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Articles 2581 - 2610 of 12314
Full-Text Articles in Geography
Object-Oriented Remote Sensing Approaches For The Detection Of Terrestrial Impact Craters As A Reconnaissance Survey, Habimana Emmanuel, Jaehyung Yu, Lei Wang, Sung Hi Choi, Digne Edmond Rwabuhungu Rwatangabo
Object-Oriented Remote Sensing Approaches For The Detection Of Terrestrial Impact Craters As A Reconnaissance Survey, Habimana Emmanuel, Jaehyung Yu, Lei Wang, Sung Hi Choi, Digne Edmond Rwabuhungu Rwatangabo
Faculty Publications
The purpose of this study is to employ a remote sensing reconnaissance survey based on optimal segmentation parameters and an object-oriented random forest approach to the identification of possible terrestrial impact craters from the global 30-m resolution SRTM DEM. A dataset consisting of 94 confirmed and well-preserved terrestrial impact craters, 104 volcanic calderas, and 124 valleys were extracted from real-world surface features. For craters with different sizes, eight optimal scale parameters from 80 to 3000 have been identified using multi-resolution segmentation, where the scale parameters have a positive correlation (R2 = 0.78) with the diameters of craters. The object-oriented random …
Heat Mapping Crime: A Data-Driven Approach To Policing In New York, Beruktawit Gebreamlak, Daniel Ochoa
Heat Mapping Crime: A Data-Driven Approach To Policing In New York, Beruktawit Gebreamlak, Daniel Ochoa
altREU Projects
In the aftermath of the COVID-19 pandemic, New York City has seen a surge in criminal activities. In 2023, major crime continues to be higher compared to pre-pandemic levels. Although progress is being made to reduce the number of murders and robberies, law enforcement is continuing to struggle with increases in felony assaults and car thefts. Our project serves to benefit members of the community and law enforcement alike. We created a heat map, which is a visual representation of data that uses colors to represent different values. In the context of crime mapping, our heat map is used to …
The Dynamic Nature Of Wrack: An Investigation Into Wrack Movement And Impacts On Coastal Marshes Using Suas, Grayson R. Morgan, Daniel R. Morgan, Cuizhen Wang, Michael E. Hodgson, Steven R. Schill
The Dynamic Nature Of Wrack: An Investigation Into Wrack Movement And Impacts On Coastal Marshes Using Suas, Grayson R. Morgan, Daniel R. Morgan, Cuizhen Wang, Michael E. Hodgson, Steven R. Schill
Faculty Publications
This study investigates the use of small unoccupied aerial systems (sUAS) as a new remote sensing tool to identify and track the spatial distribution of wrack on coastal tidal marsh systems. We used sUAS to map the wrack movement in a Spartina alterniflora-dominated salt marsh monthly for one year including before and after Hurricane Isaias that brought strong winds, rain, and storm surge to the area of interest in August 2020. Flight parameters for each data collection mission were held constant including collection only during low tide. Wrack was visually identified and digitized in a GIS using every mission orthomosaic …
Using Terrestrial Laser Scanning To Estimate Canopy Structure In Peatland Conifers Under A Climate Manipulation, Angela D. Seibert
Using Terrestrial Laser Scanning To Estimate Canopy Structure In Peatland Conifers Under A Climate Manipulation, Angela D. Seibert
Boise State University Theses and Dissertations
Northern peatlands are major terrestrial carbon sinks, storing 415 ± 150 Gt of carbon. The composition of peatland vegetation affects this carbon storage capacity, and thus quantifying the vegetation helps to constrain uncertainty in peatland carbon storage estimates. Ground layer vegetation, such as Sphagnum sp. moss contributes greatly to carbon storage capacity. In forested peatlands, the tree canopy structure directly influences peatland solar insolation, soil temperature, and water table levels. Each of these factors impacts the ground layer vegetation. Currently, there is uncertainty about how the peatland tree canopy structure is influenced by elevated levels of carbon dioxide (CO2 …
Conceptual And Technological Advancements In Visitor Use Management Of Coastal And Estuarine Environments, Tyler Cribbs
Conceptual And Technological Advancements In Visitor Use Management Of Coastal And Estuarine Environments, Tyler Cribbs
All Dissertations
This dissertation demonstrates the exploration and use of conceptual and technological advancements in the science of visitor use management (VUM). The goal of this effort is to help better understand visitors to park and protected areas (PPAs) and more specifically, better manage our coastal and estuarine environments (i.e., coastal protected areas (CPAs). These concepts and techniques are 1) further implementing the use of cellphone data in recreation ecology and VUM, 2) assessing the use of advanced imagery, virtual reality (VR), in visual-based methods to determine visitor indicators and thresholds, and 3) assessing visitor’s awareness of PPAs and how it influences …
Projecting Vegetation Condition And Fire Risk In Southern California, Westin K. Guthrie
Projecting Vegetation Condition And Fire Risk In Southern California, Westin K. Guthrie
Geography ETDs
In the western US, relationships between fire, vegetation, climate, and urban areas are dynamic and evolving. This work used a forest landscape model, LANDIS-II, informed by future climate scenarios and projections of urban expansion to understand wildfire interactions within projected Wildland Urban Interface (WUI) areas. This simulation showed that in both 2050 and 2100 +93% of the WUI in southern California experienced fire. Future work needs to be done in parametrizing forest biomass to ensure the validity of projections. Additionally, increasing each climate scenario model's replicates will create more accurate projections.
