Mix of species KEPT on 1512 observed Trawl trips, consisting of 20,420 tows, 2005 Trawl Kept (all meshes) Am Plaice Bluefish yellowtail flounder witch flounder Black Sea Bass cod Butterfish dogfish fluke winter flounder windowpane haddock white hake tilefish halibut skate herring silver hake scup scallop red hake redfish Illex Loligo Pollock Red crab monkfish mackerel Ocean Pout Individual trips are less variable than the aggregate shown here. However this graph illustrates the wide variety of species routinely landed in the New England Region. Proportions are based on weight. Mix of species DISCARDED on 1512 observed Trawl trips, consisting of 20,420 tows, 2005 Discards, Trawl Total Am Plaice Butterfish yellowtail flounder witch flounder windowpane winter flounder white hake tilefish Black Sea Bass Bluefish cod dogfish haddock mackerel fluke Loligo halibut herring monkfish Illex Ocean Pout Red crab Pollock redfish red hake scallop scup silver hake skate Discards are driven by market value, permits (not all fishermen can land all species), trip limits (max wt per trip) and minimum size limits. Comparison of observed kept and discards for 2005 from the total Trawl fishery Trawl Kept (all meshes) Discards, Trawl Total Am Plaice witch flounder windowpane winter flounder Bluefish yellowtail flounder witch flounder Am Plaice Butterfish yellowtail flounder white hake Black Sea Bass cod Butterfish dogfish fluke tilefish Black Sea Bass Bluefish cod dogfish haddock mackerel fluke Loligo halibut herring monkfish Illex Ocean Pout Red crab Pollock redfish red hake scallop winter flounder scup windowpane silver hake haddock white hake tilefish halibut skate herring silver hake scup scallop red hake redfish Illex Loligo Pollock Red crab monkfish mackerel Ocean Pout skate Is the environment changing or are we seeing the long term genetic effects of fishing? Calm conditions prevail during typical sea day Witch flounder mean weights at age in the catch 0.8 Mean weight (kg) at age 0.7 0.6 Age 8 0.5 Age 7 0.4 Age 6 0.3 Age 5 Age 4 0.2 0.1 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008 Year Changes in Average Weight at Age • Reductions in average weight at age are evident for a number of stocks – Georges Bank Cod and Haddock – Gulf of Maine Winter flounder, Plaice, and Witch flounder • Appear for stocks at both high and low abundance levels • Causal mechanisms unknown but could include – – – – Environmental change Density dependence Earlier maturation/genetic selection All of the above and more • Implications if patterns persist – Lower yields – Slower rebuilding – Possible changes in rebuilding targets when re-evaluated in 2008 Total Closed Area: 20,187 km2 CA-I = 3,960 CA-II = 6,927 NLS = 6,275 WGOM = 3,025 1996 Does space matter? WGOM Canada CA-I New England Closed Areas CA-II NLS USA 1994: CA-I CA-II NLS “Rolling Closures” June In addition to Year-round closures May April OctNov. March May “A committee has been called a cul-de-sac into which ideas are lured to be quietly strangled.” George Will 4000+ Observed Trawl Tows 20012002 # ## # # # # ## ### # # # # # # # ## # # # ### # # # # ## ## # # ## # # ## # # # # # ## # # # ## # # ## # # ## # ## # # # # ###### # # ## # # ### # # ### ## ## # # # # # # # # ## # ## # ## # # # ## # # # # # # ## # # # ##### ### # ## ## ###### ### # #### # # # # # # #### # # # # # # # # # # # # # # # # ### # ## # # ##### # ## # ## # ## ### # ## # # # # # # # ### # # ## # # # ## # # # # ## # # # # # # # # ## # # # ### # # # ## # # # # # # # # # # ## ## # # ## # ## #### ## # # # # # #### #### ## ## ## # # ## ##### # ### #### # ## # # ### # # ### # # # # # # # # # ### ## ## ## # # # # # # # # # # # ### ## # # # # # # ### # # # # # # # # # # # ## ## # ## # ## # # # # ## #### # # # ## # # # # # # # # # # # # ###### # ##### ## # # # # # ## ## # # ## # # # #### # ## ## ## # # # # # # # # # ## # # # ## # # # ## ## ## ## ### ##### # # ## # #### # ## ## ### # # ### # # ## ## ## ## # # # ### ## ## # # # # # # # # ## ### # # ## ## # # ## ### # ### # ## # # ### ## # # # ## # ## ## #### ### # # ## # # ### # ### ### # #### # ## ## ### ## ## ### ## # # # # ## # # # # # # # # # # # # ## ## ## # ## ## ### ## ## ## ## # # # ## ## # ### ### ### ### # # # # # ## ##### ### # # # # # # # # # ## ## # # ## ## ### # # ## ## # ## ## # # # # # # # # # # # # # # ## ## # # # # # # # # # # # ### ## # ### # # ## ## # #### ### ## ## # # # # # # # # # # # # # ### # # # # # # # # # # # # # # # # # # # # # # ## # ### # ### # ## # # ### ## # # ## ########## ## # # # ## ##### # ## # ## # # # # # # # # ## ## ## ### ## # # # ## # ### ## # # # # # # # # # # # # # # ## # ## # # # # # ##### ### #### # ## # ## # ## ## # # # ###### # ## ## # #### # ## # #### #### ## # ## ## # ### # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ## # # ### # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ## ## # # # # ## # ## # ## ##### # ## # ### ## ## # # ## # ## ## #### ## #### # # # # # # # # # # # # ### #### ## ## # ## #### # # # # ## # ## # # #### # ## # # ## ## ## # #### ## # # ## ## # ## #### # ## # # # ## # #### #### #### # # # # ## # ### ### # # #### # # # # # #### ## ####### ### # # ## ## # ### # # ## ### ## #### ### # # # # # # # # # # # # # # # # # # # ## ## ### ### ## # ####### # # ### ### ## #### # ## ## # # # # # # ### #### # ## # ## # ### # # #### #### # #### ##### # ### #### ## # # ## # # # # # # # # # # # # # ## # # # # # # # # # # # # # # ## # # ##### # # # ### ### ### ## # # #### ## # # # ### ## # # #### # ## # ## # ## # ## # # ### ## # # # ## ## ## ## ### # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ### ## # # ## ## ## #### ## ### ### #### ## #### # ## ## ## # ## # ## # #### ### ##### #### ## #### ### ## ## ## ## ## # ## ### ### ### # ## ##### # ## ## # # # # ## # #### ## # # ## #### # # # #### # ## ## # ###### # ### # # ## # ## # #### ## #### ## ### # ### ### ## ### ### ## ## ### ## ## ## ## # #### ## ## ## # ## # ## # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ## # # ## ### # # ### ## ## ### ## ## ## # # #### ## #### ## #### ## ## ### # # # # ### # # # # # # # # # # # # # # # # # # # # # ## ## ## ## # # ###### # ######## ### # # ### ## ## ## ### ## # # # ### #### #### ## # # # ## # ## # #### #### ## ##### ####### ##### ## ## ### ### ### ## ## ### ## ### ## ## ### ## ## ## ### ## ## ## ## ## # # # ## ## ## # # # # ## # # # # # # # # # # # # # ## # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # ### # ## #### ### #### ## #### # # ### ### # ####### # #### ## # ### ## ## ## ## ## ## ## # # # # # # # # # # # # # ## ## ###### ## ###### # ## ## # # # # # # # # # # #### ## ## ## # ## ## # ## # # # # # # ## # ### ## ### ### # # # ## # # ### # # ## ## ### ## #### # ## # ## ## #### ## ## ## # # # # ### ## ### ## ## #### ## ## ## ## # # # # # ## ## # # ## ## ## ## ## ## ## ## ## ## ## # ### # # ## # # # # # # ## # # # # # # # # # # # # ## ### ### ## ## ## ## ## ## ## ## ### ## # # # # # ## ## ## # ## ### ## # # # ### ## ## ## ## # ### ##### ## # # # # # # # # # ## # ## ## ## # ### #### ## # ## # # #### ## ## ### # ### # ## #### ## ## ## # ### # # # #### # ## # # # ### # # # ## #### ### # ######## # # ## # ## # # # ## # ### ## # ### # # # # # ## #### # # # # ## # # # ### # ### # # ## # ## # ## ### # # # # 0 lbs. 0.1-500 lbs. 501-1000 lbs 1001-3000 lbs. 3001-7500 lbs Haddock kg/haul How Much Catch & Effort is Proximate to CA-I? Cumulative Distribution Function 1.0 0.8 0.6 Haddock Catch Total Hours Towed All Species Catch 0.4 0.2 0.0 0 20 40 60 80 100 120 140 160 180 200 Distance to Closed Area I Jensen’s Inequality • Function of the mean is less than or equal to the mean of the function • Relevance—fishermen focus on highest concentrations of fish that can be found, subject to cost constraints and regulations • Gradients – Space –closure areas – Target of age classes – School effects • Mixture of populations – Open area with refuge – Closed area with leakage – Try to describe with an average population Jensen’s Inequality: Application to a spatial fishery G ( x ) G ( x) pdf ( x) dx where x x pdf ( x) dx Suppose x is the average relative density at some location y and G(x) is the amount of fishing effort expended to catch x at location y. Total landings are proportional to the product of fishing effort and local concentration so that the total yield is Landings1 x G ( x) pdf ( x) dx Where α is a proportionality constant that scales the relative density x to true population size. Jensen’s Inequality: Application to a spatial fishery If we incorrectly assume that landings have been extracted from a population whose relative size is defined by xbar, Landings2 ' x G( x ) Since landings and relative density are an observed quantities, then Landings1=Landings2. This means that α’>α to compensate for the fact that G ( x ) G ( x) pdf ( x) dx Therefore a non-spatial treatment of average density COULD lead to an overestimate of the population size. A Scallop Example • The reopening of Closed Area II in 1999 • Had been closed for since December 1994 • Vessel Monitoring Systems for entire fleet • High observer coverage • Scallop fishery subjected to – Individual trip limits (10 k lb) – Overall yellowtail flounder bycatch cap -74 -68 -66 42.5 41.2 41.2 39.9 39.9 MAY 1999 38.6 38.6 May 1999 37.3 36.0 -76 37.3 -74 -72 -70 Longitude -68 36.0 -66 Latitude Latitude -76 42.5 Longitude -72 -70 -74 -68 -66 42.5 41.2 41.2 39.9 39.9 JUN 1999 38.6 38.6 Jun 1999 37.3 36.0 -76 37.3 -74 -72 -70 Longitude -68 36.0 -66 Latitude Latitude -76 42.5 Longitude -72 -70 Area II Reporting Locations: Weeks 25-26 41.5 > 2500 lb/day 1850-2500 lb/day 1500-1850 lb/day 1100-1500 lb/day < 1100 lb/day 41.4 41.3 41.2 41.1 41.0 -67.50 -67.25 -67.00 -66.75 Longitude (deg) -66.50 -66.25 -74 -68 -66 42.5 41.2 41.2 39.9 39.9 JUL 1999 38.6 38.6 Jul 1999 37.3 36.0 -76 37.3 -74 -72 -70 Longitude -68 36.0 -66 atitude Latitude -76 42.5 Longitude -72 -70 Area II Reporting Locations: Weeks 31-32 41.5 > 2500 lb/day 1850-2500 lb/day 1500-1850 lb/day 1100-1500 lb/day < 1100 lb/day 41.4 41.3 41.2 41.1 41.0 -67.50 -67.25 -67.00 -66.75 Longitude (deg) -66.50 -66.25