Agricultural System Modelling with Ant Colony Optimization

被引:0
|
作者
Fidanova, Stefka [1 ]
Dimov, Ivan [1 ]
Angelova, Denitsa [2 ]
Ganzha, Maria [3 ,4 ]
机构
[1] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia, Bulgaria
[2] Ca Foscari Univ Venice, Euromediterranean Ctr Climate Change, Venice, Italy
[3] Polish Acad Sci, Syst Res Inst, Warsaw, Poland
[4] Management Acad, Warsaw, Poland
关键词
Agricultural System Modeling; Bio-economic farm model; Ant Colony Optimization; Metaheuristics;
D O I
10.15439/2022F10
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cereals contribute significantly to humanity's livelihood. They are a source of more food energy worldwide than any other group of crops. Their production contributes considerably to the total global anthropogenic greenhouse gas (GHGs) emissions. In this study we propose a basic bio-economic farm model (BEFM) solved with the help of Ant Colony Optimization (ACO) methodology. We aim to assess farm profits and risks considering various types of policy incentives and adverse weather events. The proposed model can be applied to any annual crop.
引用
收藏
页码:329 / 332
页数:4
相关论文
共 50 条
  • [31] Ant Colony Optimization: An overview
    Maniezzo, V
    Carbonaro, A
    [J]. ESSAYS AND SURVEYS IN METAHEURISTICS, 2002, 15 : 469 - 492
  • [32] On the invariance of ant colony optimization
    Birattari, Mauro
    Pellegrini, Paola
    Dorigo, Marco
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2007, 11 (06) : 732 - 742
  • [33] Ant Colony Optimization for Configuration
    Albert, Patrick
    Henocque, Laurent
    Kleiner, Mathias
    [J]. 20TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, VOL 1, PROCEEDINGS, 2008, : 247 - +
  • [34] Modifying Ant Colony Optimization
    Nonsiri, Sarayut
    Supratid, Siriporn
    [J]. 2008 IEEE CONFERENCE ON SOFT COMPUTING IN INDUSTRIAL APPLICATIONS SMCIA/08, 2009, : 95 - 100
  • [35] Meeting Ant Colony Optimization
    Zhang Fei Jun
    Gao Wei
    [J]. 2008 IEEE INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING WORKSHOP PROCEEDINGS, VOLS 1 AND 2, 2008, : 972 - +
  • [36] Deception in ant colony optimization
    Blum, C
    Dorigo, M
    [J]. ANT COLONY OPTIMIZATION AND SWARM INTELLIGENCE, PROCEEDINGS, 2004, 3172 : 118 - 129
  • [37] Classification with ant colony optimization
    Martens, David
    De Backer, Manu
    Haesen, Raf
    Vanthienen, Jan
    Snoeck, Monique
    Baesens, Bart
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2007, 11 (05) : 651 - 665
  • [38] A Study On Ant Colony Optimization
    Takimi, Tomohisa
    [J]. JOURNAL OF PHOTOPOLYMER SCIENCE AND TECHNOLOGY, 2021, 34 (04) : 357 - 362
  • [39] Ant colony optimization for VRP
    Cui, XL
    Ma, L
    Fan, BQ
    [J]. PROCEEDINGS OF 2002 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, VOLS I AND II, 2002, : 2057 - 2061
  • [40] An effective dynamic weighted rule for Ant Colony System optimization
    Lee, S
    Jung, T
    Chung, T
    [J]. PROCEEDINGS OF THE 2001 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2001, : 1393 - 1397