Quantification of Off-Channel Inundated Habitat for Pacific Chinook Salmon (Oncorhynchus tshawytscha) along the Sacramento River, California, Using Remote Sensing Imagery

Bellido-Leiva, Francisco J.; Lusardi, Robert A.; Lund, Jay R.

doi:10.3390/rs14061443

Title: Quantification of Off-Channel Inundated Habitat for Pacific Chinook Salmon (Oncorhynchus tshawytscha) along the Sacramento River, California, Using Remote Sensing Imagery

Journal Article · Thu Mar 17 00:00:00 EDT 2022 · Remote Sensing

DOI:https://doi.org/10.3390/rs14061443· OSTI ID:1981180

^[1];

^[1]; Lund, Jay R. ^[1]

University of California, Davis, CA (United States)

Off-channel areas are one of the most impacted aquatic habitats by humans globally, as extensive agricultural and urban development has limited them to roughly 10% of historical extent. This is also true for California’s Sacramento River Valley, where historically frequent widespread inundation has been reduced to a few off-channel water bodies along the mid-Sacramento River. This remaining shallow-water habitat provides crucial ecological benefits to multiple avian and fish species, but especially to floodplain-adapted species such as Chinook salmon (Oncorhynchus tshawytscha). Characterizing spatiotemporal off-channel dynamics, including inundation extent and residence time, is fundamental to better understanding the intrinsic value of such habitats and their potential to support recovery actions. Remote sensing techniques have been increasingly used to map surface water at regional and local scales, with improved resolutions. As such, this study maps off-channel inundation areas and describes their temporal dynamics by analyzing pixel-based time- series of multiple water indices, modified Normalized Difference Water Index (mNDWI) and the Automated Water Extraction Index (AWEI), generated from LandSat-8 and Sentinel-2 data between 2013–2021. Quantified off-channel area was similar with each water index and method used, but improved performance was associated with Sentinel-2 products and AWEI index to identify wetted areas under lower mainstem discharges. Results indicate an uneven distribution of off-channel habitat in the study area, with limited inundated areas in upstream reaches (<16% of total off-channel area for greater flows). In addition, much less habitat exists for flows under 400 m³/s, an important migration cue for endangered winter-run Chinook salmon, limiting juvenile access to areas with enhanced rearing conditions. Off-channel habitat residence times averaged between 7 and 16 days, primarily defined by the rate of receding flows, with rapid flow recession providing marginal off-channel habitat. This study shows reasonable performance of moderate resolution LandSat-8 and Sentinel-2 remote sensing imagery to characterize shallow-water inundated habitat in higher-order rivers, and as a method to inform restoration and native fish recovery efforts.

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Research Organization:: Univ. of California, Oakland, CA (United States)

Sponsoring Organization:: USDOE Office of International Affairs (IA)

Grant/Contract Number:: IA0000018

OSTI ID:: 1981180

Journal Information:: Remote Sensing, Vol. 14, Issue 6; ISSN 2072-4292

Publisher:: MDPICopyright Statement

Country of Publication:: United States

Language:: English

References (73)

