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Articles 2131 - 2160 of 713655
Full-Text Articles in Entire DC Network
Dynamind: A Dynamic Learned Index For Update-Intensive Workloads, Jingxian Cheng, Yingfang Wang, Tianqing Zhu, Xu Yang, Ningning Cui, Jianxin Li
Dynamind: A Dynamic Learned Index For Update-Intensive Workloads, Jingxian Cheng, Yingfang Wang, Tianqing Zhu, Xu Yang, Ningning Cui, Jianxin Li
Research outputs 2022 to 2026
Learned indexes leverage machine learning models to approximate data distributions and predict key positions, offering better performance than traditional index structures such as B+Trees. As data in real-world applications evolve rapidly, the timely and efficient updating of learned indexes has become an increasingly important research problem, attracting growing attention in recent studies. However, under update-intensive workloads with frequent insertions and deletions, existing learned indexes cannot update the model in a timely manner. Moreover, they ignore the impact of deletions on model accuracy. These limitations lead to degraded prediction accuracy and increased query latency, undermining the core advantage of learned indexes. …
Influence Of Transboundary Wildfire Smoke On Fine Particulate Matter Concentrations At South Texas Border Schools, Sai Deepak Pinakana, Kabir Bahadur Shah, Owen Temby, Dawid K. Wladyka, Juan L. Gonzalez, Md Saydur Rahman, Katarzyna Sepielak, Amit U. Raysoni
Influence Of Transboundary Wildfire Smoke On Fine Particulate Matter Concentrations At South Texas Border Schools, Sai Deepak Pinakana, Kabir Bahadur Shah, Owen Temby, Dawid K. Wladyka, Juan L. Gonzalez, Md Saydur Rahman, Katarzyna Sepielak, Amit U. Raysoni
School of Earth, Environmental, & Marine Sciences Faculty Publications
Exposure to air pollutants in indoor and outdoor school environments poses significant health risks to children due to their heightened vulnerability. Increasing wildfire frequency has intensified transboundary smoke transport, with border communities among the first to experience associated air quality impacts. While the impacts of wildfires on air quality are increasingly recognized through satellite observations and modeling, ground-based observations remain scarce in under-monitored regions. Low-cost air sensors were deployed across schools in the Roma and Rio Grande City areas of Starr County, along the U.S.–Mexico border, for 146-days from November 2023 to April 2024. The raw sensor measurements were corrected …
Stochastic Inverse Problems In Stochastic Elliptic And Parabolic Pdes, Zi-Jia Gong
Stochastic Inverse Problems In Stochastic Elliptic And Parabolic Pdes, Zi-Jia Gong
Theses
This dissertation presents a computational framework for solving stochastic inverse problems in partial differential equations (PDEs) with random data. The objective is to recover unknown random coefficients in parabolic and elliptic diffusion equations, as well as nearly incompressible linear elasticity models. To achieve this, optimization-based approaches are used to minimize regularized Energy Least Squares (ELS) and Output Least Squares (OLS) objective functionals. Both direct and adjoint methods are used to estimate the gradient and Hessian of the objective functionals with respect to the coefficients. To avoid the expensive computation of the full Hessian matrix, the Newton-CG-like method is also adopted, …
From Homogeneous To Heterogeneous Adaptive Bounded-Confidence Opinion Dynamics On Networks, Sally Hafez, Fatma R. Farag, Amira S. N. Tawadros
From Homogeneous To Heterogeneous Adaptive Bounded-Confidence Opinion Dynamics On Networks, Sally Hafez, Fatma R. Farag, Amira S. N. Tawadros
Northeast Journal of Complex Systems (NEJCS)
Adaptive bounded-confidence models (ABCMs) elucidate the coevolution of agent states and network structure via local interactions and rewiring mechanisms. Traditional formulations assume uniform interaction parameters, leading to distinct regime shifts encompassing fragmentation, polarization, and consensus. A symmetric heterogeneous extension of the adaptive bounded-confidence model is introduced, in which interaction parameters vary according to whether agents belong to the same or different groups. The model retains the original update and rewiring protocols but integrates within-group and between-group confidence bounds alongside tolerance thresholds. Initially, the classic homogeneous model is replicated to establish a reference point. Subsequently, the heterogeneous extension is assessed under …
Wavelet-Based Multiscale Analysis Of Cave Co₂ Concentration In Response To Short-Term High-Intensity Tourism Activities: Spatiotemporal Heterogeneity And Lag Characteristics, Mingda Cao, Wenwen Song, Yan Zhang, Jie Zhang, Zhiqiang Yao
Wavelet-Based Multiscale Analysis Of Cave Co₂ Concentration In Response To Short-Term High-Intensity Tourism Activities: Spatiotemporal Heterogeneity And Lag Characteristics, Mingda Cao, Wenwen Song, Yan Zhang, Jie Zhang, Zhiqiang Yao
