{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,4]],"date-time":"2026-09-04T23:21:05Z","timestamp":1788564065473,"version":"build-2803163510"},"reference-count":100,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2023,4,20]],"date-time":"2023-04-20T00:00:00Z","timestamp":1681948800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"U.S. Geological Survey (USGS) Natural Resources Preservation Program","award":["GX.22.LP00.0AZ03.00"],"award-info":[{"award-number":["GX.22.LP00.0AZ03.00"]}]},{"name":"U.S. Geological Survey (USGS) Natural Resources Preservation Program","award":["GX.22.LP00.CDI01.00"],"award-info":[{"award-number":["GX.22.LP00.CDI01.00"]}]},{"name":"USGS Community for Data Integration (CDI)","award":["GX.22.LP00.0AZ03.00"],"award-info":[{"award-number":["GX.22.LP00.0AZ03.00"]}]},{"name":"USGS Community for Data Integration (CDI)","award":["GX.22.LP00.CDI01.00"],"award-info":[{"award-number":["GX.22.LP00.CDI01.00"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>South Manitou Island, part of Sleeping Bear Dunes National Lakeshore in northern Lake Michigan, is a post-glacial lacustrine landscape with substantial geomorphic changes including landslides, shoreline and bluff retreat, and sand dune movement. These changes involve interrelated processes, and are influenced to different extents by lake level, climate change, and land use patterns, among other factors. The utility of DEM of Difference (DoD) and other terrain analyses were investigated as a means of understanding interrelated geomorphologic changes and processes across multiple decades and at multiple scales. A 1m DEM was developed from 1955 historical aerial imagery using Structure from Motion Multi-View Stereo (SfM-MVS) and compared to a 2016 lidar-based DEM to quantify change. Landslides, shoreline erosion, bluff retreat, and sand dune movement were investigated throughout South Manitou Island. While the DoD indicates net loss or gain, interpretation of change must take into consideration the SfM-MVS source of the historical DEM. In the case of landslides, where additional understanding may be gleaned through review of the timing of lake high- and lowstands together with DoD values. Landscape-scale findings quantified cumulative feedbacks between interrelated processes. These findings could be upscaled to assess changes across the entire park, informing future change investigations and land management decisions.<\/jats:p>","DOI":"10.3390\/ijgi12040173","type":"journal-article","created":{"date-parts":[[2023,4,21]],"date-time":"2023-04-21T01:33:43Z","timestamp":1682040823000},"page":"173","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Investigating Geomorphic Change Using a Structure from Motion Elevation Model Created from Historical Aerial Imagery: A Case Study in Northern Lake Michigan, USA"],"prefix":"10.3390","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8281-8134","authenticated-orcid":false,"given":"Jessica D.","family":"DeWitt","sequence":"first","affiliation":[{"name":"U.S. Geological Survey, Reston, VA 20170, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francis X.","family":"Ashland","sequence":"additional","affiliation":[{"name":"U.S. Geological Survey, Reston, VA 20170, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2023,4,20]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1016\/S0169-555X(02)00076-4","article-title":"Reconstructing the Geomorphic Evolution of Large Coastal Dunes along the Southeastern Shore of Lake Michigan","volume":"46","author":"Arbogast","year":"2002","journal-title":"Geomorphology"},{"key":"ref_2","unstructured":"Kincare, K.A., and Larson, G.J. (2008). Glacial Geology of the Sleeping Bear Dunes National Lakeshore: Guidebook for the Michigan State University College of Natural Science Alumni Fieldtrip, Michigan Geological Survey."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"518","DOI":"10.1016\/S0380-1330(01)70665-X","article-title":"Origin and Evolution of the Great Lakes","volume":"27","author":"Larson","year":"2001","journal-title":"J. Great Lakes Res."