An efficient method for mapping flood extent in a coastal floodplain using Landsat TM and DEM data Wang, Y.; Colby, J. D.; Mulcahy, K. A. International Journal of Remote Sensing, Vol. 23, Issue 18 https://doi.org/10.1080/01431160110114484	journal	January 2002
The use of remotely sensed data to detect channel hydromorphology; River Tummel, Scotland Gilvear, David J.; Davids, Corine; Tyler, Andrew N. River Research and Applications, Vol. 20, Issue 7 https://doi.org/10.1002/rra.792	journal	December 2004
An assessment of the use of remote sensing to map habitat features important to sustaining lamprey populations Gilvear, D. J.; Sutherland, P.; Higgins, T. Aquatic Conservation: Marine and Freshwater Ecosystems, Vol. 18, Issue 6 https://doi.org/10.1002/aqc.876	journal	September 2008
Ecological connectivity in alluvial river ecosystems and its disruption by flow regulation Ward, J. V.; Stanford, J. A. Regulated Rivers: Research & Management, Vol. 11, Issue 1 https://doi.org/10.1002/rrr.3450110109	journal	September 1995
Shifting habitat mosaics and fish production across river basins Brennan, Sean R.; Schindler, Daniel E.; Cline, Timothy J. Science, Vol. 364, Issue 6442 https://doi.org/10.1126/science.aav4313	journal	May 2019
Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery Xu, Hanqiu International Journal of Remote Sensing, Vol. 27, Issue 14 https://doi.org/10.1080/01431160600589179	journal	July 2006
A Riverscape Analysis Tool Developed to Assist Wild Salmon Conservation Across the North Pacific Rim Whited, Diane C.; Kimball, John S.; Lucotch, John A. Fisheries, Vol. 37, Issue 7 https://doi.org/10.1080/03632415.2012.696009	journal	July 2012
Adaptation to natural flow regimes Lytle, David A.; Poff, N. LeRoy Trends in Ecology & Evolution, Vol. 19, Issue 2 https://doi.org/10.1016/j.tree.2003.10.002	journal	February 2004
A Remote-Sensing, GIS-Based Approach to Identify, Characterize, and Model Spawning Habitat for Fall-Run Chum Salmon in a Sub-Arctic, Glacially Fed River Wirth, Lisa; Rosenberger, Amanda; Prakash, Anupma Transactions of the American Fisheries Society, Vol. 141, Issue 5 https://doi.org/10.1080/00028487.2012.692348	journal	September 2012
Analysis of Dynamic Thresholds for the Normalized Difference Water Index Ji, Lei; Zhang, Li; Wylie, Bruce Photogrammetric Engineering & Remote Sensing, Vol. 75, Issue 11 https://doi.org/10.14358/PERS.75.11.1307	journal	November 2009
Passive optical remote sensing of river channel morphology and in-stream habitat: Physical basis and feasibility Legleiter, Carl J.; Roberts, Dar A.; Marcus, W. Andrew Remote Sensing of Environment, Vol. 93, Issue 4 https://doi.org/10.1016/j.rse.2004.07.019	journal	December 2004
Riverine landscape diversity Ward, J. V.; Tockner, K.; Arscott, D. B. Freshwater Biology, Vol. 47, Issue 4 https://doi.org/10.1046/j.1365-2427.2002.00893.x	journal	April 2002
The effect of water level on lateral movements of fish between river and off-channel habitats and implications for management Lyon, Jarod; Stuart, Ivor; Ramsey, David Marine and Freshwater Research, Vol. 61, Issue 3 https://doi.org/10.1071/MF08246	journal	January 2010
Relating wetland inundation to river flow using Landsat TM data Frazier, P.; Page, K.; Louis, J. International Journal of Remote Sensing, Vol. 24, Issue 19 https://doi.org/10.1080/0143116021000023916	journal	January 2003
Evaluation of Landsat 8 OLI imagery for unsupervised inland water extraction Xie, Huan; Luo, Xin; Xu, Xiong International Journal of Remote Sensing, Vol. 37, Issue 8 https://doi.org/10.1080/01431161.2016.1168948	journal	April 2016
Zooplankton ecology and trophic resources for rearing native fish on an agricultural floodplain in the Yolo Bypass California, USA Corline, Nicholas J.; Sommer, Ted; Jeffres, Carson A. Wetlands Ecology and Management, Vol. 25, Issue 5 https://doi.org/10.1007/s11273-017-9534-2	journal	February 2017