International Journal of Speleology
High-intensity tourism activities can cause a significant increase in cave air CO2 concentration, thereby affecting the cave micro-environment and secondary carbonate deposition. During the 2023 National Day Golden Week, high-frequency continuous monitoring of cave air CO2 partial pressure (PCO2(A)) and visitor numbers was conducted in Dawang Cave, Anhui Province. Wavelet transform and cross-correlation analyses were used to reveal the multi-scale response characteristics of CO2 concentration to tourism activities. The results show that: (1) PCO2(A) exhibited clear diurnal variations (higher during the day, lower at night) and decreased spatially with enhanced ventilation, controlled jointly by …
Why Minds Need Bodies: Organismic Unity And Limits Of Artificial Consciousness, Renée Snow
Why Minds Need Bodies: Organismic Unity And Limits Of Artificial Consciousness, Renée Snow
Comparative Philosophy
This paper argues that functional organization alone is not sufficient for phenomenal consciousness or the existence of a unified subject of experience. While many contemporary accounts of artificial consciousness assume that replicating the causal or computational structure of the brain would be sufficient for subjective experience, this paper identifies a deeper constraint: consciousness depends on organismic unity. The argument proceeds through a triangulation of conceptual, empirical, and metaphysical considerations. First, Zuboff’s thought experiment shows that functional organization can be preserved while the unity of the subject dissolves, suggesting that causal pattern replication alone cannot secure subjectivity. Second, findings from neuroscience …
The Limits Of Universal Logic: A Cross-Cultural Archaeology Of Logical Critique, Murat Kelikli
The Limits Of Universal Logic: A Cross-Cultural Archaeology Of Logical Critique, Murat Kelikli
Comparative Philosophy
This study examines critiques of logic articulated across diverse historical and cultural traditions within a comparative framework. The critiques developed in Islamic, Buddhist, Chinese, Indian, Zen, and modern Western philosophy do not, in the main, reject logic or reasoning as such; rather, they target the conceptualization of logic as a universal, context-independent, and singular normative standard. The analysis shows that objections raised at ontological, epistemic, linguistic, methodological, and political levels converge on a set of shared concerns rooted in the structural features of logic itself, most notably categorical determinacy, universalist assumptions, and claims of context-independence. At the same time, these …
The Modal Catuṣkoṭi: Formalizing Emptiness In Classical Modal Logic, Chance Chapman
The Modal Catuṣkoṭi: Formalizing Emptiness In Classical Modal Logic, Chance Chapman
Comparative Philosophy
Nāgārjuna’s arguments in the Mūlamadhyamakakārikā rely extensively on modus tollens, yet this inference is invalid in the paraconsistent frameworks typically used to formalize the catuṣkoṭi. We develop a modal extension of Belnap-Dunn semantics to address this, expressed as: ¬□(v(P) = t) ∧ ¬□(v(P) = f) ∧ ¬□(v(P) = b) ∧ ¬□(v(P) = n). This formula applies self-reflexively, resolves longstanding interpretive debates regarding verses within Nāgārjuna’s Mūlamadhyamakakārikā and Vigrahavyāvartanī such as his “no thesis” defense, and bridges interpretive gaps between traditionally designated Eastern and Western logical traditions, providing a Western analytical translation of Indian dialectic into symbolic modal logic that …
A Review On Bridge Scour Analysis In Cohesive Soils And Scour-Susceptible Rocks, Darud E. Sheefa, Zhen Liu, Stanley Vitton, Brian Barkdoll
A Review On Bridge Scour Analysis In Cohesive Soils And Scour-Susceptible Rocks, Darud E. Sheefa, Zhen Liu, Stanley Vitton, Brian Barkdoll
Michigan Tech Publications
Bridge scour analysis, especially scour depth calculation practices implemented mostly by hydraulics and geotechnical engineers, was traditionally built upon flume tests with cohesionless materials, e.g., sands. As a result, the analysis of bridge scour in cohesive materials, i.e., cohesive soils and scour-susceptible rocks, was less understood and thus has been gaining increasing attention. This paper presents a state-of-the-practice survey on the analysis of bridge scour in cohesive materials represented by cohesive soils and scour-susceptible rocks. This includes a literature review covering the concepts and understanding of scour susceptibility, material sampling, erodibility tests, bridge scour calculation methods for cohesive soils and …
Generation X’Sperspectives On Indonesian National Pride: A Reflexive Thematic Analysis, Rizal Kurniawan, Sartana Sartana, Avin Fadhila Helmi
