Conclusion: the Popperian versus the Kuhnian research programme. ?1. Introduction: Kuhn versus Popper. For centuries knowledge meant proven knowledge-proven.
[30]
Precession of the perihelion of Mercury
In contrast, Einstein was able to predict, without any adjustments whatsoever, that the orbit of Mercury should precess by an extra 43 seconds of arc per ...
[31]
[PDF] String Theory and General Methodology; a Reciprocal Evaluation
Oct 10, 2011 · Abstract. String theory has been the dominating research field in theoret- ical physics during the last decades.
[32]
https://doi.org/10.1016/j.shpsa.2023.11.008
[33]
Contested Boundaries: The String Theory Debates and Ideologies of ...
Apr 1, 2015 · Over the last three decades, physicists have engaged in, sometimes heated, debates about relative merits and prospects of string theory as a ...
[34]
[PDF] Philosophical perspectives on ad hoc hypotheses and the Higgs ...
Abstract: We examine physicists' charge of ad hocness against the Higgs mechanism in the standard model of elementary particle physics.
[35]
Exploratory hypothesis tests can be more compelling than ...
Exploratory hypothesis tests involve unplanned tests of post hoc hypotheses that may be influenced by some of the research results.Footnote In contrast, ...
[36]
Parliamentary Procedure: A Legislator's Guide
Special committees (also known as ad hoc, investigating, select or study committees) may be created to address a particular matter or to perform a particular ...
[37]
Ad Hoc Select Committees: Use in the House of Representatives
Feb 21, 2006 · Committee or floor actions Reported to House/Committee discharged Reported to Senate/Committee discharged House floor actions Senate floor actionsMissing: formation | Show results with:formation
[38]
Frequently Asked Questions about Committees - Senate.gov
A conference committee is a temporary, ad hoc panel composed of House and Senate conferees formed for the purpose of reconciling differences in legislation ...
[39]
[PDF] An Overview of the Development of U.S. Congressional Committees*
they are ad hoc, generally short lived, and limited to reconciling House and Senate passed versions of legislation. 4 That said, the Legislative Reorganization ...
[40]
PBS0006 - Evidence on Post-Brexit Scrutiny of EU Law and Policy
The current ad hoc European Committees should be transformed into standing sub-committees to address three key aspects of the post-Brexit environment ...
[41]
[PDF] The future UK-EU relationship - UK Parliament Committees
Apr 29, 2023 · This inquiry set out to examine the overarching state of the post-Brexit UK-EU relationship and to consider how this might be developed in the ...
[42]
Standing versus Ad Hoc Committees with Costly Information ... - SSRN
May 15, 2017 · In the experiment, both standing and ad hoc committees perform on average poorly, but the former committees do even worse and have a much higher ...Missing: empirical | Show results with:empirical
[43]
[PDF] Effective and efficient committee work: A Systematic overview of ...
This review therefore synthesises empirical and theoretical studies about groups engaging with highly technical information and applying clear and efficient.
[44]
The impact of ad hoc teams in the automobile industry - ResearchGate
Aug 6, 2025 · Purpose – The purpose of this paper is to analyse the effect of training on ad hoc teams in an industrial setting.
[45]
Taskforces: a cure for all ills? Policy advisory systems in times of ...
Taskforces are ad-hoc created groups of highly specialized experts who provide advice to policymakers. They have the advantages of flexibility and allow to ...
[46]
Challenges Faced by Ad Hoc Criminal Tribunals
Dec 5, 2023 · These challenges range from practical operational constraints to complex political dynamics that can undermine their effectiveness and legitimacy.Limited Mandate And Temporal... · Political Challenges And... · Legacy And Impact Concerns...
[47]
Good Governance--The IMF's Role - International Monetary Fund (IMF)
First, in its policy advice, the IMF has assisted its member countries in creating systems that limit the scope for ad hoc decision making, for rent seeking, ...
[48]
Consolidating the Aftermath of Justice - Just Security
Mar 13, 2024 · A single residual mechanism could consolidate the tasks of ad hoc and hybrid tribunals after their prosecutorial mandates conclude.Missing: scandals | Show results with:scandals
[49]
[PDF] The Worldwide Governance Indicators: Methodology and 2024 Update
Policy instability. The risk the government's broad policy framework shifts over the next year, making the business environment more challenging. This might ...Missing: ad hoc
[50]
Resolving Disputes Informally - United Nations Internal Justice System
When informal resolution of a problem is not possible or appropriate, alleged prohibited behaviour should be reported to the head of department, office or ...