},{"key":"ref_4","unstructured":"Karrow, P.F., and Calkin, P.E. (1985). Quaternary evolution of the Great Lakes, Geological Association of Canada Special Paper 30; Geological Association of Canada."},{"key":"ref_5","first-page":"23","article-title":"Contemporary Geomorphic Processes and Change on Lake Michigan Coastal Dunes: An Example from Hoffmaster State Park, Michigan","volume":"35","year":"2004","journal-title":"Mich. Acad."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.aeolia.2016.10.004","article-title":"Seasonal Geomorphic Processes and Rates of Sand Movement at Mount Baldy Dune in Indiana, USA","volume":"23","author":"Kilibarda","year":"2016","journal-title":"Aeolian Res."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1016\/j.aeolia.2014.09.002","article-title":"A 70year History of Coastal Dune Migration and Beach Erosion along the Southern Shore of Lake Michigan","volume":"17","author":"Kilibarda","year":"2015","journal-title":"Aeolian Res."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Wilcox, D.A., Thompson, T.A., Booth, R.K., and Nicholas, J.R. (2007). Lake-Level Variability and Water Availability in the Great Lakes, Circular.","DOI":"10.3133\/cir1311"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1007\/BF01890382","article-title":"Nourishment of Perched Sand Dunes and the Issue of Erosion Control in the Great Lakes","volume":"16","author":"Marsh","year":"1990","journal-title":"Environ. Geol. Water Sci"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1594","DOI":"10.1016\/j.jglr.2021.05.006","article-title":"Controls on the Geomorphic Response of Beach-Dune Systems to Water Level Rise","volume":"47","author":"Bauer","year":"2021","journal-title":"J. Great Lakes Res."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1581","DOI":"10.1016\/j.jglr.2021.10.012","article-title":"Foredune Dynamics at a Lake Michigan Site during Rising and High Lake Levels","volume":"47","year":"2021","journal-title":"J. Great Lakes Res."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Parsons, A.J., and Abrahams, A.D. (2009). Geomorphology of Desert Environments, Springer Netherlands.","DOI":"10.1007\/978-1-4020-5719-9"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.jglr.2021.10.020","article-title":"Great Lakes Urban Pocket-Beach Dynamics: A GIS-Based Analysis of Infrastructure-Design Influences on Geomorphic Development","volume":"48","author":"Mattheus","year":"2022","journal-title":"J. Great Lakes Res."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1055","DOI":"10.1016\/j.jglr.2019.09.012","article-title":"Coastal Geomorphic Response to Seasonal Water-Level Rise in the Laurentian Great Lakes: An Example from Illinois Beach State Park, USA","volume":"45","author":"Theuerkauf","year":"2019","journal-title":"J. Great Lakes Res."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1504","DOI":"10.1016\/j.jglr.2021.09.006","article-title":"Effects of Wind Patterns and Changing Wind Velocities on Aeolian Drift Potential along the Lake Michigan Shore","volume":"47","author":"Yurk","year":"2021","journal-title":"J. Great Lakes Res."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"100711","DOI":"10.1016\/j.aeolia.2021.100711","article-title":"Aeolian Creep Transport: A Review","volume":"51","author":"Zhang","year":"2021","journal-title":"Aeolian Res."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"510","DOI":"10.2112\/1551-5036(2004)020[0510:IONSOC]2.0.CO;2","article-title":"Influence of Near-Surface Stratigraphy on Coastal Landslides at Sleeping Bear Dunes National Lakeshore, Lake Michigan, USA","volume":"202","author":"Barnhardt","year":"2004","journal-title":"J. Coast. Res."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"999","DOI":"10.1016\/j.jglr.2017.09.002","article-title":"Analysis of a Sudden Bluff Failure along the Southwest Lake Michigan Shoreline","volume":"43","author":"Zoet","year":"2017","journal-title":"J. Great Lakes Res."