Generation X’Sperspectives On Indonesian National Pride: A Reflexive Thematic Analysis, Rizal Kurniawan, Sartana Sartana, Avin Fadhila Helmi
The Qualitative Report
Having a sense of national pride is crucial for the well-being and progress of a country. It plays a vital role in the overall development of a nation and its people. Generation X (individuals born between 1960 and 1980) in Indonesia have experienced many national events and these events influence how they feel about being part of Indonesia. However, empirical research has not shown which events are sources of pride for them. Our study identifies sources of national pride for Generation X in Indonesia. The research data was collected using an open questionnaire and analyzed using a reflexive thematic analysis …
Interviewing Elite-Experts: When The Few Matter More Than The Many, Jo B. Helgetun, Thibault Coppe
Interviewing Elite-Experts: When The Few Matter More Than The Many, Jo B. Helgetun, Thibault Coppe
The Qualitative Report
In this methodological essay, we discuss the ontology and epistemology of research interviews. We anchor our methodological reflection in our experiences interviewing elite-experts. Our goal is to highlight the strengths of research interviews, particularly elite-expert interviews, as well as the importance of using a qualitative rather than quantitative logic when conducting and analyzing such interviews. In discussing this case, we reflect on qualitative research and take a critical stance toward practices that undermine the field of qualitative research. Specifically, we reflect on the process of analyzing interviews—what we refer to as “the quantification of qualitative research”—and how it has become …
The Aste-Bgc Data-Assimilative Regional Ocean Biogeochemical Model, L. A. Moseley, G. A. Mckinley, D. Carroll, D. Menemenlis, R. Dussin, A. T. Nguyen
The Aste-Bgc Data-Assimilative Regional Ocean Biogeochemical Model, L. A. Moseley, G. A. Mckinley, D. Carroll, D. Menemenlis, R. Dussin, A. T. Nguyen
Faculty Research, Scholarly, and Creative Activity
We present a data-assimilative regional ocean biogeochemical model, ASTE-BGC, which simulates the physical and biogeochemical state of the North Atlantic Ocean from 2002 to 2017. Model physics are provided by a physical state estimate (ASTE), which assimilates O(109) in situ and satellite-based observations over the model domain and time period. Model biogeochemistry is simulated by a medium-complexity biogeochemical module (BLING), which simulates nine prognostic biogeochemical tracers and three ecological classes. Through a three-step optimization process which combines informal adjustments and formal mathematical optimization, we minimize model-data misfit between a “spun-up” simulated biogeochemical state and O(105) BGC-Argo …
Reframing Soil Freezing As An Unsaturated Process, Antai Dong, Xiong Zhang
Reframing Soil Freezing As An Unsaturated Process, Antai Dong, Xiong Zhang
Civil, Architectural and Environmental Engineering Faculty Research & Creative Works
Soil freezing and frost heave are inherently unsaturated soil phenomena. However, most existing numerical models are based on saturated soil mechanics or assume full saturation. This simplification introduces conceptual inconsistencies, requires modifications that violate fundamentals in soil mechanics and fluid mechanics, and often leads to the use of self-conflicting soil properties. To overcome these limitations, this study develops a physically consistent, fully coupled thermohydraulic model for soil freezing grounded in modern unsaturated soil mechanics. A soil freezing characteristic surface (SFCS) is introduced to represent unfrozen water content in partially frozen soils as a function of both suction and temperature. Recognizing …
Meiji: Developing A Reinforcement Learning Agent And Environment For Colonial Diplomacy, Alexander Aldama-Apodaca
Meiji: Developing A Reinforcement Learning Agent And Environment For Colonial Diplomacy, Alexander Aldama-Apodaca
Theses & ETDs
This thesis presents the development of MEIJI, an artificial intelligence (AI) agent that applies temporal difference (TD) learning to play Colonial Diplomacy within a custom reinforcement learning (RL) environment. While reinforcement learning has previously been applied to the board game Diplomacy, no reinforcement learning environment has been developed for the Colonial Diplomacy variant. To address this gap, this thesis implements a complete RL environment that models the rules and mechanics of Colonial Diplomacy and enables TD agents to learn through self-play. The project lays the groundwork for an investigation of whether the trained MEIJI agents learn to recognize the strategic …
2026 Summer Commencement Program, The University Of West Alabama
2026 Summer Commencement Program, The University Of West Alabama
Commencement Programs
No abstract provided.