Climate, Hydrologic Disturbance, and Succession: Drivers of Floodplain Pattern Whited, Diane C.; Lorang, Mark S.; Harner, Mary J. Ecology, Vol. 88, Issue 4 https://doi.org/10.1890/05-1149	journal	April 2007
One size does not fit all: variation in thermal eco-physiology among Pacific salmonids Zillig, Kenneth W.; Lusardi, Robert A.; Moyle, Peter B. Reviews in Fish Biology and Fisheries, Vol. 31, Issue 1 https://doi.org/10.1007/s11160-020-09632-w	journal	January 2021
Detecting, Extracting, and Monitoring Surface Water From Space Using Optical Sensors: A Review Huang, Chang; Chen, Yun; Zhang, Shiqiang Reviews of Geophysics, Vol. 56, Issue 2 https://doi.org/10.1029/2018RG000598	journal	June 2018
Remote sensing analysis of physical complexity of North Pacific Rim rivers to assist wild salmon conservation Luck, Matthew; Maumenee, Niels; Whited, Diane Earth Surface Processes and Landforms, Vol. 35, Issue 11 https://doi.org/10.1002/esp.2044	journal	July 2010
The science and practice of river restoration: THE SCIENCE AND PRACTICE OF RIVER RESTORATION Wohl, Ellen; Lane, Stuart N.; Wilcox, Andrew C. Water Resources Research, Vol. 51, Issue 8 https://doi.org/10.1002/2014WR016874	journal	August 2015
Size, growth, and origin-dependent mortality of juvenile Chinook salmon Oncorhynchus tshawytscha during early ocean residence Woodson, Le; Wells, Bk; Weber, Pk Marine Ecology Progress Series, Vol. 487 https://doi.org/10.3354/meps10353	journal	July 2013
Validating alternative methodologies to estimate the regime of temporary rivers when flow data are unavailable Gallart, F.; Llorens, P.; Latron, J. Science of The Total Environment, Vol. 565 https://doi.org/10.1016/j.scitotenv.2016.05.116	journal	September 2016
Unimpaired and Regulated Discharge in the Sacramento River Basin, California Shelton, M. L. Yearbook of the Association of Pacific Coast Geographers, Vol. 57, Issue 1 https://doi.org/10.1353/pcg.1995.0012	journal	January 1995
Landfalling Atmospheric Rivers, the Sierra Barrier Jet, and Extreme Daily Precipitation in Northern California’s Upper Sacramento River Watershed Ralph, F. Martin; Cordeira, Jason M.; Neiman, Paul J. Journal of Hydrometeorology, Vol. 17, Issue 7 https://doi.org/10.1175/JHM-D-15-0167.1	journal	July 2016
Mapping spatio-temporal flood inundation dynamics at large river basin scale using time-series flow data and MODIS imagery Huang, Chang; Chen, Yun; Wu, Jianping International Journal of Applied Earth Observation and Geoinformation, Vol. 26 https://doi.org/10.1016/j.jag.2013.09.002	journal	February 2014
Monitoring the effectiveness of floodplain habitat restoration: A review of methods and recommendations for future monitoring Roni, Philip; Hall, Jason E.; Drenner, S. Matthew WIREs Water, Vol. 6, Issue 4 https://doi.org/10.1002/wat2.1355	journal	June 2019
Reach Scale Hydraulic Assessment of Instream Salmonid Habitat Restoration Lacey, R. W.; Millar, Robert G. Journal of the American Water Resources Association, Vol. 40, Issue 6 https://doi.org/10.1111/j.1752-1688.2004.tb01611.x	journal	December 2004
Effects of flow variation on channel and floodplain biota and habitats of the Sacramento River, California, USA Sommer, Ted R.; Harrell, William C.; Solger, Anke Mueller Aquatic Conservation: Marine and Freshwater Ecosystems, Vol. 14, Issue 3 https://doi.org/10.1002/aqc.620	journal	May 2004
Extending water resources performance metrics to river ecosystems Lane, Belize; Pablo Ortiz-Partida, J.; Sandoval-Solis, Samuel Ecological Indicators, Vol. 114 https://doi.org/10.1016/j.ecolind.2020.106336	journal	July 2020
Juvenile Chinook salmon (Oncorhynchus tshawytscha) growth in off-channel and main-channel habitats on the Sacramento River, CA using otolith increment widths Limm, Michael P.; Marchetti, Michael P. Environmental Biology of Fishes, Vol. 85, Issue 2 https://doi.org/10.1007/s10641-009-9473-8	journal	April 2009
