Is there a "sweet spot" of model complexity for qualitative models used in Ecosystem-Based Management?

被引:0
作者
Tam, Jamie C. [1 ]
Lucey, Sean M. [2 ]
Bundy, Alida [1 ]
Gaichas, Sarah [2 ]
Gamble, Robert [2 ]
机构
[1] Fisheries & Oceans Canada, Bedford Inst Oceanog, Dartmouth, NS, Canada
[2] NOAA, Northeast Fisheries Sci Ctr, Woods Hole, MA USA
关键词
WESTERN SCOTIAN SHELF; CONCEPTUAL MODELS; NETWORK MODELS; UNCERTAINTY; INDICATORS;
D O I
10.1371/journal.pone.0328505
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Ecosystem models have been developed to help support Ecosystem-Based Management and to help provide better management advice that can account for ecosystem impacts (e.g., climate, species interactions, fishing behaviour). Quantitative end-to-end models have proven to be very useful strategically for exploring future scenarios, but are data intensive, time consuming, and require considerable expertise and training. Conversely, qualitative models have different benefits: they are less dependent on data, relatively faster to develop, can incorporate different types of information that are difficult to measure or combine, and can be co-developed with a variety of audiences. There has been an increase in the use of qualitative models for marine management, however questions have arisen about how well qualitative models perform in comparison to quantitative models, and how they can be used to inform management. Here we compare results from quantitative and qualitative ecosystem models for the same region at differing levels of model complexity to explore their relative utility for EBM. We conclude that the number of linkages between model elements and trophic position of the perturbed model were influential factors in the qualitative model behaviour. When perturbing lower trophic level groups, higher complexity models performed closer to the quantitative model. Lower complexity models were recommended when estimating scenarios with perturbations to mid-trophic groups. Careful consideration among these issues is required to develop the "sweet spot" of model complexity for qualitative ecosystem models to reflect similar results to quantitative models. In addition, utilizing multiple models to determine the strongest impacts from perturbations is recommended to avoid spurious conclusions.
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页数:15
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共 35 条
[1]  
Araujo JN., 2011, Canadian Technical Report for Fisheries and Aquatic Science, V2952
[2]   Effects of environmental change, fisheries and trophodynamics on the ecosystem of the western Scotian Shelf, Canada [J].
Araujo, Julio Neves ;
Bundy, Alida .
MARINE ECOLOGY PROGRESS SERIES, 2012, 464 :51-U79
[3]  
Aydin K., 2007, NOAA technical memorandum NMFS-AFSC 178
[4]   Qualitative modelling and indicators of exploited ecosystems [J].
Dambacher, Jeffrey M. ;
Gaughan, Daniel J. ;
Rochet, Marie-Joelle ;
Rossignol, Philippe A. ;
Trenkel, Verena M. .
FISH AND FISHERIES, 2009, 10 (03) :305-322
[5]   Operationalizing integrated ecosystem assessments within a multidisciplinary team: lessons learned from a worked example [J].
DePiper, Geret S. ;
Gaichas, Sarah K. ;
Lucey, Sean M. ;
da Silva, Patricia Pinto ;
Anderson, M. Robin ;
Breeze, Heather ;
Bundy, Alida ;
Clay, Patricia M. ;
Fay, Gavin ;
Gamble, Robert J. ;
Gregory, Robert S. ;
Fratantoni, Paula S. ;
Johnson, Catherine L. ;
Koen-Alonso, Mariano ;
Kleisner, Kristin M. ;
Olson, Julia ;
Perretti, Charles T. ;
Pepin, Pierre ;
Phelan, Fred ;
Saba, Vincent S. ;
Smith, Laurel A. ;
Tam, Jamie C. ;
Templeman, Nadine D. ;
Wildermuth, Robert P. .
ICES JOURNAL OF MARINE SCIENCE, 2017, 74 (08) :2076-2086
[6]   Approaches to end-to-end ecosystem models [J].
Fulton, Elizabeth A. .
JOURNAL OF MARINE SYSTEMS, 2010, 81 (1-2) :171-183
[7]   Wasp waist or beer belly? Modeling food web structure and energetic control in Alaskan marine ecosystems, with implications for fishing and environmental forcing [J].
Gaichas, Sarah ;
Aydin, Kerim ;
Francis, Robert C. .
PROGRESS IN OCEANOGRAPHY, 2015, 138 :1-17
[8]   Beyond the defaults: functional response parameter space and ecosystem-level fishing thresholds in dynamic food web model simulations [J].
Gaichas, Sarah K. ;
Odell, Garrett ;
Aydin, Kerim Y. ;
Francis, Robert C. .
CANADIAN JOURNAL OF FISHERIES AND AQUATIC SCIENCES, 2012, 69 (12) :2077-2094
[9]   Exploring the potential effects of climate change on the Western Scotian Shelf ecosystem, Canada [J].
Guenette, Sylvie ;
Araujo, Julio N. ;
Bundy, Alida .
JOURNAL OF MARINE SYSTEMS, 2014, 134 :89-100
[10]   Using Conceptual Models and Qualitative Network Models to Advance Integrative Assessments of Marine Ecosystems [J].
Harvey, Chris J. ;
Reum, Jonathan C. P. ;
Poe, Melissa R. ;
Williams, Gregory D. ;
Kim, Su J. .
COASTAL MANAGEMENT, 2016, 44 (05) :486-503