Through Their Lens: Co-Teachers’ Effective Strategies That Support Ells And Swds In Mathematics Inclusion Classrooms, Cheryl A. Bentham
Through Their Lens: Co-Teachers’ Effective Strategies That Support Ells And Swds In Mathematics Inclusion Classrooms, Cheryl A. Bentham
Dissertations
Abstract
The current dialogue surrounding minoritized students in mathematics classrooms often focuses on deficit-based narratives that compare their competency to unrealistic norms. Such continuous negative narratives only serve to add another layer of marginalization to students who are already underserved, notably Black and Hispanic students, and subgroups comprising ELLs and SWDs. This qualitative case study explored the research-based strategies utilized by three co-teacher pairs to support ELLs and SWDs in Algebra inclusion classrooms. Vygotsky's (1978) social constructivist theory guided the study, which posits that learning occurs through social interactions, environmental influences, and support from more knowledgeable others. The data were …
Mono Gold: An Informal Account Of The Geology, Production, And History Of Mono County Gold And Silver Mining Districts, D. D. Trent
Eastern Sierra History Journal
Mono Gold explores the mining production, technology, and history of the Eastern Sierra, with a special focus on Mono County. Author Dee Trent, a geologist, spent decades visiting, researching, and photographing each of the mining operations discussed in this book-length monograph.
Bridging The Gap: Educator Experiences Supporting Students During The Transition From Middle To High School, Sarah Little
Bridging The Gap: Educator Experiences Supporting Students During The Transition From Middle To High School, Sarah Little
Electronic Theses and Dissertations
The purpose of this phenomenological qualitative study was to examine the lived experiences of middle and high school educators supporting students during the transition from middle to high school. This study contributes to the literature of middle to high school transition practices by focusing on districts with a single high school and two middle schools. Coherence Theory was the primary framework for understanding how transition systems function in practice, while Transition Theory and Constructivism provided a supporting lens to provide further context to ground the research in analysis of organizational, developmental, and cognitive alignment.
Data collection strategies included one-on-one semi-structured …
A Qualitative Examination Of Tennessee Secondary Stem Teachers’ Perceptions On Professional Development Needs, Amber W. Ogle
A Qualitative Examination Of Tennessee Secondary Stem Teachers’ Perceptions On Professional Development Needs, Amber W. Ogle
Electronic Theses and Dissertations
The purpose of this qualitative phenomenological study was to research secondary STEM educators’ perceptions of PD needs. This study focused on the lived experiences of educators actively teaching in STEM subject disciplines in grades nine through 12. The essential question for this research study was: How do Tennessee secondary STEM teachers perceive the relevance, applicability, and impact of PD opportunities? The research was rooted in Knowles’ (1984) theory of adult learning, Andragogy, and Learning Forward’s (2022) Standards for Professional Learning.
Data were collected through 15 semi-structured, one-on-one online interviews. The transcripts of these interviews were analyzed, and frequently used language …
Comparing Initial Data For Binary Neutron Star Mergers With Different Equations Of State, Aarati Nandre
Comparing Initial Data For Binary Neutron Star Mergers With Different Equations Of State, Aarati Nandre
Theses
Binary neutron star (BNS) mergers are an important tool for studying nuclear matter at extreme densities inaccessible to laboratory experiments. The equation of state (EOS) of this nuclear matter affects the inspiral dynamics, remnant properties, and the resulting gravitational-wave signal, but remains only weakly constrained at supranuclear densities. The observation of GW170817 provided observational constraints on the EOS and established multimessenger astrophysics as a probe of dense matter. Simulating BNS mergers across a range of EOSs and comparing the resulting observables against detections helps narrowing this uncertainty further, and is the broader motivation for this thesis. General relativistic magnetohydrodynamic simulations …
Positive Curvature And Discrete Abelian Symmetry, Lee Kennard, Elahe Khalili Samani, Catherine Searle
Positive Curvature And Discrete Abelian Symmetry, Lee Kennard, Elahe Khalili Samani, Catherine Searle
Mathematics
By replacing the torus with an elementary abelian two-group, we generalize Grove and Searle’s maximal symmetry result and Wilking’s half-maximal symmetry result for positively curved manifolds with an isometric torus action. © The Author(s) 2026.