Improved Fine-Scale Tropical Forest Cover Mapping For Southeast Asia Using Planet-Nicfi And Sentinel-1 Imagery, Feng Yang, Xin Jiang, Alan D. Ziegler, Lyndon Estes, Jin Wu, Anping Chen, Philippe Ciais
Improved Fine-Scale Tropical Forest Cover Mapping For Southeast Asia Using Planet-Nicfi And Sentinel-1 Imagery, Feng Yang, Xin Jiang, Alan D. Ziegler, Lyndon Estes, Jin Wu, Anping Chen, Philippe Ciais
Geography
The accuracy of existing forest cover products typically suffers from “rounding” errors arising from classifications that estimate the fractional cover of forest in each pixel, which often exclude the presence of large, isolated trees and small or narrow forest clearings, and is primarily attributable to the moderate resolution of the imagery used to make maps. However, the degree to which such high-resolution imagery can mitigate this problem, and thereby improve large-area forest cover maps, is largely unexplored. Here, we developed an approach to map tropical forest cover at a fine scale using Planet and Sentinel-1 synthetic aperture radar (SAR) imagery …
Assessing The Implications Of Agricultural Development From The Perspective Of Sustainable Livelihoods: Dryland Farming Community In Singosari, Lampung, Komang Ariyanto
Assessing The Implications Of Agricultural Development From The Perspective Of Sustainable Livelihoods: Dryland Farming Community In Singosari, Lampung, Komang Ariyanto
Masyarakat: Jurnal Sosiologi
The agricultural sector plays a vital role in rural communities in Indonesia. Agricultural development stands as one of the most crucial development agendas pursued by both governmental and non-governmental entities. An essential aspect to examine within agricultural development is its implications for the livelihoods of farming communities. This study analyzes the implications of agricultural development programs on farmers' livelihoods through the lens of sustainable livelihoods. Employing a qualitative method with a case study approach, the research was conducted among dryland farmers practicing intercropping farming systems. The case study was carried out in Singosari Village, Talang Padang Sub-District, Tanggamus District. Primary …
Bruno Latour's Constructivism And Its Implications For The New Agency Of Sociology, Robertus Robet, U. Abdul Rozak R
Bruno Latour's Constructivism And Its Implications For The New Agency Of Sociology, Robertus Robet, U. Abdul Rozak R
Masyarakat: Jurnal Sosiologi
Abstract
Latour removes the boundaries between natural sciences and humanities. Science for Latour is cultural practise, at the same time in every cultural practice, nature and objects are also actively involved. In that sense, Latour's constructivism encourages the emergence of non-human actors as drivers of the societal changes. By that, he provoked sociology to expand its subject matter. The Social in sociology must be seen as an association involving human and non-human actors.
Key words: Constructivism, Expansion of agency, actant, actor network theory.
