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Moxley JH, Bogomolni A, Hammill MO, Moore KMT, Polito MJ, Sette L, Sharp WB, Waring GT, Gilbert JR, Halpin PN, Johnston DW. Google Haul Out: Earth Observation Imagery and Digital Aerial Surveys in Coastal Wildlife Management and Abundance Estimation. Bioscience 2017; 67:760-768. [PMID: 29599542 PMCID: PMC5862293 DOI: 10.1093/biosci/bix059] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
As the sampling frequency and resolution of Earth observation imagery increase, there are growing opportunities for novel applications in population monitoring. New methods are required to apply established analytical approaches to data collected from new observation platforms (e.g., satellites and unmanned aerial vehicles). Here, we present a method that estimates regional seasonal abundances for an understudied and growing population of gray seals (Halichoerus grypus) in southeastern Massachusetts, using opportunistic observations in Google Earth imagery. Abundance estimates are derived from digital aerial survey counts by adapting established correction-based analyses with telemetry behavioral observation to quantify survey biases. The result is a first regional understanding of gray seal abundance in the northeast US through opportunistic Earth observation imagery and repurposed animal telemetry data. As species observation data from Earth observation imagery become more ubiquitous, such methods provide a robust, adaptable, and cost-effective solution to monitoring animal colonies and understanding species abundances.
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Affiliation(s)
- Jerry H Moxley
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - Andrea Bogomolni
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - Mike O Hammill
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - Kathleen M T Moore
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - Michael J Polito
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - Lisa Sette
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - W Brian Sharp
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - Gordon T Waring
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - James R Gilbert
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - Patrick N Halpin
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
| | - David W Johnston
- Jerry H. Moxley completed this work during his dissertation at the Duke University Marine Lab, a division of the Nicholas School of the Environment in Beaufort, NC USA. He is currently a research scientist at the Monterey Bay Aquarium in Monterey, CA USA. Andrea Bogomolni is affiliated with the Woods Hole Oceanographic Institute, in Woods Hole, USA. Mike O. Hammill is affiliated with the Maurice-Lamontagne Institute, in Department of Fisheries and Oceans, in Mont-Joli, Canada. Kathleen M.T. Moore is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Michael J. Polito is affiliated with the Department of Oceanography and Coastal Sciences, at Louisiana State University, in Baton Rouge, USA. Lisa Sette is affiliated with the Provincetown Center for Coastal Studies, in Provincetown, USA. W. Brian Sharp is affiliated with the Marine Mammal Rescue and Research Program, at International Fund for Animal Welfare, in Yarmouth Port, Massachusetts, USA. Gordon T. Waring is affiliated with the Protected Species Branch, retired, at Northeast Fisheries Science Center, in Woods Hole, USA. James R. Gilbert is affiliated with the Department of Wildlife, Fisheries, and Conservation Biology, emeritus, at University of Maine, in Orono, USA. Patrick N. Halpin is affiliated with the Marine Geospatial Ecology Lab, at Nicholas School of the Environment, Duke University, in Durham, USA. David W. Johnston is affiliated with the Division of Marine Science and Conservation, at Nicholas School of the Environment, Duke University Marine Lab, in Beaufort, USA
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