Use of satellite data in habitat classification for protected resources Evan A. Howell, Jeffrey J. Polovina, Hidetada Kiyofuji Ecosystems and Oceanography.

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Presentation transcript:

Use of satellite data in habitat classification for protected resources Evan A. Howell, Jeffrey J. Polovina, Hidetada Kiyofuji Ecosystems and Oceanography Division Pacific Island Fisheries Science Center

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Contents Satellite data – Why is it useful in habitat studies? Create Regional Indicators/Indicators of features Bigeye Tuna Monk Seals Loggerhead Turtles Current Projects Summary

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Satellite data Uses: Regional Indicators/Indicator of features Ecosystem/Habitat Studies Why use satellite data: Basin scale coverage Many near real-time products available Easy incorporation to models/studies (In house processing/storage of multiple products by PIFSC OceanWatch node)

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Regional Indicators Use satellite data to monitor meso/basin scale changes in different regions across Pacific EOF Analysis of SSH provides index of regional conditions

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Built easily from SSH data Indicative of subsurface changes, can be used as proxy for subsurface conditions Less observed variability than SST or SLP based ENSO indicators Can be used in Habitat analyses (e.g. Bigeye at Palmyra) Regional Indicators EOF of equatorial region indicator of ENSO events

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Palmyra Area small but important area for longline fishery Regional Indicators – Bigeye Habitat Palmyra Area small but important area for longline fishery Apparent correlation between bigeye cpue and El Niño Indicator (eyeball method) Palmyra Area small but important area for longline fishery Apparent correlation between bigeye cpue and El Niño Indicator (eyeball method) Incorporate indicator into GAM model (cpue~x,y,t,EOF) Palmyra Area small but important area for longline fishery Apparent correlation between bigeye cpue and El Niño Indicator (eyeball method) Incorporate indicator into GAM model (cpue~x,y,t,EOF) Model results show higher bigeye CPUE occurs in El Niño years

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Indicators of features Basin wide feature with 1000 km north-south migration Southern minimum ~February Northern maximum ~August Boundary hi surf chl lo chl TZCF represent key migration and forage habitat for loggerhead turtles, albacore tunas, and monk seals

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Hawaiian Monk Seals Born and weaned in NWHI Juvenile survival focus of study for many years Born and weaned in NWHI Juvenile survival focus of study for many years Mortalities due to starvation are observed

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Hypotheses: TZCF winter lat - correlated with MS survival Effect should be strongest at northernmost atolls Should involve time lag Indicators of features – TZCF

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Can use 18°C SST as proxy for TZCF (180°-160°W Jan-Feb Winter SST then matched to MS Data ( ) Use this indicator as model effect for MS survival Indicators of features – TZCF|SST

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Juvenile survival* (top) dependent on southern position of SST/TZCF front (2 year lag in indicator) Pups born in show decline in survival Should see increase in survival based on indicator rise from 2004 *1&2 yr old: Lisianski/PHR/Midway/Kure *3&4 yr old: PHR/Midway/Kure Indicators of features – TZCF|SST

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Tag affixed to turtle’s shell with epoxy Animal released, tag transmits to ARGOS satellite, which is then processed and sent to our computers Animals tagged are either ones caught in fishery or ones raised in captivity What comes in is raw location (x,y) data What about the env is important? Turtles from Japan Assessing juvenile loggerhead “hot spots”

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 MODIS primary productivity (BF model) Quarters Productive area moves south in winter, north in fall The Kuroshio Extension Bifurcation Region

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Geostrophic currents and ocean color for September 6-13, 2003 Geostrophic currents and ocean color for March 5- 12, 2004 The Kuroshio Extension Bifurcation Region Turtles follow front rather than currents

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 The Kuroshio Extension Bifurcation Region Turtles follow front (red) rather than currents (blue)

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Albacore tuna habitat mapping Creating maps of albacore pref habitat from env. Data (SST, SSH, Chl a Have Japanese longline albacore data from Get habitat ranges from histograms of environmental data to build habitat maps

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Albacore tuna habitat mapping Example of a simple prediction map for albacore tuna from environmental variables Future work involving gradation map (% pot habitat)

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006 Quick Summary The Ecosystems and Oceanography Division incorporates satellite remotely-sensed data into many habitat studies Satellite data provides us with a basin wide snapshot of environmental conditions from multiple angles on various time scales These data can be used to build indicators and/or incorporated directly into habitat studies These data will only increase in their value as coverage/abilities progress

Pacific Island Fisheries Science Center Ecosystems and Oceanography Division – E.A. Howell, May, 2006

Central North Pacific releases Japan releases Assessing juvenile loggerhead “hot spots”