[51]
[PDF] Coalitions: Organizational, Political, Command & Control Challenges
A military coalition is an ad hoc arrangement between two or more nations for common action. Coalition operations take place across the entire range of military ...
[52]
Ad hoc coalitions in global governance: short-notice, task- and time ...
Mar 6, 2023 · We therefore define AHCs as autonomous arrangements with a task-specific mandate established at short notice for a limited time frame.
[53]
[PDF] Commander and Staff Guide to Multinational Interoperability - Army.mil
Jan 31, 2023 · This guide identifies several key terms and definitions for interoperable forces in order to improve shared understanding and promote a common.
[54]
[PDF] Building Military Coalitions: Lessons from U.S. Experience - RAND
The purpose of the project was to identify insights from the historical U.S. experience with coalition interventions to inform U.S. operations and future ...
[55]
[PDF] MULTINATIONAL OPERATIONS - GlobalSecurity.org
Figure D-1. Multinational army command structure alliance (national subordinate formations). (3) Another form of alliance is the lead nation command structure. ...
[56]
[PDF] Command and Control: The Essence of Coalition Warfare
Feb 13, 1997 · Coalition warfare is ad hoc, short-term, and established for a specific objective. Command and control is a contentious aspect, concerning who ...
[57]
Military Ad Hoc Coalitions and Their Role in International Conflict ...
This article provides the first comprehensive empirical mapping of military AHCs, focusing on the following questions: how have military AHCs evolved over time, ...
[58]
[PDF] task force butler: a case study in the employment - DTIC
Dec 14, 2007 · The use of ad hoc formations to meet unforeseen situations was not unique to World War II; American units currently serving in the Middle East.Missing: pitfalls | Show results with:pitfalls
[59]
Operation Dragoon: The Allied Invasion of France in the South
Task Force Butler provided the fast-moving armor-and-infantry spearhead of Operation Dragoon, attempting to cut off large numbers of German troops during their ...
[60]
Operation Dragoon: Invasion of Southern France | New Orleans
Aug 13, 2024 · Aided significantly by the French Resistance, the ad hoc group quickly forced its way through the rugged hills of Provence and debouched into ...
[61]
The War in Vietnam's Shallows | Naval History Magazine
An ad hoc combination of U. S. and South Vietnamese naval, air, and land forces—and battle-proven tactics— eventually put a severe cramp in Charlie's ...
[62]
[PDF] Logistic Support in the Vietnam Era. Volume 1. A Summary ... - DTIC
Logistic operations of the military departments were subjected to a degree of control at the Department of Defense level that required the referral of many ...
[63]
CJTF-OIR History - Operation Inherent Resolve
2014. In June, the security situation in Iraq had deteriorated and Iraqi cities of Mosul and Tikrit fell to ISIS control. Department of Defense designated Army ...Missing: drone ad hoc
[64]
[PDF] Lessons and Legacies of the War in Ukraine: Conference Report
American forces in Europe built plenty of ad hoc systems in 2022–2023 to support and sustain the Ukrainian fight. A to- tally new logistics support framework ...
[65]
Russian hybrid warfare: Ukraine's success offers lessons for Europe
Jun 5, 2025 · Ukraine's response to the often unprecedented challenges posed by Russian hybrid warfare offers important lessons for Kyiv's European partners.
[66]
[PDF] the changing dynamics of asymmetric warfare: why great powers ...
For instance, the U.S.'s failure to adapt to insurgent tactics early in the Iraq conflict escalated costs and prolonged engagement. Similarly, Russia's ...
[67]
Taiwan's Urgent Need for Asymmetric Defense | Cato Institute
Nov 14, 2023 · The 2017 National Security Strategy directly criticized US engagement of China saying “Contrary to our hopes, China expanded its power at ...
[68]
Understanding the Challenges of Asymmetric Warfare in the 21st ...
Mar 11, 2025 · Impact: Strict Rules of Engagement (ROE) designed to protect civilians can sometimes be exploited by adversaries, creating tactical dilemmas.<|separator|>
[69]
Shuttle diplomacy - Diplo Foundation
Shuttle diplomacy is when a mediator travels between parties to negotiate, conveying messages and proposals between them.