The Role Of A Small Town In The Flow Of Agricultural Commodities With Its Hinterlands Before And After The Construction Of The Trans Sumatra Toll Road (Case Study: Kalianda District South Lampung Regency Indonesia), Ratu Nabillah, R. Rijanta, Rika Harini, Kamaru Abubakari
The Role Of A Small Town In The Flow Of Agricultural Commodities With Its Hinterlands Before And After The Construction Of The Trans Sumatra Toll Road (Case Study: Kalianda District South Lampung Regency Indonesia), Ratu Nabillah, R. Rijanta, Rika Harini, Kamaru Abubakari
Jurnal Pendidikan Geografi: Kajian, Teori, dan Praktek dalam Bidang Pendidikan dan Ilmu Geografi
Linkages between rural and urban areas assist numerous regions in a variety of ways. As a meeting place for villages and cities, a small town with hinterlands of agricultural areas acts as a market for village commodities, intermediary markets in larger markets, places for agricultural processing, places for production facilities, and a center for other activities. The construction of the Trans Sumatra Toll Road (JTTS), which crosses Kalianda District as a small town connecting several big cities, allows Kalianda alters its role. This study aims to examine the flow of agricultural commodities in a small town and its hinterlands and …
Disaster Education As An Effort To Improve Students' Flood Mitigation Preparedness, Erman Syarif, Maddatuang Maddatuang, Alief Saputro, Steve Carver, Susan L. Cutter
Disaster Education As An Effort To Improve Students' Flood Mitigation Preparedness, Erman Syarif, Maddatuang Maddatuang, Alief Saputro, Steve Carver, Susan L. Cutter
Jurnal Pendidikan Geografi: Kajian, Teori, dan Praktek dalam Bidang Pendidikan dan Ilmu Geografi
Reducing disaster risk is an important thing that needs to be done at all levels of society, including students. This study aims to determine students' level of preparedness for flood disasters and the efforts made by schools in dealing with flood disasters. This study used a descriptive quantitative method conducted at SMA Negeri 1 Jeneponto. The population in this study was 95 students, with a total sample of 49 students determined using the Slovin formula with a ten percent margin of error. The data collection techniques used questionnaires, interviews, and documentation. The research results were analyzed using descriptive statistics. The …
A Constructivist Analysis Of China’S Geopolitical Economic Strategy Toward Africa: A Case Of Sino-Tanzanian South-South Cooperation, Azza Bimantara
A Constructivist Analysis Of China’S Geopolitical Economic Strategy Toward Africa: A Case Of Sino-Tanzanian South-South Cooperation, Azza Bimantara
Global: Jurnal Politik Internasional
This article discusses China’s foreign policy toward African countries by examining Sino-Tanzanian South-South Cooperation (SSC). By utilising a modified, state-centric social constructivism, this study identifies domestic and international realms of China’s normative structure responsible for shaping China’s identities within the international community. It also explains how China can reconcile its competing identities between a Global South and rising great power statuses, which gives China the ability to combine its normative interest (i.e., Global South solidarity) and material interest (i.e., the geopolitical-geoeconomic strategy) into a diverse project of SSC with positive and proactive perception from Tanzania. This study contributes toward the …
Rethinking Resident Perceptions Of Tourism In British Columbia, Canada, Jarrett R. Bachman, Erin Hodgins, Michael W. Lever
Rethinking Resident Perceptions Of Tourism In British Columbia, Canada, Jarrett R. Bachman, Erin Hodgins, Michael W. Lever
ICHRIE Research Reports
This joint academic/practitioner report segments British Columbia, Canada residents to provide destination managers with new ways to better understand resident perceptions of tourism. The data collection was conducted in April and May of 2022 and had a total of 2,265 valid responses. It was also a practical objective to conduct this research in a manner that is repeatable in jurisdictions beyond British Columbia. This report has confirmed five distinct categories of residents’ perceptions toward tourism, including socio-cultural, economic, environmental, job/career, and Indigenous impacts. In addition to the categories of impacts, a cluster analysis has revealed six clusters of residents based …
The Impact Of Climate Change On Selected Pnw Watersheds Through The Lens Of Western Red Cedar Habitat, Jordan T. Hamann
The Impact Of Climate Change On Selected Pnw Watersheds Through The Lens Of Western Red Cedar Habitat, Jordan T. Hamann
Dissertations and Theses
Climate change is a real phenomenon that is exacerbating existing natural processes and developing into a new normal for the planet. This change may be devastating for Pacific Northwest populations of Western Red Cedar (WRC) west of the Cascade Mountain range in the states of Oregon and Washington. WRC is a valuable tree species for reasons both economic and cultural. Dieback among WRC is following an accelerating trend. Since dieback is usually followed by tree mortality, understanding its causes and distribution is beneficial to the overall success of the species going into the future.