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1023\/A:1005445709728","article-title":"Assessing the Impact of Climate Change on the Great Lakes Shoreline Wetlands","volume":"40","author":"Mortsch","year":"1998","journal-title":"Clim. Change"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1016\/j.jglr.2020.01.013","article-title":"Climate Change Projections of Temperature and Precipitation for the Great Lakes Basin Using the PRECIS Regional Climate Model","volume":"46","author":"Zhang","year":"2020","journal-title":"J. Great Lakes Res."},{"key":"ref_21","first-page":"3","article-title":"A Review: Building the Resilience of Great Lakes Beneficial Uses to Climate Change","volume":"3\u20134","author":"Krantzberg","year":"2014","journal-title":"Sustain. Water Qual. Ecol."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.jglr.2014.11.012","article-title":"Climate Change as a Driver of Change in the Great Lakes St. Lawrence River Basin","volume":"41","author":"Bartolai","year":"2015","journal-title":"J. Great Lakes Res."},{"key":"ref_23","unstructured":"Williams, R. (2012). DEMs of Difference. Geomorphol. Tech., 2."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1111\/1467-9671.00043","article-title":"On the Quantification of Surface Changes Using Grid-based Digital Elevation Models (DEMs)","volume":"4","year":"2000","journal-title":"Trans. GIS"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1016\/S0169-555X(99)00083-5","article-title":"Decades of Change: Contributions of Geomorphology to Fluvial and Coastal Engineering and Management","volume":"31","author":"Hooke","year":"1999","journal-title":"Geomorphology"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"1393","DOI":"10.1002\/esp.3386","article-title":"Quantifying Different Riverbank Erosion Processes during an Extreme Flood Event","volume":"38","author":"Croke","year":"2013","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_27","unstructured":"Brunier, G., Fleury, J., Anthony, E.J., Pothin, V., Vella, C., Dussouillez, P., Gardel, A., and Michaud, E. (2022, January 24\u201326). Structure-from-Motion Photogrammetry for High-Resolution Coastal and Fluvial Geomorphic Surveys. Proceedings of the 16th Young Geomorphologists Days, Bad Kreuznach, Germany."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1335","DOI":"10.1002\/esp.4821","article-title":"Geomorphic Process Signatures Reshaping Sub-humid Mediterranean Badlands: 1. Methodological Development Based on High-resolution Topography","volume":"45","author":"Llena","year":"2020","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.ocecoaman.2018.04.007","article-title":"High-Resolution Monitoring of Beach Topography and Its Change Using Unmanned Aerial Vehicle Imagery","volume":"160","author":"Chen","year":"2018","journal-title":"Ocean Coast. Manag."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"107096","DOI":"10.1016\/j.geomorph.2020.107096","article-title":"Post-Storm Recovery Assessment of Urbanized versus Natural Sandy Macro-Tidal Beaches and Their Geomorphic Variability","volume":"356","author":"Montreuil","year":"2020","journal-title":"Geomorphology"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"3059","DOI":"10.5194\/tc-15-3059-2021","article-title":"Thaw-Driven Mass Wasting Couples Slopes with Downstream Systems, and Effects Propagate through Arctic Drainage Networks","volume":"15","author":"Kokelj","year":"2021","journal-title":"Cryosphere"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Kotsi, E., Vassilakis, E., Diakakis, M., Mavroulis, S., Konsolaki, A., Filis, C., Lozios, S., and Lekkas, E. (2023). Using UAS-Aided Photogrammetry to Monitor and Quantify the Geomorphic Effects of Extreme Weather Events in Tectonically Active Mass Waste-Prone Areas: The Case of Medicane Ianos. Appl. Sci., 13.","DOI":"10.3390\/app13020812"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Kociuba, W., Gajek, G., and Franczak, \u0141. (2020). A Short-Time Repeat TLS Survey to Estimate Rates of Glacier Retreat and Patterns of Forefield Development (Case Study: Scottbreen, SW Svalbard). Resources, 10.","DOI":"10.3390\/resources10010002"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1016\/j.geomorph.2015.09.010","article-title":"Spatial Distribution of Erosion and Deposition during a Glacier Surge: Br\u00faarj\u00f6kull, Iceland","volume":"250","author":"Korsgaard","year":"2015","journal-title":"Geomorphology"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"140","DOI":"10.1016\/j.geomorph.2015.12.007","article-title":"Human Topographic Signatures and Derived Geomorphic Processes across Landscapes","volume":"255","author":"Tarolli","year":"2016","journal-title":"Geomorphology"},{"key":"ref_36","unstructured":"Micheletti, N., Chandler, J.H., and Lane, S.N. (2015). Geomorphological Techniques, British Society for Geomorphology. Chapter 2."