[70]
[PDF] Diplomatic Negotiation - Clingendael
This treatise is a study on international diplomatic negotiation processes and their context. Diplomatic negotiation processes are vital instruments in ...
[71]
[PDF] Options and Techniques for Quiet Diplomacy
Mediation, a voluntary and ad hoc tool of peaceful conflict prevention and resolution, is “related to but distinct from the parties' own negotiations, (and) ...<|separator|>
[72]
[PDF] Diplomatic negotiation - Scholarly Publications Leiden University
Nov 4, 2024 · Diplomacy is a tool in international governance, while negotiation is an instrument in diplomacy ... ad-hoc negotiations in situations of violent ...
[73]
Guidance on Non-Binding Documents - State.gov
While not binding under international law, a non-binding instrument may carry significant moral or political weight. Such instruments are often used in our ...
[74]
[PDF] Curtis A. Bradley, Jack Goldsmith & Oona A. Hathaway The Article II ...
Feb 1, 2022 · Whether an agreement is “binding” or not determines whether it triggers a range of formal rules under international law, including rules ...
[75]
Applicability of the Conventions by Means of Ad Hoc Agreements
For example, ad hoc agreements contain provisions constituting 'applicable international humanitarian law' for the purpose of the Universal Periodic Review ...Practice and Content of the Ad... · Legal Status of the Ad Hoc...
[76]
[PDF] The Cuban Missile Crisis and the Joint Chiefs
presidential recordings While digesting the voluminous declassified documents ... Cuban missile crisis with the presidential recordings The analysis reveals ...
[77]
[PDF] The US Maritime Response - to the Cuban Missile Crisis - GovInfo
... declassified many formerly top secret operations plans and command diaries of US Navy and ... Cuban diplomats meet in Moscow to reconstruct the crisis.
[78]
Secret talks helped forge Iran nuclear deal - The Guardian
Nov 25, 2013 · A historic agreement on Iran's nuclear programme was made possible by months of unprecedented secret meetings between US and Iranian officials.
[79]
What Is the Iran Nuclear Deal? | Council on Foreign Relations
Oct 27, 2023 · Prior to the JCPOA, the P5+1 had been negotiating with Iran for years, offering its government various incentives to halt uranium enrichment.
[80]
[PDF] Understanding Success and Failure of International Mediation
Apr 4, 2006 · project titled “Success and Failure of International Mediation: Multiple. Realities of Third-Party Intervention in International Conflict." 2.
[81]
Peace Negotiations in Civil Conflicts: A New Dataset - Barış Arı, 2023
Jul 4, 2022 · Once a conflict enters into Formal Negotiations, talks can either fail (N → C/S) or succeed to produce a peace agreement (i.e. N → P). The main ...
[82]
Mobile Ad Hoc Networking - Cisco
Mobile Ad Hoc Networks (MANETs) are an emerging type of wireless networking, in which mobile nodes associate on an extemporaneous or ad hoc basis.
[83]
wireless ad hoc network (WANET) - TechTarget
Nov 29, 2022 · A MANET is sometimes referred to as an "on-the-fly" or "spontaneous network." Examples of MANETs include smart home lighting, ad hoc streetlight ...
[84]
Defining What Is MANET? Mobile Ad Hoc Network Explained (2025)
MANETs Features · Decentralization: MANETs are decentralized networks where each mobile device or node participates in routing and forwarding data. · Dynamic ...
[85]
[PDF] MEDIUM ACCESS CONTROL PROTOCOLS FOR AD-HOC ...
The IEEE 802.11 specifies two modes of MAC protocol: distributed coordination function (DCF) mode (for ad hoc networks) and point coordination function (PCF) ...
[86]
Establishing mobile ad-hoc networks in 802.11 infrastructure mode
Mobile Ad-Hoc Networks (MANETs) rely on the 802.11 ad-hoc mode to establish communication with nearby peers. In practice, this makes MANETs hard to realize.
[87]
A Survey on Multihop Ad Hoc Networks for Disaster Response ...
Ad hoc networks can be a feasible solution for those complications related to real-time communication and collaboration between the personnel taking part in the ...
[88]
A Survey of Security Services, Attacks, and Applications for ...
Vehicular ad hoc networks (VANETs) are an emerging type of mobile ad hoc networks (MANETs) with robust applications in intelligent traffic management systems.