Crystal Structure Of New Polar Rare Earth Borates Na2.62Ln2.12(Bo3)3 (Ln = Pr, Nd, Sm) Containing Isolated Bo3 Groups, Alevtina A. Maksimova, Mark D. Smith, Hans Conrad Zur Loye
Crystal Structure Of New Polar Rare Earth Borates Na2.62Ln2.12(Bo3)3 (Ln = Pr, Nd, Sm) Containing Isolated Bo3 Groups, Alevtina A. Maksimova, Mark D. Smith, Hans Conrad Zur Loye
Faculty Publications
Three new rare earth borates, Na2.62Ln2.12(BO3)3 (Ln = Pr, Nd, Sm), were synthesized via a high-temperature solution reaction using a BaCO3–H3BO3–NaF flux and structurally characterized by single-crystal X-ray diffraction analysis. The compounds crystallize in the orthorhombic space group Amm2 with lattice parameters a = 5.0985(10) Å, b = 11.180(2) Å, c = 7.1483(14) Å, and a unit cell volume of 407.48(14) Å3 (Z = 2) for Na2.62Pr2.12(BO3)3, a = 5.0983(10) Å, b = 11.181(2) Å, c = 7.1491(14) Å, and a unit cell volume of 407.51(14) Å3 (Z = 2) for Na2.62Nd2.12(BO3)3, and a = 5.08630(10) Å, b …
A Stabilized Weighted Interior Penalty Method For Thermal Convection Model In Heterogeneous Porous Media, Yuanyuan Hou, Qianqian Ding, Xiaoming He, Yanping Lin
A Stabilized Weighted Interior Penalty Method For Thermal Convection Model In Heterogeneous Porous Media, Yuanyuan Hou, Qianqian Ding, Xiaoming He, Yanping Lin
Mathematics and Statistics Faculty Research & Creative Works
In this article, we propose and analyze a stabilized weighted interior penalty method for solving the thermal convection problems in heterogeneous porous media. We first transform the thermal convection model into the pressure primal form with homogeneous Neumann boundary condition and develop a symmetric weighted interior penalty method to handle the discontinuous Darcy number and automatically adjust the penalty coefficient corresponding to the varying permeability. Then we recover the velocity by a stabilized method and incorporate it into the energy equation to obtain the temperature. The stability and convergence rates of the numerical solutions are rigorously proved and verified by …
Single Crystal Growth Of The Orthoborate Nabalu(Bo3)2 And Optical Investigation Of Eu3+ And Tb3+ Doped Nabalu(Bo3)2, Alevtina A. Maksimova, Mark D. Smith, Lakshani W. Masachchi, Hans Conrad Zur Loye
Single Crystal Growth Of The Orthoborate Nabalu(Bo3)2 And Optical Investigation Of Eu3+ And Tb3+ Doped Nabalu(Bo3)2, Alevtina A. Maksimova, Mark D. Smith, Lakshani W. Masachchi, Hans Conrad Zur Loye
Faculty Publications
Sodium barium lutetium borate NaBaLu(BO3)2 crystals were synthesized using a high-temperature solution method. The crystal structure of this layered orthoborate is described and corresponds to that of an extensive orthoborates family, NaBaR(BO3)2 (R = Sc, Y, Yb, Tb – Lu). NaBaLu(BO3)2 was doped by Eu3+ and Tb3+ to explore its performance as a host material and to investigate the luminescent properties of the Eu3+ and Tb3+ doped materials. The emission spectra of the NaBaLu(BO3)2:Ln (Ln = Eu, Tb) crystals are presented. The most …
Validating The Expression Of Genes Potentially Involved In The Development Of Aggressive Melanoma Tumor In The Zebrafish Melanoma Model, Mayra Matos Diaz
Validating The Expression Of Genes Potentially Involved In The Development Of Aggressive Melanoma Tumor In The Zebrafish Melanoma Model, Mayra Matos Diaz
Theses, Dissertations and Culminating Projects
Melanoma is an aggressive form of skin cancer characterized by rapid progression, metastatic potential, and the frequent development of resistance to targeted therapies. Although the Inducible cAMP Early Repressor (ICER) has been identified as a potential tumor suppressor in melanoma, the molecular mechanisms underlying its role in tumor progression remain poorly understood. Building upon the transcriptomic findings of Wheelan et al. (2025), this study investigates the relationship between ICER and ten candidate genes (gdf6a, pdgfra, col4a4, fgfr2, pdgfrb, cdkn1a, fgf5, akt1, met, and notch3) associated with BMP signaling. Quantitative polymerase chain reaction (qPCR) was used to compare gene expression between …