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1274","DOI":"10.1002\/esp.4085","article-title":"Archival Photogrammetric Analysis of River-Floodplain Systems Using Structure from Motion (SfM) Methods","volume":"42","author":"Bakker","year":"2017","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1080\/17445647.2020.1746419","article-title":"Geomorphological Mapping and Anthropogenic Landform Change in an Urbanizing Watershed Using Structure-from-Motion Photogrammetry and Geospatial Modeling Techniques","volume":"17","author":"Chirico","year":"2021","journal-title":"J. Maps"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Chirico, P., DeWitt, J., and Bergstresser, S. (2020). Evaluating Elevation Change Thresholds between Structure-from-Motion DEMs Derived from Historical Aerial Photos and 3DEP LiDAR Data. Remote Sens., 12.","DOI":"10.3390\/rs12101625"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1016\/j.geomorph.2012.08.021","article-title":"\u2018Structure-from-Motion\u2019 Photogrammetry: A Low-Cost, Effective Tool for Geoscience Applications","volume":"179","author":"Westoby","year":"2012","journal-title":"Geomorphology"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"M\u00f6lg, N., and Bolch, T. (2017). Structure-from-Motion Using Historical Aerial Images to Analyse Changes in Glacier Surface Elevation. Remote Sens., 9.","DOI":"10.3390\/rs9101021"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1177\/0309133315615805","article-title":"Structure from Motion Photogrammetry in Physical Geography","volume":"40","author":"Smith","year":"2016","journal-title":"Prog. Phys. Geogr. Earth Environ."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"111666","DOI":"10.1016\/j.rse.2020.111666","article-title":"Mapping Erosion and Deposition in an Agricultural Landscape: Optimization of UAV Image Acquisition Schemes for SfM-MVS","volume":"239","author":"Meinen","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"108327","DOI":"10.1016\/j.measurement.2020.108327","article-title":"Evaluation of Structure-from-Motion for Analysis of Small-Scale Glacier Dynamics","volume":"168","author":"Moskalik","year":"2021","journal-title":"Measurement"},{"key":"ref_45","unstructured":"Farrand, W.R., and Bell, D.L. (1982). Quaternary Geology of Southern Michigan, Michigan Department of Natural Resources."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Horton, J.D., San Juan, C.A., and Stoeser, D.B. (2017). The State Geologic Map Compilation (SGMC) Geodatabase of the Conterminous United States, USGS numbered series.","DOI":"10.3133\/ds1052"},{"key":"ref_47","unstructured":"Kincare, K.A. (2003). Surficial Geology of Northern Leelanau County, Michigan Geological Survey."},{"key":"ref_48","unstructured":"Kincare, K.A. (2021). Verbal Communication about the Geology of Sleeping Bear Dunes and Northern Lake Michigan."},{"key":"ref_49","first-page":"84","article-title":"The Prehistoric Great Lakes of North America","volume":"54","author":"Hough","year":"1963","journal-title":"Am. Sci."},{"key":"ref_50","unstructured":"Bloom, A.L. (2004). Geomorphology: A Systematic Analysis of Late CEnozoic Landforms, Waveland Press, Inc.. [3rd ed.]."},{"key":"ref_51","first-page":"11","article-title":"Human Response to Coastal Erosion: Thunder Bay, Lake Superior","volume":"6","author":"Dilley","year":"2022","journal-title":"J. Coast. Res."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"195","DOI":"10.2113\/gseegeosci.IV.2.195","article-title":"Role of Soil Joints in Causing Bluff Erosion along the Lake Erie Shoreline","volume":"4","author":"Highman","year":"1998","journal-title":"Environ. Eng. Geosci."