[89]
A Survey on Parameters Affecting MANET Performance - MDPI
The performance measurements of a MANET are achieved using evaluation metrics used to evaluate the network's efficiency. In this paper, evaluation metric terms ...
[90]
MANET Routing Protocol Performance Comparison: DSDV, AODV ...
The study compares DSDV, AODV, and DSR routing protocols in MANETs, finding AODV has an advantage, especially in high mobility and variable network density.
[91]
[PDF] MANET Routing Protocols Evaluation: AODV, DSR and DSDV ...
MANET routing protocols include DSR (reactive), AODV (reactive), and DSDV (proactive). DSR is on-demand, and DSDV uses routing tables.
[92]
[PDF] Medium Access Control Protocols in Mobile Ad Hoc Networks
The hidden terminals may introduce collisions and the exposed terminals may lead to low throughput efficiency. In addition to these two notorious problems, the ...
[93]
Networked control system with MANET communication and AODV ...
PDR is 11% lower, throughput is 8% lower, packet loss is 46% higher, energy consumption is 49% higher, and routing overhead is 94% greater than OLSR. This ...
[94]
[PDF] Comparison of AODV, DSR, and DSDV Routing Protocols in a ...
In [11], three routing protocols (DSR, DSDV, and AODV) have been simulated using NS2. E2E delay, throughput, packet loss are the main metrics which were ...
[95]
[PDF] Routing Scalability in MANETs
Routing scalability in MANETs is the need for protocols that perform efficiently as network parameters like node count and mobility grow large. Current ...
[96]
[PDF] Security Threats, Vulnerabilities and Routing Mechanism - IJIRCT
When compared to wire networks, MANETs are more vulnerable to security attacks due to a lack of trusted centralised authority, simple eavesdropping due to ...
[97]
[PDF] MANET: Study on Vulnerabilities, Challenges, Attacks, Application
Security of communication in MANET is important for secure transmission of information. Absence of any central co- ordination mechanism and shared wireless ...
[98]
A Protective Mechanism to Avoid Eavesdropping Attack in MANET
Aug 6, 2025 · The current paper demonstrates the vulnerability of Lin-Hwang's scheme to server data eavesdropping and presents improvements to resolve this ...
[99]
Connection-Aware Digital Twin for Mobile Adhoc Networks in the 5G ...
The proposed work aims to address real-time monitoring of 5G-MANETs using a connection-aware Digital Twin (DT).<|separator|>
[100]
(PDF) 5G and Cloud based New Generation MANETs - ResearchGate
Jun 16, 2025 · This chapter introduces a novel approach to enhancing Mobile Ad-hoc Networks (MANETs) by integrating cloud-based intelligent solutions.
[101]
[PDF] International Journal of Innovative Research in Science - ijirset
Combining 5G and MANET provides improved reliability, as MANETs can self-heal and adapt to changes in the network topology. This ensures that communication ...
[102]
Intelligent Route Adaptation in Manets Using AI Techniques for ...
Aug 21, 2025 · This paper introduces a novel AI-driven approach to route optimization that enables MANETs to self-adjust to dynamic conditions. The ...
[103]
A predictive energy‐efficient adaptive routing methodology for ...
Mar 19, 2025 · The main focus of this research is to improve the performance of MANET's (MANETs) with respect to the energy efficient routing issues. While ...
[104]
[PDF] WOA-DE Hybrid for Energy-Efficient and Secure Routing in MANETs
This research introduces a hybrid algorithm, WOA-DE, combining the Whale Optimization Algorithm (WOA) and Differential Evolution. (DE). WOA enhances exploration ...Missing: latency | Show results with:latency<|separator|>
[105]
A Simulation-Based Assessment of the Effectiveness of Vehicular Ad ...
Oct 6, 2025 · This paper takes VANETs as an example to explore the positive effects of ITS technologies on the enhancement of transportation resilience ...Missing: critiques | Show results with:critiques
[106]
Advanced Intrusion Detection in MANETs: A Survey of Machine ...
Oct 22, 2024 · ABSTRACT Mobile Ad Hoc Networks (MANETs) are dynamic networks without fixed infrastructure, making them particularly vulnerable to security ...
[107]
Reliability and survivability of vehicular ad hoc networks
This paper, primarily focuses on the reliability and survivability of VANET as a function of reliable hardware and channel availability. The reliability of the ...Missing: resilience critiques