Temperature And Salinity Effects On The Physiology Of Bullfrog Tadpoles (Lithobates Catesbeianus) From A Suburban Temperate Wetland, Angela Brown
Theses, Dissertations and Culminating Projects
One of the most robust amphibians is the American Bullfrog, Lithobates catesbeianus, which is a widespread species that is invasive worldwide, and is broadly tolerant of a range of environmental conditions. Despite this tolerance, survival and performance of adult L. catesbeianus can be negatively affected by increasing temperatures and salinity resulting from anthropogenic impacts, such as climate change and road salts. This study focuses on the effects of acute salinity exposure (mimicking road salt influx into a pond) on L. catesbeianus tadpoles at different larval stages. Increased salinity was predicted to negatively affect two physiological performance measures. Critical maximum temperature …
2026-08-06 Executive Council Minutes, Susie Salazar
2026-08-06 Executive Council Minutes, Susie Salazar
Executive Council Minutes
No abstract provided.
A Comprehensive Study And Performance Optimization Of Shared Virtual Memory, Bennett Cooper
A Comprehensive Study And Performance Optimization Of Shared Virtual Memory, Bennett Cooper
All Dissertations
High performance computing (HPC) is dominated by heterogeneous systems that mainly derive performance from GPU accelerators. A majority of HPC applications have gravitated towards GPUs, which require explicit programming. Historically, programming explicitly to take advantage of GPUs has proven a significant barrier in fully utilizing GPU acceleration. Unified Memory (UM) is a technology designed to lower the barrier of entry to GPU programming by merging all memory domains of a system. While UM provides easier access to the capabilities of heterogeneous systems, the performance cost of UM greatly detracts from the benefit. Additionally, UM is implemented on a vendor-by-vendor basis …
Alaska Earthquake Center Quarterly Review October-December 2025, Heather Mcfarland, Beth Grassi, Austin Holland, Nate Murphy, Elisabeth Nadin, Carolyn Parcheta, Michael West
Alaska Earthquake Center Quarterly Review October-December 2025, Heather Mcfarland, Beth Grassi, Austin Holland, Nate Murphy, Elisabeth Nadin, Carolyn Parcheta, Michael West
Alaska Earthquake Center Reports
This series of technical quarterly reports from the Alaska Earthquake Center (AEC) includes detailed summaries and updates on Alaska seismicity, the AEC seismic network and stations, fieldwork, our online presence, public outreach, and lists publications and presentations by AEC staff. Multiple AEC staff members contributed to this report.
An Integrated Model For Post-Hurricane Displacement, Shelter Demand And Shelter Allocation, Nirmal Adhikari
An Integrated Model For Post-Hurricane Displacement, Shelter Demand And Shelter Allocation, Nirmal Adhikari
All Theses
This thesis develops an integrated tract-level framework for estimating post-hurricane displacement, short-term shelter demand, long-term shelter demand, and shelter allocation under hurricane wind hazards. The framework combines parametric wind-field modeling based on HURDAT2 and EBTRK hurricane data with HAZUS-based fragility and loss functions, uninhabitability relationships, demographic factors, and an insurance-sensitive recovery model. Tract-level insurance adequacy is estimated using American Community Survey data, National Association of Insurance Commissioners premium data, and the National Risk Index, using five scenario-based models; the combined home-value and hazard-risk model is adopted for final analyses. To evaluate post-disaster housing capacity, the study estimates the number of …