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1111\/j.0033-0124.1989.00349.x","article-title":"LaMoe_1989_Wave Energy Estimates Lake Michigan.Pdf","volume":"41","author":"LaMoe","year":"1989","journal-title":"Prof. Geogr."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"521","DOI":"10.1029\/EO064i035p00521","article-title":"Erosion of U.S. Shorelines","volume":"64","author":"May","year":"1983","journal-title":"Eos Trans. AGU"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1016\/S0380-1330(89)71476-3","article-title":"Coping with the Effects of High Water Levels on Property Hazards: North Shore of Lake Superior","volume":"15","author":"Rasid","year":"1989","journal-title":"J. Great Lakes Res."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/0169-555X(94)90008-6","article-title":"Natural Hazards of Shoreline Bluff Erosion: A Case Study of Horizon View, Lake Huron","volume":"10","author":"Lawrence","year":"1994","journal-title":"Geomorphology"},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Edil, T.B. Erosion of Coastal Slopes and Landslides. Proceedings of the Geo-Congress 2013.","DOI":"10.1061\/9780784412787.133"},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Sataer, G., Sultan, M., Emil, M.K., Yellich, J.A., Palaseanu-Lovejoy, M., Becker, R., Gebremichael, E., and Abdelmohsen, K. (2022). Remote Sensing Application for Landslide Detection, Monitoring along Eastern Lake Michigan (Miami Park, MI). Remote Sens., 14.","DOI":"10.3390\/rs14143474"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/S0380-1330(94)71136-9","article-title":"Rates and Processes of Bluff Recession Along the Lake Michigan Shoreline in Illinois","volume":"20","author":"Jibson","year":"1994","journal-title":"J. Great Lakes Res."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1016\/j.geomorph.2005.08.008","article-title":"Evolution of the Bonneville Shoreline Scarp in West-Central Utah: Comparison of Scarp-Analysis Methods and Implications for the Diffusion Model of Hillslope Evolution","volume":"74","author":"Pelletier","year":"2006","journal-title":"Geomorphology"},{"key":"ref_61","first-page":"103","article-title":"Bluff Recession Rates along the Lake Michigan Shoreline in Illinois","volume":"29","author":"Jibson","year":"1991","journal-title":"Bull. Assoc. Eng. Geol."},{"key":"ref_62","unstructured":"Mickelson, D.M., Edil, T.B., and Guy, D.E. (2004). Formation, Evolution, and Stability of Coastal Cliffs\u2014Status and Trends, U.S. Geological Survey. Professional Paper."},{"key":"ref_63","unstructured":"Hazlett, B.T. (1986). The Terrestrial Vegetation and Flora of the Mainland Portion of Sleeping Bear Dunes National Lakeshore, Benzie and Leelanau Counties, Michigan, University of Michigan Biological Station."},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Dorr, J.A., and Eschman, D.F. (1970). Geology of Michigan, University of Michigan Press.","DOI":"10.3998\/mpub.23827"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"372","DOI":"10.1016\/S0380-1330(99)70746-X","article-title":"Maximum-Limiting Ages of Lake Michigan Coastal Dunes: Their Correlation With Holocene Lake Level History","volume":"25","author":"Arbogast","year":"1999","journal-title":"J. Great Lakes Res."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1086\/335973","article-title":"Rates of Succession and Soil Changes on Southern Lake Michigan Sand Dunes","volume":"119","author":"Olson","year":"1958","journal-title":"Bot. Gaz."},{"key":"ref_67","first-page":"87","article-title":"Landslide Cases in the Great Lakes: Issues and Approaches","volume":"1343","author":"Edil","year":"1992","journal-title":"Transp. Res. Rec."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1080\/04353676.1987.11880226","article-title":"Wind Erosion and Sand Dune Formation on High Lake Superior Bluffs","volume":"69","author":"Marsh","year":"1987","journal-title":"Geogr. Annular. Ser. A Phys. Geogr."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1016\/j.aeolia.2011.03.011","article-title":"Aeolian Sediment Transport and Landforms in Managed Coastal Systems: A Review","volume":"3","author":"Jackson","year":"2011","journal-title":"Aeolian Res."