Through the use of ESRI's ArcGIS …
No. 12: Rural-Urban Transition And Food Security In India, Chetan Choithani, Abdul Jaleel Cp, S Irudaya Rajan
No. 12: Rural-Urban Transition And Food Security In India, Chetan Choithani, Abdul Jaleel Cp, S Irudaya Rajan
Migration and Food Security (MiFOOD) Network
As a growing proportion of world’s population lives in cities and towns, food security is increasingly acquiring an urban character. The locus of food security research and policy agendas has correspondingly expanded from rural areas to include cities and towns in the past few years. However, the dominant discourse on urbanization-food security relationship appears to be shaped by perspectives from the Global North and large cities, and shows a lack of adequate understanding of the urbanization-food security nexus in the small towns of the Global South. This paper aims to correct this bias. With a focus on India where urban …
State Of Urbanization In Nepal: The Official Definition And Reality, Keshav Bhattarai, Ambika P. Adhikari, Shiva Gautam
State Of Urbanization In Nepal: The Official Definition And Reality, Keshav Bhattarai, Ambika P. Adhikari, Shiva Gautam
Himalayan Research Papers Archive
Nepali government’s official delineation of several human settlements as new urban areas has been questionable because many important criteria such as urban infrastructure and services, open space, population density and economic viability are not thoroughly analyzed while defining what is urban. Many settlements in Nepal officially defined as urban, often driven by political considerations, are operating in the rural framework forming ruralopolises. This paper analyzes various criteria needed for defining urbanization that are internationally accepted to assess Nepal’s official definition of urban settlements. Urban areas have been expanding in Nepal at the cost of agricultural, forest, and shrubland land uses. …
The Relationship Between Water Temperature And Proximity To Surface Urban Heat Islands Within The Lower Chesapeake Bay Watershed For The Summer Of 2019, Sarah Kerner
Departmental Honors & Graduate Capstone Projects
Surface urban heat islands (SUHIs) are land surfaces with high concentrations of impervious surfaces like roofs, roads, sidewalks and other infrastructures that trap, absorb, and re-emit heat throughout the day/night and typically present higher temperatures than their surrounding rural areas. In this study, I evaluate how presence of and distance to SUHIs are associated with water temperature in the lower Chesapeake Bay watershed for the summer of 2019. When heavy precipitation events occur, flooding creates stormwater runoff, which is exposed to the hotter temperatures in urban areas. This introduces thermal pollution to nearby rivers and streams disrupting aquatic ecosystems. The …
The State Of Homelessness In Nevada, 2020, Annie Vong, Mae Ling Catayong, Christine Guardian, Abigail Boron, Maria Jerinic, Caitlin J. Saladino, William E. Brown Jr.
The State Of Homelessness In Nevada, 2020, Annie Vong, Mae Ling Catayong, Christine Guardian, Abigail Boron, Maria Jerinic, Caitlin J. Saladino, William E. Brown Jr.
Demography
This fact sheet examines data on homelessness in Nevada between 2007 and 2020. The original report, “State of Homelessness,” by the National Alliance to End Homelessness includes the number of homeless individuals that slept outside on any given night, how many beds in shelters went empty, and the number of homeless individuals per 10,000 individuals in each continuum of care in Nevada.
