Difference between revisions of "Agent based model"
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{{Note|This technology has been developed in the FIThydro project! See [[Innovative technologies from FIThydro]] for a complete list.|reminder}} | {{Note|This technology has been developed in the FIThydro project! See [[Innovative technologies from FIThydro]] for a complete list.|reminder}} | ||
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=Quick summary= | =Quick summary= | ||
[[file:ABM_results_1.png|thumb|250px|Figure 1: Result of CASiMiR-Migration illustrating migration corridor suitability and predicted path for grayling]] | [[file:ABM_results_1.png|thumb|250px|Figure 1: Result of CASiMiR-Migration illustrating migration corridor suitability and predicted path for grayling]] | ||
[[file:ABM_results_2.png|thumb|250px|Figure 2: Migration model results for barbel at 40 m³/s with additional flow releasen of 1 and 3 m³/s from the fish pass entrance: migration suitability barbel at dotation 1 m³/s (left top) and 3 m³/s (right top), migration path barbel at dotation 1 m³/s (left bottom), path barbel at dotation 3 m³/s (right bottom), fish pass entrance area marked with red and white rectangles]] | [[file:ABM_results_2.png|thumb|250px|Figure 2: Migration model results for barbel at 40 m³/s with additional flow releasen of 1 and 3 m³/s from the fish pass entrance: migration suitability barbel at dotation 1 m³/s (left top) and 3 m³/s (right top), migration path barbel at dotation 1 m³/s (left bottom), path barbel at dotation 3 m³/s (right bottom), fish pass entrance area marked with red and white rectangles]] | ||
| − | Date: | + | Date: Development of current version started in 2017. |
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Developed by: SJE Ecohydraulic Engineering GmbH | Developed by: SJE Ecohydraulic Engineering GmbH | ||
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Type: [[:Category:Tools|Tool]] | Type: [[:Category:Tools|Tool]] | ||
=Introduction= | =Introduction= | ||
| − | The agent-based model CASiMiR-Migration for attraction flow assessment is a module of the fish habitat simulation system CASiMiR (Noack et al. 2014, Schneider et al. 2016). The model is designed to mimic fish movements in the environment of upstream migration fish pass outlets. It is implemented as a combination of habitat suitability model and agent-based model. The tool uses knowledge on hydraulic preferences of fish in the period before entering a fish pass, on etho-hydraulic thresholds for flow velocities and on the searching behaviour of individual fish. It is the progression of a first model version based purely on flow velocity vectors (Kopecki et al. 2014, 2016). | + | The agent-based model CASiMiR-Migration for attraction flow assessment is a module of the fish habitat simulation system [[CASiMiR]] (Noack et al. 2014, Schneider et al. 2016). The model is designed to mimic fish movements in the environment of upstream migration fish pass outlets. It is implemented as a combination of habitat suitability model and agent-based model. The tool uses knowledge on hydraulic preferences of fish in the period before entering a fish pass, on etho-hydraulic thresholds for flow velocities and on the searching behaviour of individual fish. It is the progression of a first model version based purely on flow velocity vectors (Kopecki et al. 2014, 2016). |
The knowledge processed in this extended model version in terms of fuzzy-rule systems has been gained by field data (fish tracks), expert judgement and literature. The application of the model is aiming at the assessment of probability for fish being routed into the lower end of fishways. An outcome of this assessment is, that the fishway design can be adaptively improved focussing on the entrance position and geometry in conjunction with the amount and orientation of the prescribed attraction flow. | The knowledge processed in this extended model version in terms of fuzzy-rule systems has been gained by field data (fish tracks), expert judgement and literature. The application of the model is aiming at the assessment of probability for fish being routed into the lower end of fishways. An outcome of this assessment is, that the fishway design can be adaptively improved focussing on the entrance position and geometry in conjunction with the amount and orientation of the prescribed attraction flow. | ||
