The ensemble kalman filter for multidimensional bioeconomic models

To serve the needs for integrating economic considerations into management decisions in ecosystem frameworks, we need to build models that capture observed system dynamics and incorporate existing knowledge of ecosystems while at the same time serve the needs of economics analysis. The main constrai...

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Main Authors: Kvamsdal, Sturla Furunes, Sandal, Leif Kristoffer
Format: Report
Language:English
Published: SNF 2014
Subjects:
Online Access:http://hdl.handle.net/11250/217566
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spelling ftnorgehandelshs:oai:openaccess.nhh.no:11250/217566 2023-05-15T15:38:34+02:00 The ensemble kalman filter for multidimensional bioeconomic models Kvamsdal, Sturla Furunes Sandal, Leif Kristoffer 2014-03 application/pdf http://hdl.handle.net/11250/217566 eng eng SNF Working papers;04/14 urn:issn:1503-2140 http://hdl.handle.net/11250/217566 VDP::Samfunnsvitenskap: 200::Økonomi: 210::Samfunnsøkonomi: 212 Barents Sea bioeconomics ecosystem management ensemble kalman filter multidimensional models Working paper 2014 ftnorgehandelshs 2021-10-19T20:05:51Z To serve the needs for integrating economic considerations into management decisions in ecosystem frameworks, we need to build models that capture observed system dynamics and incorporate existing knowledge of ecosystems while at the same time serve the needs of economics analysis. The main constraint for models to serve in economic analysis is dimensionality. In addition, models should be stable in order to apply in long-term management analysis. We use the ensemble Kalman filter to fit relatively simple models to ecosystem or foodweb data and estimate parameters that are stable over the observed variability in the data. The filter also provides a lower bound on the noise terms that a stochastic analysis require. In the present article, we apply the filter to model the main interactions in the Barents Sea ecosystem. Report Barents Sea NHH Brage Open institutional repository (Norwegian School of Economics) Barents Sea
institution Open Polar
collection NHH Brage Open institutional repository (Norwegian School of Economics)
op_collection_id ftnorgehandelshs
language English
topic VDP::Samfunnsvitenskap: 200::Økonomi: 210::Samfunnsøkonomi: 212
Barents Sea
bioeconomics
ecosystem management
ensemble kalman filter
multidimensional models
spellingShingle VDP::Samfunnsvitenskap: 200::Økonomi: 210::Samfunnsøkonomi: 212
Barents Sea
bioeconomics
ecosystem management
ensemble kalman filter
multidimensional models
Kvamsdal, Sturla Furunes
Sandal, Leif Kristoffer
The ensemble kalman filter for multidimensional bioeconomic models
topic_facet VDP::Samfunnsvitenskap: 200::Økonomi: 210::Samfunnsøkonomi: 212
Barents Sea
bioeconomics
ecosystem management
ensemble kalman filter
multidimensional models
description To serve the needs for integrating economic considerations into management decisions in ecosystem frameworks, we need to build models that capture observed system dynamics and incorporate existing knowledge of ecosystems while at the same time serve the needs of economics analysis. The main constraint for models to serve in economic analysis is dimensionality. In addition, models should be stable in order to apply in long-term management analysis. We use the ensemble Kalman filter to fit relatively simple models to ecosystem or foodweb data and estimate parameters that are stable over the observed variability in the data. The filter also provides a lower bound on the noise terms that a stochastic analysis require. In the present article, we apply the filter to model the main interactions in the Barents Sea ecosystem.
format Report
author Kvamsdal, Sturla Furunes
Sandal, Leif Kristoffer
author_facet Kvamsdal, Sturla Furunes
Sandal, Leif Kristoffer
author_sort Kvamsdal, Sturla Furunes
title The ensemble kalman filter for multidimensional bioeconomic models
title_short The ensemble kalman filter for multidimensional bioeconomic models
title_full The ensemble kalman filter for multidimensional bioeconomic models
title_fullStr The ensemble kalman filter for multidimensional bioeconomic models
title_full_unstemmed The ensemble kalman filter for multidimensional bioeconomic models
title_sort ensemble kalman filter for multidimensional bioeconomic models
publisher SNF
publishDate 2014
url http://hdl.handle.net/11250/217566
geographic Barents Sea
geographic_facet Barents Sea
genre Barents Sea
genre_facet Barents Sea
op_relation Working papers;04/14
urn:issn:1503-2140
http://hdl.handle.net/11250/217566
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