The Bearing Earth: Colonization, Conservation, And Political Ecology In Costa Rica (Coto Brus 1948 - Present), Pablo Alonso Arias-Benavides
The Bearing Earth: Colonization, Conservation, And Political Ecology In Costa Rica (Coto Brus 1948 - Present), Pablo Alonso Arias-Benavides
Latin American Studies ETDs
This thesis presents two questions: How are relationships between people in Coto Brus and the land – specifically, forest – mediated by social, political, and economic forces? How are personal and collective identities expressed through relationship with the landscape? I chose Coto Brus because it is a forested region of Costa Rica which was populated with state support in the 1950s, and because it is my father’s hometown. In order to understand the subjective experiences of Costa Ricans involved in deforestation and reforestation, I performed interviews in the canton, visited conservation sites, and analyzed historical sources. This study combines multiscale …
Animal Welfare Deserts: Human And Nonhuman Animal Inequities, Laura Reese, Xiaomeng Li
Animal Welfare Deserts: Human And Nonhuman Animal Inequities, Laura Reese, Xiaomeng Li
School of Global Integrative Studies: Faculty Publications
Residents of distressed areas of inner cities have less access to many of life’s necessities and amenities than their more well-off counterparts. Geographic proximity has been identified as a primary barrier to accessing care for pets potentially creating animal welfare deserts. This project addresses three questions: Are there visible animal welfare deserts in distressed urban centers?; What human inequities are most strongly related to animal welfare deserts?; and What might be done to address these inequities? Using business location and census data in the city of Detroit, this research identifies distinct animal welfare deserts finding that more prosperous areas have …
Geozoo Whitepaper, Tara Vansell
Geozoo Whitepaper, Tara Vansell
Documentation
This project’s main objective was to create and test how GIS and VR technologies could work together out-of-the-box to produce meaningful and equitable Open Educational Resources (OER = Free) learning activities for K-16 students. Our team comprising of expertise from Lindenwood University (Tara Vansell, GIS Instructor – Joseph Weber, Assistant Professor Art and Design, and Keegan Favors, Research Assistant Information Technology major) and the St. Louis Zoo (Michael Dawson, Conservation Education Liaison) were able to leverage ArcGIS Story Maps to deliver the interactive digital maps and immersive experiences together so that students could complete the created learning activities on an …
Using Story Maps To Deliver Vr Experiences -Powerpoint, Tara Vansell
Using Story Maps To Deliver Vr Experiences -Powerpoint, Tara Vansell
Documentation
PowerPoint for the Using Story Maps tp Deliver VR Experiences presentation.
Converting Vacant Lots To Parks: Shamokin Survey Results, Matt Mcmullen, Shaunna Barnhart
Converting Vacant Lots To Parks: Shamokin Survey Results, Matt Mcmullen, Shaunna Barnhart
Student Project Reports
No abstract provided.
Enhancing The Definitions Of Climate-Change Loss And Damage Based On Land Conversion In Florida, U.S.A., Elena A. Mikhailova, Zhenbang Hao, Hamdi A. Zurqani, Mark A. Schlautman, Gregory C. Post, George B. Shepherd, Sarah J. Kolarik
Enhancing The Definitions Of Climate-Change Loss And Damage Based On Land Conversion In Florida, U.S.A., Elena A. Mikhailova, Zhenbang Hao, Hamdi A. Zurqani, Mark A. Schlautman, Gregory C. Post, George B. Shepherd, Sarah J. Kolarik
Geography Faculty Publications and Presentations
Loss and damage (L&D) from climate change result from past and current greenhouse gas (GHG) emissions. Current definitions of L&D exclude GHG emissions even though they represent L&D to human beings and the environment. This study’s objective was to identify and quantify the L&D from GHG emissions associated with land developments using the state of Florida (FL) in the United States of America (USA) as a case study. All land developments in FL caused various L&D (20,249.6 km2, midpoint 3.0 1011 of total soil carbon (TSC) losses with midpoint $50.3B (where B = billion = 109, USD) in social costs …
What Explains Spatial Cariations Of Covid-19 Vaccine Hesitancy?: A Social-Ecological-Technological Systems Approach, Arun Pallathadka, Heejun Chang, Daikwon Han
What Explains Spatial Cariations Of Covid-19 Vaccine Hesitancy?: A Social-Ecological-Technological Systems Approach, Arun Pallathadka, Heejun Chang, Daikwon Han
Geography Faculty Publications and Presentations
While COVID-19 vaccines have been available since December 2020 and efforts have been made to vaccinate the maximum population, a large number of people are continuing to be hesitant, prolonging the pandemic in the US. While most previous studies investigated social, economic, and demographic variables that are associated with COVID-19 vaccine hesitancy, we added ecological and technological variables to better understand the spatial variations of vaccine rates in the contiguous United States using spatial regression and geographically weighted regression (GWR) models. We aim to identify spatially varying social, ecological, and technological factors that are associated with COVID-19 vaccination rates, which …