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The model can be used for the investigation of different locations and designs of fish pass outlets as well as for different release flows. Basis for the model application is a 2D or 3D hydrodynamic model providing information on the spatial distribution of water depth and flow velocity. Habitat suitability (migration corridor suitability) is calculated, and fish agents are placed in the model. Following behavioural rules that integrate habitat suitability, flow velocity magnitude and direction, swim direction and random behaviour the fish agents generate tracks that either lead them to the fish pass entrance or not. Depending on the percentage of agents finding the fish pass the attraction flow is rated. Running the model for different scenarios of the fish pass location and design as well as morphological and hydraulic variants the planning can be optimized, or the functionality of existing system can be assessed. | The model can be used for the investigation of different locations and designs of fish pass outlets as well as for different release flows. Basis for the model application is a 2D or 3D hydrodynamic model providing information on the spatial distribution of water depth and flow velocity. Habitat suitability (migration corridor suitability) is calculated, and fish agents are placed in the model. Following behavioural rules that integrate habitat suitability, flow velocity magnitude and direction, swim direction and random behaviour the fish agents generate tracks that either lead them to the fish pass entrance or not. Depending on the percentage of agents finding the fish pass the attraction flow is rated. Running the model for different scenarios of the fish pass location and design as well as morphological and hydraulic variants the planning can be optimized, or the functionality of existing system can be assessed. | ||
| − | CASiMiR migration has been developed and applied in the FIThydro test case Altusried at river Iller. Figure 2 shows the application of the model for two different release from the fish pass entrance area. First results seem to indicate that higher flow releases in the fishpass outlet area do not significantly improve attraction flow for barbel that approach from the downstream central part of the river. Another first impression the results give is that an increased flow in the river, i.e. a smaller relative flow release from the fish pass is not necessarily negative for the attraction. However, the number of scenarios modelled has to be increased and the evaluation of the database is ongoing. | + | CASiMiR migration has been developed and applied in the FIThydro test case [[Altusried test case|Altusried]] at river Iller. Figure 2 shows the application of the model for two different release from the fish pass entrance area. First results seem to indicate that higher flow releases in the fishpass outlet area do not significantly improve attraction flow for barbel that approach from the downstream central part of the river. Another first impression the results give is that an increased flow in the river, i.e. a smaller relative flow release from the fish pass is not necessarily negative for the attraction. However, the number of scenarios modelled has to be increased and the evaluation of the database is ongoing. |
=Relevant mitigation measures and test cases= | =Relevant mitigation measures and test cases= | ||
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=Other information= | =Other information= | ||
| − | The model is not yet available for third parties but is intended to be made accessible in a licensed version in future under www.casimir-software.de, where current demo versions of other CASiMiR-modules are available for download | + | The model is not yet available for third parties but is intended to be made accessible in a licensed version in future under http://www.casimir-software.de, where current demo versions of other CASiMiR-modules are available for download |
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=Relevant literature= | =Relevant literature= | ||
*Kopecki, I., Tuhtan, J., Schneider, M., Ortlepp, J., Thonhauser, S., Schletterer, M. (2014): Assessing Fishway Attraction Flows Using an Ethohyraulic Approach. 3rd IAHR Europe Congress, Porto, April 14-16. | *Kopecki, I., Tuhtan, J., Schneider, M., Ortlepp, J., Thonhauser, S., Schletterer, M. (2014): Assessing Fishway Attraction Flows Using an Ethohyraulic Approach. 3rd IAHR Europe Congress, Porto, April 14-16. | ||
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SJE Ecohydraulic Engineering GmbH, Viereichenweg 12, 70569 Stuttgart, Tel. +49 711 677-3435, mailbox@sjeweb.de, www.sjeweb.de | SJE Ecohydraulic Engineering GmbH, Viereichenweg 12, 70569 Stuttgart, Tel. +49 711 677-3435, mailbox@sjeweb.de, www.sjeweb.de | ||
| − | [[Category:Tools]] [[Category:developed in FIThydro | + | [[Category:Tools]] [[Category:developed in FIThydro]] |
Latest revision as of 12:20, 8 June 2021
Contents
Quick summary
Date: Development of current version started in 2017.
Developed by: SJE Ecohydraulic Engineering GmbH
Type: Tool
Introduction
The agent-based model CASiMiR-Migration for attraction flow assessment is a module of the fish habitat simulation system CASiMiR (Noack et al. 2014, Schneider et al. 2016). The model is designed to mimic fish movements in the environment of upstream migration fish pass outlets. It is implemented as a combination of habitat suitability model and agent-based model. The tool uses knowledge on hydraulic preferences of fish in the period before entering a fish pass, on etho-hydraulic thresholds for flow velocities and on the searching behaviour of individual fish. It is the progression of a first model version based purely on flow velocity vectors (Kopecki et al. 2014, 2016).