The influence of flood cycle and fish predation on invertebrate production on a restored California floodplain Grosholz, Edwin; Gallo, Erika Hydrobiologia, Vol. 568, Issue 1 https://doi.org/10.1007/s10750-006-0029-z	journal	June 2006
Effects of atmospheric river landfalls on the cold season precipitation in California Kim, Jinwon; Waliser, Duane E.; Neiman, Paul J. Climate Dynamics, Vol. 40, Issue 1-2 https://doi.org/10.1007/s00382-012-1322-3	journal	March 2012
Modeling the effect of habitat availability and quality on endangered winter-run Chinook salmon (Oncorhynchus tshawytscha) production in the Sacramento Valley Bellido-Leiva, F. J.; Lusardi, Robert A.; Lund, Jay R. Ecological Modelling, Vol. 447 https://doi.org/10.1016/j.ecolmodel.2021.109511	journal	May 2021
Using optimization to develop a “designer” environmental flow regime Horne, Avril; Kaur, Simranjit; Szemis, Joanna Environmental Modelling & Software, Vol. 88 https://doi.org/10.1016/j.envsoft.2016.11.020	journal	February 2017
The California Environmental Flows Framework: Meeting the Challenges of Developing a Large-Scale Environmental Flows Program Stein, Eric D.; Zimmerman, Julie; Yarnell, Sarah M. Frontiers in Environmental Science, Vol. 9 https://doi.org/10.3389/fenvs.2021.769943	journal	October 2021
Designing flows to resolve human and environmental water needs in a dam-regulated river Chen, William; Olden, Julian D. Nature Communications, Vol. 8, Issue 1 https://doi.org/10.1038/s41467-017-02226-4	journal	December 2017
Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery Feyisa, Gudina L.; Meilby, Henrik; Fensholt, Rasmus Remote Sensing of Environment, Vol. 140 https://doi.org/10.1016/j.rse.2013.08.029	journal	January 2014
Ecologically Functional Floodplains: Connectivity, Flow Regime, and Scale ¹ : E Opperman, Jeffrey J.; Luster, Ryan; McKenney, Bruce A. JAWRA Journal of the American Water Resources Association, Vol. 46, Issue 2 https://doi.org/10.1111/j.1752-1688.2010.00426.x	journal	March 2010
Application of airborne multispectral digital imagery to quantify riverine habitats at different base flows Whited, D.; Stanford, J. A.; Kimball, J. S. River Research and Applications, Vol. 18, Issue 6 https://doi.org/10.1002/rra.695	journal	January 2002
Riverine flood plains: present state and future trends Tockner, Klement; Stanford, Jack A. Environmental Conservation, Vol. 29, Issue 3 https://doi.org/10.1017/S037689290200022X	journal	September 2002
Estimate of flood inundation and retention on wetlands using remote sensing and GIS Chen, Yun; Wang, Bing; Pollino, Carmel A. Ecohydrology https://doi.org/10.1002/eco.1467	journal	January 2014
Historical Abundance and Decline of Chinook Salmon in the Central Valley Region of California Yoshiyama, Ronald M.; Fisher, Frank W.; Moyle, Peter B. North American Journal of Fisheries Management, Vol. 18, Issue 3 https://doi.org/10.1577/1548-8675(1998)018<0487:HAADOC>2.0.CO;2	journal	August 1998
The Mekong from satellite imagery: A quick look at a large river Gupta, Avijit; Liew, S. C. Geomorphology, Vol. 85, Issue 3-4 https://doi.org/10.1016/j.geomorph.2006.03.036	journal	March 2007
Kinematic and Thermodynamic Structures of Sierra Barrier Jets and Overrunning Atmospheric Rivers during a Landfalling Winter Storm in Northern California Kingsmill, David E.; Neiman, Paul J.; Moore, Benjamin J. Monthly Weather Review, Vol. 141, Issue 6 https://doi.org/10.1175/MWR-D-12-00277.1	journal	June 2013
Regional scale flood modeling using NEXRAD rainfall, GIS, and HEC-HMS/RAS: a case study for the San Antonio River Basin Summer 2002 storm event Knebl, M. R.; Yang, Z. -L.; Hutchison, K. Journal of Environmental Management, Vol. 75, Issue 4 https://doi.org/10.1016/j.jenvman.2004.11.024	journal	June 2005