},{"key":"ref_70","unstructured":"(2021, December 07). Ghost Towns of South Manitou Island, Available online: https:\/\/www.nps.gov\/slbe\/learn\/historyculture\/southmanitoughost.htm."},{"key":"ref_71","unstructured":"Ashland, F. (2022). Preliminary Reconnaissance Inventory Map Data of Landslides and Related Features, South Manitou Island, Sleeping Bear Dunes National Lakeshore, Michigan. U.S. Geol. Surv. Data Release."},{"key":"ref_72","unstructured":"(2023, April 14). Vexcel Michigan Statewide Authoritative Imagery and Lidar Program, Available online: https:\/\/www.michigan.gov\/dtmb\/services\/maps\/misail."},{"key":"ref_73","unstructured":"Sanborn (2016). LiDAR Campaign Report, State of Michigan. Michigan LiDAR 2015."},{"key":"ref_74","unstructured":"(2020, March 18). USGS EROS Customer Services USGS EROS Archive\u2014Aerial Photography\u2014Aerial Photo Single Frames. Available online: https:\/\/doi.org\/10.5066\/F7610XKM."},{"key":"ref_75","unstructured":"DeWitt, J.D. (2022). Geospatial Datasets Associated with Topographic Change Analysis in Sleeping Bear Dunes National Lakeshore, U.S. Geological Survey Data Release."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"1015","DOI":"10.1002\/esp.4551","article-title":"Uncertainty in Quantitative Analyses of Topographic Change: Error Propagation and the Role of Thresholding","volume":"44","author":"Anderson","year":"2019","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"136","DOI":"10.1002\/esp.1886","article-title":"Accounting for Uncertainty in DEMs from Repeat Topographic Surveys: Improved Sediment Budgets","volume":"35","author":"Wheaton","year":"2010","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"101325","DOI":"10.1016\/j.softx.2023.101325","article-title":"IBluff: An Open-Source R Package for Geomorphic Analysis of Coastal Bluffs\/Cliffs","volume":"21","year":"2023","journal-title":"SoftwareX"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"162","DOI":"10.2112\/SI76-014","article-title":"Automatic Delineation of Seacliff Limits Using Lidar-Derived High-Resolution DEMs in Southern California","volume":"76","author":"Danielson","year":"2016","journal-title":"J. Coast. Res."},{"key":"ref_80","unstructured":"Palaseanu-Lovejoy, M. (2021). IBluff\u2014Geomorphic Analysis of Coastal Bluffs\/Cliffs, USGS Organization."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1016\/j.geomorph.2012.11.005","article-title":"Geomorphons \u2014 a Pattern Recognition Approach to Classification and Mapping of Landforms","volume":"182","author":"Jasiewicz","year":"2013","journal-title":"Geomorphology"},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Conrad, O., Bechtel, B., Bock, M., Dietrick, H., Fischer, E., Gerlitz, L., Wehberg, J., Wichmann, V., and B\u00f6hner, J. (2015). System for Automated Geoscientific Analyses (SAGA), SAGA.","DOI":"10.5194\/gmdd-8-2271-2015"},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"793","DOI":"10.1111\/0031-868X.00152","article-title":"Application of Digital Photogrammetry to Complex Topography for Geomorphological Research","volume":"16","author":"Lane","year":"2000","journal-title":"Photogramm. Rec."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"363","DOI":"10.5721\/EuJRS20134621","article-title":"DEM Extraction from Archive Aerial Photos: Accuracy Assessment in Areas of Complex Topography","volume":"46","author":"Pulighe","year":"2013","journal-title":"Eur. J. Remote Sens."},{"key":"ref_85","unstructured":"(2021, June 08). USDA NRCS Wind Rose Dataset, Available online: https:\/\/www.wcc.nrcs.usda.gov\/climate\/windrose.html."},{"key":"ref_86","unstructured":"(2022, February 08). NOAA Great Lakes Data Dashboard: Water Levels Dataset, 1918-Present Coordinated, Available online: https:\/\/www.glerl.noaa.gov\/data\/wlevels\/."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1080\/15481603.2015.1019708","article-title":"Comparison of DEMS Derived from USGS DLG, SRTM, a Statewide Photogrammetry Program, ASTER GDEM and LiDAR: Implications for Change Detection","volume":"52","author":"DeWitt","year":"2015","journal-title":"GIScience Remote Sens."