The knowledge processed in this extended model version in terms of fuzzy-rule systems has been gained by field data (fish tracks), expert judgement and literature. The application of the model is aiming at the assessment of probability for fish being routed into the lower end of fishways. An outcome of this assessment is, that the fishway design can be adaptively improved focussing on the entrance position and geometry in conjunction with the amount and orientation of the prescribed attraction flow.
Application
The model can be used for the investigation of different locations and designs of fish pass outlets as well as for different release flows. Basis for the model application is a 2D or 3D hydrodynamic model providing information on the spatial distribution of water depth and flow velocity. Habitat suitability (migration corridor suitability) is calculated, and fish agents are placed in the model. Following behavioural rules that integrate habitat suitability, flow velocity magnitude and direction, swim direction and random behaviour the fish agents generate tracks that either lead them to the fish pass entrance or not. Depending on the percentage of agents finding the fish pass the attraction flow is rated. Running the model for different scenarios of the fish pass location and design as well as morphological and hydraulic variants the planning can be optimized, or the functionality of existing system can be assessed.
CASiMiR migration has been developed and applied in the FIThydro test case Altusried at river Iller. Figure 2 shows the application of the model for two different release from the fish pass entrance area. First results seem to indicate that higher flow releases in the fishpass outlet area do not significantly improve attraction flow for barbel that approach from the downstream central part of the river. Another first impression the results give is that an increased flow in the river, i.e. a smaller relative flow release from the fish pass is not necessarily negative for the attraction. However, the number of scenarios modelled has to be increased and the evaluation of the database is ongoing.
Relevant mitigation measures and test cases
| Relevant measures | |
|---|---|
| Baffle fishways | |
| Fish lifts, screws, locks, and others | |
| Fishways for eels and lampreys | |
| Nature-like fishways | |
| Pool-type fishways | |
| Vertical slot fishways | |
| Relevant test cases | Applied in test case? |
| Altheim test case | - |
| Altusried test case | Yes |
| Anundsjö test case | - |
| Bannwil test case | - |
| Freudenau test case | - |
| Gotein test case | - |
| Guma and Vadocondes test cases | - |
| Günz test case | - |
| Ham test case | - |
| Las Rives test case | - |
| Schiffmühle test case | Yes |
| Trois Villes test case | - |
Other information
The model is not yet available for third parties but is intended to be made accessible in a licensed version in future under http://www.casimir-software.de, where current demo versions of other CASiMiR-modules are available for download
Relevant literature
- Kopecki, I., Tuhtan, J., Schneider, M., Ortlepp, J., Thonhauser, S., Schletterer, M. (2014): Assessing Fishway Attraction Flows Using an Ethohyraulic Approach. 3rd IAHR Europe Congress, Porto, April 14-16.
- Kopecki, I., Schneider, M., Tuhtan, J., Ortlepp, J., Thonhauser, S., Schletterer, M. (2016): Attraction flow at upstream migration facilities: Assessment and optimization via etho-hydraulic modelling (in German). WasserWirtschaft, 2016/10, 37-42.
- Noack, M., Schneider, M. and Wieprecht, S. (2013): The Habitat Modelling System CASiMiR: A Multivariate Fuzzy Approach and its Applications; in Ecohydraulics: An Integrated Approach, Chapter 6 (75-93); Editors I. Maddock, A. Harby, P. Kemp, P. Wood, John Wiley & Sons Ltd
- Schneider, M., Kopecki, I., Tuhtan, J., Sauterleute, J., Zinke, P., Bakken, T., Zakowski, T., Merigoux, S. (2016): A Fuzzy Rule-based Model for the Assessment of Macrobenthic Habitats under Hydropeaking Impact. River Research and Applications, 1467-1535
Contact information
Information on CASiMiR software:
http://www.casimir-software.de
Developer and seller:
SJE Ecohydraulic Engineering GmbH, Viereichenweg 12, 70569 Stuttgart, Tel. +49 711 677-3435, mailbox@sjeweb.de, www.sjeweb.de