Priming the productivity pump: flood pulse driven trends in suspended algal biomass distribution across a restored floodplain Ahearn, Dylan S.; Viers, Joshua H.; Mount, Jeffrey F. Freshwater Biology, Vol. 51, Issue 8 https://doi.org/10.1111/j.1365-2427.2006.01580.x	journal	August 2006
Analysis of Landsat-8 OLI imagery for land surface water mapping Du, Zhiqiang; Li, Wenbo; Zhou, Dongbo Remote Sensing Letters, Vol. 5, Issue 7 https://doi.org/10.1080/2150704X.2014.960606	journal	July 2014
Floodplain rearing of juvenile chinook salmon: evidence of enhanced growth and survival Sommer, T. R.; Nobriga, M. L.; Harrell, W. C. Canadian Journal of Fisheries and Aquatic Sciences, Vol. 58, Issue 2 https://doi.org/10.1139/f00-245	journal	February 2001
Detection of Shallow Water area with Machine Learning Algorithms Yagmur, N.; Musaoglu, N.; Taskin, G. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XLII-2/W13 https://doi.org/10.5194/isprs-archives-XLII-2-W13-1269-2019	journal	June 2019
Fish, Flows and Flood Plains: Links between Freshwater Fishes and their Environment in the Murray-Darling River System, Australia Humphries, Paul; King, Alison J.; Koehn, John D. Environmental Biology of Fishes, Vol. 56, Issue 1-2 https://doi.org/10.1023/A:1007536009916	journal	September 1999
Optimization tools for environmental water decisions: A review of strengths, weaknesses, and opportunities to improve adoption Horne, Avril; Szemis, Joanna M.; Kaur, Simranjit Environmental Modelling & Software, Vol. 84 https://doi.org/10.1016/j.envsoft.2016.06.028	journal	October 2016
Estimation of Juvenile Salmon Habitat in Pacific rim Rivers Using Multiscalar Remote Sensing and Geospatial Analysis Whited, D. C.; Kimball, J. S.; Lorang, M. S. River Research and Applications, Vol. 29, Issue 2 https://doi.org/10.1002/rra.1585	journal	October 2011
Oversummer growth and survival of juvenile coho salmon ( Oncorhynchus kisutch ) across a natural gradient of stream water temperature and prey availability: an in situ enclosure experiment Lusardi, Robert A.; Hammock, Bruce G.; Jeffres, Carson A. Canadian Journal of Fisheries and Aquatic Sciences, Vol. 77, Issue 2 https://doi.org/10.1139/cjfas-2018-0484	journal	February 2020
Functional Flows in Modified Riverscapes: Hydrographs, Habitats and Opportunities Yarnell, Sarah M.; Petts, Geoffrey E.; Schmidt, John C. BioScience, Vol. 65, Issue 10 https://doi.org/10.1093/biosci/biv102	journal	August 2015
Modelling spatial‐temporal change of Poyang Lake using multitemporal Landsat imagery Hui, Fengming; Xu, Bing; Huang, Huabing International Journal of Remote Sensing, Vol. 29, Issue 20 https://doi.org/10.1080/01431160802060912	journal	September 2008
Linkages between flow regime, biota, and ecosystem processes: Implications for river restoration Palmer, Margaret; Ruhi, Albert Science, Vol. 365, Issue 6459 https://doi.org/10.1126/science.aaw2087	journal	September 2019
Decision analysis for greater insights into the development and evaluation of Chinook salmon restoration strategies in California's Central Valley Peterson, James T.; Duarte, Adam Restoration Ecology, Vol. 28, Issue 6 https://doi.org/10.1111/rec.13244	journal	October 2020
Ephemeral floodplain habitats provide best growth conditions for juvenile Chinook salmon in a California river Jeffres, Carson A.; Opperman, Jeff J.; Moyle, Peter B. Environmental Biology of Fishes, Vol. 83, Issue 4 https://doi.org/10.1007/s10641-008-9367-1	journal	June 2008
Google Earth Engine: Planetary-scale geospatial analysis for everyone Gorelick, Noel; Hancher, Matt; Dixon, Mike Remote Sensing of Environment, Vol. 202 https://doi.org/10.1016/j.rse.2017.06.031	journal	December 2017
