Agent-Based Modeling and Genetic Algorithm Simulation for the Climate Game Problem
The cooperative game of global temperature lacks automaticity and emotional jamming. To solve this issue, an agent-based modelling method is developed based on Milinski’s noncooperative game experiments. In addition, genetic algorithm is used to improve the investment strategy of each agent. Simulat...
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| Published in: | Mathematical Problems in Engineering Vol. 2012; no. 2012; pp. 1204 - 1217-476 |
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| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
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Cairo, Egypt
Hindawi Limiteds
01.01.2012
Hindawi Publishing Corporation John Wiley & Sons, Inc |
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| ISSN: | 1024-123X, 1563-5147 |
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| Abstract | The cooperative game of global temperature lacks automaticity and emotional jamming. To solve this issue, an agent-based modelling method is developed based on Milinski’s noncooperative game experiments. In addition, genetic algorithm is used to improve the investment strategy of each agent. Simulations are carried out by designing different coding schemes, mutation schemes, and fitness functions. It is demonstrated that the method can achieve maximum benefits under the premise of the agent non-cooperative game through encouraging optimal individuals. The results provide a sound basis for developing tools and methods to support the simulation of climate game strategy that involves multiple stakeholders. |
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| AbstractList | The cooperative game of global temperature lacks automaticity and emotional jamming. To solve this issue, an agent-based modelling method is developed based on Milinski's noncooperative game experiments. In addition, genetic algorithm is used to improve the investment strategy of each agent. Simulations are carried out by designing different coding schemes, mutation schemes, and fitness functions. It is demonstrated that the method can achieve maximum benefits under the premise of the agent non-cooperative game through encouraging optimal individuals. The results provide a sound basis for developing tools and methods to support the simulation of climate game strategy that involves multiple stakeholders. |
| Author | Wang, Zheng Zhang, Jingling |
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| Cites_doi | 10.1111/j.1465-7295.1991.tb01276.x 10.1088/1367‐2630/12/8/083005 10.1088/1367-2630/14/4/043013 10.1162/003355399556151 10.1111/j.1461‐0248.2005.00773.x 10.1073/pnas.0709546105 10.1073/pnas.0504902103 10.1209/0295-5075/97/48001 10.1103/PhysRevE.85.026104 10.1038/441583a 10.1103/PhysRevE.81.057101 10.1177/002200278002400101 10.2139/ssrn.991555 10.1371/journal.pone.0015117 10.3390/s120709055 10.1155/2011/416963 10.1126/science.1177418 10.1002/cplx.10092 10.1109/TII.2011.2172449 10.1109/TIE.2011.2146212 10.1126/science.7466396 10.1103/PhysRevE.81.057104 10.1155/2012/653939 10.1038/35075167 10.1155/2012/868413 10.1109/TSMCB.2003.817031 10.1103/PhysRevE.83.036101 10.1103/PhysRevLett.109.078701 10.1155/2010/842380 |
| ContentType | Journal Article |
| Copyright | Copyright © 2012 Zheng Wang and Jingling Zhang. Copyright © 2012 Zheng Wang and Jingling Zhang. Zheng Wang et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
| Copyright_xml | – notice: Copyright © 2012 Zheng Wang and Jingling Zhang. – notice: Copyright © 2012 Zheng Wang and Jingling Zhang. Zheng Wang et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
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| Snippet | The cooperative game of global temperature lacks automaticity and emotional jamming. To solve this issue, an agent-based modelling method is developed based on... The cooperative game of global temperature lacks automaticity and emotional jamming. To solve this issue, an agent‐based modelling method is developed based on... |
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| SubjectTerms | Agent-based models Climate change Climate models Economic models Environmental protection Game theory Games Genetic algorithms Investment strategy Jamming Mathematical problems Reagents Simulation Studies |
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| Title | Agent-Based Modeling and Genetic Algorithm Simulation for the Climate Game Problem |
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