Refining 2svca Method For Measuring Telehealth Accessibility Of Primary Care Physicians In Baton Rouge, Louisiana, Lingbo Liu, Jennifer Alford-Teaster, Tracy Onega, Fahui Wang
Refining 2svca Method For Measuring Telehealth Accessibility Of Primary Care Physicians In Baton Rouge, Louisiana, Lingbo Liu, Jennifer Alford-Teaster, Tracy Onega, Fahui Wang
Faculty Publications
Equity in health care delivery is a longstanding concern of public health policy. Telehealth is considered an important way to level the playing field by broadening health services access and improving quality of care and health outcomes. This study refines the recently developed “2-Step Virtual Catchment Area (2SVCA) method” to assess the telehealth accessibility of primary care in the Baton Rouge Metropolitan Statistical Area, Louisiana. The result is compared to that of spatial accessibility via physical visits to care providers based on the popular 2-Step Floating Catchment Area (2SFCA) method. The study shows that both spatial and telehealth accessibilities decline …
Monitoring Dam Stability Using Psi And Sbas Analysis, Rejoice Thomas, Wenzhao Li, Shahryar Fazli, Nikolay Grisel Todorov, Hesham El-Askary
Monitoring Dam Stability Using Psi And Sbas Analysis, Rejoice Thomas, Wenzhao Li, Shahryar Fazli, Nikolay Grisel Todorov, Hesham El-Askary
Mathematics, Physics, and Computer Science Faculty Articles and Research
Water preservation and maximization of its efficient use is key in areas facing water scarcity like California. One of the most important resources available to us are dams, which are useful to address a variety of needs like water supply, flood control, and maintaining environmental flows. However, if not managed properly, dams can be disastrous to humans and wildlife alike, different water species, habitats, and even impact water quality for a region. In this context, we have used newer Synthetic Aperture Radar Interferometry techniques like Persistent Scatterer Interferometry (PSI) and Small Baseline Subset (SBAS) to estimate the displacement rates at …
Sentiment Analysis Of Swedish And Finnish Twitter Users’ Views Toward Nato Pre- And Post- 2022 2nd Russian Invasion Of Ukraine, Alexander Scott Fulham
Sentiment Analysis Of Swedish And Finnish Twitter Users’ Views Toward Nato Pre- And Post- 2022 2nd Russian Invasion Of Ukraine, Alexander Scott Fulham
Theses and Dissertations
This study seeks to analyze the changes in Swedes’ and Finns’ opinions toward the North Atlantic Treaty Organization (NATO) in light of the 2022 2nd Russian Invasion of Ukraine. To do so, a large dataset of geotagged tweets containing keywords related to NATO is analyzed using lexicon-based sentiment analysis to study spatiotemporal trends. The study shows that overall discussion remains very neutral, with less than a quarter of all tweets having a non-zero sentiment score, and differs markedly from public opinion polling in both countries while spatiotemporally, the discussions is concentrated in the major population centers and exhibits little month …
Atmosphere, Environment, Society: The Typhoon Vulnerability Nexus In Early Twentieth-Century Hong Kong, Fiona Williamson
Atmosphere, Environment, Society: The Typhoon Vulnerability Nexus In Early Twentieth-Century Hong Kong, Fiona Williamson
Research Collection College of Integrative Studies
By looking at how typhoon risk was managed in early twentieth-century colonial Hong Kong, this article argues that bringing a historical lens to the discussion of the human-climate-environment nexus is an essential part of studies of resilience and vulnerability. It interprets physical evidence of the strength of a natural event against human factors, including structural and social vulnerabilities and governance. Investigating two of the deadliest typhoons to have hit Hong Kong's shores (1906 and 1937), this article notes that social vulnerabilities played a major part in turning the typhoon of 1937 into a worse disaster than 1906, despite advances in …
Mapping California Rice Using Optical And Sar Data Fusion With Phenological Features In Google Earth Engine, Li Wenzhao, Hesham El-Askary, Daniele C. Struppa
Mapping California Rice Using Optical And Sar Data Fusion With Phenological Features In Google Earth Engine, Li Wenzhao, Hesham El-Askary, Daniele C. Struppa
Mathematics, Physics, and Computer Science Faculty Articles and Research
California, known for its diverse agriculture, is also a major producer of rice, especially in its northern regions in Sacramento River Valley. Traditional methods, predominantly reliant on optical-based satellite imagery, encounter limitations due to atmospheric interference and sensor resolution. The ability of Synthetic Aperture Radar (SAR) to penetrate atmospheric distortions and exhibit high sensitivity to vegetation structure presents a distinct advantage over optical-based methods. Utilizing Optical and SAR data fusion, this study advances the enhanced pixel-based phenological feature composite (Eppf) method using SVM classification algorithm, which can track phenological changes and patterns, providing valuable insights for agricultural planning and management. …