Detrital food web contributes to aquatic ecosystem productivity and rapid salmon growth in a managed floodplain Jeffres, Carson A.; Holmes, Eric J.; Sommer, Ted R. PLOS ONE, Vol. 15, Issue 9 https://doi.org/10.1371/journal.pone.0216019	journal	September 2020
Open Surface Water Mapping Algorithms: A Comparison of Water-Related Spectral Indices and Sensors Zhou, Yan; Dong, Jinwei; Xiao, Xiangming Water, Vol. 9, Issue 4 https://doi.org/10.3390/w9040256	journal	April 2017
Open surface water index: a novel approach for surface water mapping and extraction using multispectral and multisensory data Mishra, Vikash Kumar; Pant, Triloki Remote Sensing Letters, Vol. 11, Issue 11 https://doi.org/10.1080/2150704X.2020.1804085	journal	September 2020
Riverine landscapes: Biodiversity patterns, disturbance regimes, and aquatic conservation Ward, J. V. Biological Conservation, Vol. 83, Issue 3 https://doi.org/10.1016/S0006-3207(97)00083-9	journal	March 1998
Modelling stage—discharge relationships affected by hysteresis using the Jones formula and nonlinear regression Petersen-ØVerleir, Asgeir Hydrological Sciences Journal, Vol. 51, Issue 3 https://doi.org/10.1623/hysj.51.3.365	journal	June 2006
A functional flows approach to selecting ecologically relevant flow metrics for environmental flow applications Yarnell, Sarah M.; Stein, Eric D.; Webb, J. Angus River Research and Applications, Vol. 36, Issue 2 https://doi.org/10.1002/rra.3575	journal	January 2020
Accurate extraction of surface water in complex environment based on Google Earth Engine and Sentinel-2 Li, Jianfeng; Peng, Biao; Wei, Yulu PLOS ONE, Vol. 16, Issue 6 https://doi.org/10.1371/journal.pone.0253209	journal	June 2021
Migration Patterns of Juvenile Winter-run-sized Chinook Salmon (Oncorhynchus tshawytscha) through the Sacramento–San Joaquin Delta [Migration Patterns of Juvenile Winter-run-sized Chinook Salmon (Oncorhynchus tshawytscha) through the Sacramento–San Joaquin Delta] del Rosario, Rosalie B.; Redler, Yvette J.; Newman, Ken San Francisco Estuary and Watershed Science, Vol. 11, Issue 1 https://doi.org/10.15447/sfews.2013v11iss1art3	journal	March 2013
The shifting habitat mosaic of river ecosystems Stanford, J. A.; Lorang, M. S.; Hauer, F. R. SIL Proceedings, 1922-2010, Vol. 29, Issue 1 https://doi.org/10.1080/03680770.2005.11901979	journal	March 2005
Hydromorphological attributes for all Australian river reaches derived from Landsat dynamic inundation remote sensing Hou, Jiawei; van Dijk, Albert I. J. M.; Renzullo, Luigi J. Earth System Science Data, Vol. 11, Issue 3 https://doi.org/10.5194/essd-11-1003-2019	journal	July 2019
Assessment of surface and sub-surface waterlogged areas in irrigation command areas of Bihar state using remote sensing and GIS Chowdary, V. M.; Chandran, R. Vinu; Neeti, N. Agricultural Water Management, Vol. 95, Issue 7 https://doi.org/10.1016/j.agwat.2008.02.009	journal	July 2008
Application of time series of remotely sensed normalized difference water, vegetation and moisture indices in characterizing flood dynamics of large-scale arid zone floodplains Mohammadi, Abbas; Costelloe, Justin Francis; Ryu, Dongryeol Remote Sensing of Environment, Vol. 190 https://doi.org/10.1016/j.rse.2016.12.003	journal	March 2017
Dynamics of Surface‐Water Connectivity in a Low‐Gradient Meandering River Floodplain Czuba, Jonathan A.; David, Scott R.; Edmonds, Douglas A. Water Resources Research, Vol. 55, Issue 3 https://doi.org/10.1029/2018WR023527	journal	March 2019

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54 ENVIRONMENTAL SCIENCES
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off-channel habitat mapping
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Title: Quantification of Off-Channel Inundated Habitat for Pacific Chinook Salmon (Oncorhynchus tshawytscha) along the Sacramento River, California, Using Remote Sensing Imagery

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