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Ecosystem Models Ba...
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Strannegård, Claes,1962Gothenburg University,Göteborgs universitet,Institutionen för tillämpad informationsteknologi (GU),Department of Applied Information Technology (GU),Univ Gothenburg, Sweden; Chalmers, Sweden; Karolinska Inst, Sweden
(author)
Ecosystem Models Based on Artificial Intelligence
- Article/chapterEnglish2022
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LIBRIS-ID:oai:research.chalmers.se:d22ced85-f874-4e04-92a2-ea823ed6b895
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https://research.chalmers.se/publication/531799URI
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https://doi.org/10.1109/SAIS55783.2022.9833026DOI
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https://gup.ub.gu.se/publication/317409URI
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https://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-189139URI
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Language:English
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Summary in:English
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Subject category:kon swepub-publicationtype
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Subject category:ref swepub-contenttype
Notes
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Funding Agencies|Chalmers Innovation Office
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Ecosystem models can be used for understanding general phenomena of evolution, ecology, and ethology. They can also be used for analyzing and predicting the ecological consequences of human activities on specific ecosystems, e.g., the effects of agriculture, forestry, construction, hunting, and fishing. We argue that powerful ecosystem models need to include reasonable models of the physical environment and of animal behavior. We also argue that several well-known ecosystem models are unsatisfactory in this regard. Then we present the open-source ecosystem simulator Ecotwin, which is built on top of the game engine Unity. To model a specific ecosystem in Ecotwin, we first generate a 3D Unity model of the physical environment, based on topographic or bathymetric data. Then we insert digital 3D models of the organisms of interest into the environment model. Each organism is equipped with a genome and capable of sexual or asexual reproduction. An organism dies if it runs out of some vital resource or reaches its maximum age. The animal models are equipped with behavioral models that include sensors, actions, reward signals, and mechanisms of learning and decision-making. Finally, we illustrate how Ecotwin works by building and running one terrestrial and one marine ecosystem model.
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Engsner, Niklas,1964Karolinska Institutet,Chalmers tekniska högskola,Chalmers University of Technology,Chalmers, Sweden; Karolinska Inst, Sweden(Swepub:cth)nikeng
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Eisfeldt, JesperKarolinska Institutet,Karolinska Inst, Sweden
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Endler, JohnDeakin University,Deakin Univ, Australia
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Hansson, AmandaGothenburg University,Göteborgs universitet,Institutionen för biologi och miljövetenskap,Department of Biological and Environmental Sciences,Univ Gothenburg, Sweden
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Lindgren, RasmusChalmers tekniska högskola,Chalmers University of Technology,Chalmers, Sweden
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Mostad, Petter,1964Gothenburg University,Göteborgs universitet,Institutionen för matematiska vetenskaper,Department of Mathematical Sciences,Chalmers, Sweden; Univ Gothenburg, Sweden(Swepub:gu)xmospe
(author)
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Olsson, Simon,1985Chalmers tekniska högskola,Chalmers University of Technology,Chalmers, Sweden(Swepub:cth)simonols
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Perini, IreneLinköpings universitet,Centrum för social och affektiv neurovetenskap,Medicinska fakulteten,Centrum för medicinsk bildvetenskap och visualisering, CMIV(Swepub:liu)irepe41
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Reese, Heather,1964Gothenburg University,Göteborgs universitet,Institutionen för geovetenskaper,Department of Earth Sciences,Univ Gothenburg, Sweden(Swepub:gu)xreehe
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Taylan, FulyaKarolinska Institutet,Karolinska Inst, Sweden
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Ulfsbäcker, SimonGothenburg University,Göteborgs universitet,Institutionen för tillämpad informationsteknologi (GU),Department of Applied Information Technology (GU),Univ Gothenburg, Sweden(Swepub:cth)seamoon
(author)
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Nordgren, Ann,1964Gothenburg University,Göteborgs universitet,Institutionen för biomedicin,Institute of Biomedicine,Karolinska Inst, Sweden; Univ Gothenburg, Sweden(Swepub:gu)xnannb
(author)
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Göteborgs universitetInstitutionen för tillämpad informationsteknologi (GU)
(creator_code:org_t)
Related titles
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In:34th Workshop of the Swedish Artificial Intelligence Society, SAIS 2022: IEEE
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In:Proceedings of the Swedish AI Society, SAIS-22: IEEE
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Strannegård, Cla ...
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Engsner, Niklas, ...
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Eisfeldt, Jesper
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Endler, John
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Hansson, Amanda
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Lindgren, Rasmus
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Mostad, Petter, ...
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Olsson, Simon, 1 ...
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Perini, Irene
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Taylan, Fulya
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- NATURAL SCIENCES
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Chalmers University of Technology
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University of Gothenburg
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Linköping University