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1016\/j.geomorph.2008.11.007","article-title":"A Comparison of Digital Elevation Models Generated from Different Data Sources","volume":"106","author":"Rayburg","year":"2009","journal-title":"Geomorphology"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"012014","DOI":"10.1088\/1755-1315\/1051\/1\/012014","article-title":"A Review on Global and Localised Coverage Elevation Data Sources for Topographic Application","volume":"1051","author":"Mahmud","year":"2022","journal-title":"IOP Conf. Ser. Earth Environ. Sci."},{"key":"ref_90","doi-asserted-by":"crossref","unstructured":"Alganci, U., Besol, B., and Sertel, E. (2018). Accuracy Assessment of Different Digital Surface Models. IJGI, 7.","DOI":"10.3390\/ijgi7030114"},{"key":"ref_91","unstructured":"Maune, D.F., and Nayegandhi, A. (2019). Digital Elevation Model Technologies and Applications: The DEM Users Manual, ASPRS. [3rd ed.]."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1016\/0033-5894(84)90067-X","article-title":"Gradational Thresholds and Landform Singularity: Significance for Quaternary Studies","volume":"21","author":"Begin","year":"1984","journal-title":"Quat. Res."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"104191","DOI":"10.1016\/j.earscirev.2022.104191","article-title":"Geomorphometry and Terrain Analysis: Data, Methods, Platforms and Applications","volume":"233","author":"Xiong","year":"2022","journal-title":"Earth-Sci. Rev."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"113379","DOI":"10.1016\/j.rse.2022.113379","article-title":"Historical Structure from Motion (HSfM): Automated Processing of Historical Aerial Photographs for Long-Term Topographic Change Analysis","volume":"285","author":"Knuth","year":"2023","journal-title":"Remote Sens. Environ."},{"key":"ref_95","doi-asserted-by":"crossref","unstructured":"Grottoli, E., Biausque, M., Rogers, D., Jackson, D.W.T., and Cooper, J.A.G. (2020). Structure-from-Motion-Derived Digital Surface Models from Historical Aerial Photographs: A New 3D Application for Coastal Dune Monitoring. Remote Sens., 13.","DOI":"10.3390\/rs13010095"},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"2540","DOI":"10.1002\/esp.4911","article-title":"Structure-from-motion Photogrammetry Analysis of Historical Aerial Photography: Determining Beach Volumetric Change over Decadal Scales","volume":"45","author":"Carvalho","year":"2020","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"167","DOI":"10.5194\/isprs-archives-XLII-4-W12-167-2019","article-title":"Optimization of Ground Control Point (GCP) Configuration for Unmanned Aerial Vehicle (UAV) Survey Using Structure from Motion (SFM)","volume":"XLII-4\/W12","author":"Villanueva","year":"2019","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_98","first-page":"1421","article-title":"Orientation Problem in Two-Medium Photogrammetry","volume":"33","author":"Shmutter","year":"1967","journal-title":"Photogramm. Eng."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1016\/j.isprsjprs.2015.02.009","article-title":"UAV Photogrammetry for Topographic Monitoring of Coastal Areas","volume":"104","author":"Henriques","year":"2015","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"1265","DOI":"10.14358\/PERS.72.11.1265","article-title":"Influence of Vegetation, Slope, and Lidar Sampling Angle on DEM Accuracy","volume":"72","author":"Su","year":"2006","journal-title":"Photogramm. Eng. Remote Sens."}],"container-title":["ISPRS International Journal of Geo-Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2220-9964\/12\/4\/173\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T19:19:53Z","timestamp":1760123993000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2220-9964\/12\/4\/173"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4,20]]},"references-count":100,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2023,4]]}},"alternative-id":["ijgi12040173"],"URL":"https:\/\/doi.org\/10.3390\/ijgi12040173","relation":{},"ISSN":["2220-9964"],"issn-type":[{"value":"2220-9964","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,4,20]]}}}