Multi-agent modelling and simulation of graph-based predator-prey dynamic systems: A BDI approach

被引:7
作者
Badica, Amelia [1 ]
Badica, Costin [2 ]
Ivanovic, Mirjana [3 ]
Danciulescu, Daniela [4 ]
机构
[1] Univ Craiova, Dept Stat & Business Informat, Craiova, Romania
[2] Univ Craiova, Dept Comp & Informat Technol, Craiova, Romania
[3] Univ Novi Sad, Dept Math & Informat, Novi Sad, Serbia
[4] Univ Craiova, Dept Informat, Craiova, Romania
关键词
agent-oriented programming; BDI agent; dynamic system; modelling and simulation; SOCIAL SIMULATIONS; AGENTS; SOFTWARE;
D O I
10.1111/exsy.12263
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a new framework based on Belief-Desire-Intention multi-agent systems for the macroscopic modelling and simulation of continuous dynamic systems. The main idea is to break down the target system model into a collection of autonomous and loosely coupled interacting components endowed with clean message-based interfaces and local intelligence. Each component is then mapped to a Belief-Desire-Intention agent that captures its state as a set of logical facts and its behavioural patterns as a set of plans. The system model can be described as a multi-agent programme that is specified using the state-of-the-art Jason agent-oriented programming language. The approach is evaluated by considering a generalized graph-based model of predator-prey systems. Our approach supports the configuration of the multi-agent model with various differential equations integration methods, as required by the specific problem.
引用
收藏
页数:20
相关论文
共 45 条
[1]   Agent Based Modelling and Simulation tools: A review of the state-of-art software [J].
Abar, Sameera ;
Theodoropoulos, Georgios K. ;
Lemarinier, Pierre ;
O'Hare, Gregory M. P. .
COMPUTER SCIENCE REVIEW, 2017, 24 :13-33
[2]   BDI agents in social simulations: a survey [J].
Adam, Carole ;
Gaudou, Benoit .
KNOWLEDGE ENGINEERING REVIEW, 2016, 31 (03) :207-238
[3]   Dynamics of a three species ratio-dependent food chain model with intra-specific competition within the top predator [J].
Ali, Nijamuddin ;
Haque, Mainul ;
Venturino, Ezio ;
Chakravarty, Santabrata .
COMPUTERS IN BIOLOGY AND MEDICINE, 2017, 85 :63-74
[4]  
[Anonymous], 2017, DAT COMP
[5]  
[Anonymous], 2002, INTERDISCIPLINARY AP
[6]  
Arvind, 1986, Annual review of computer sciencevol. 1, V1, P225
[7]   Simulation of Dynamic Systems Using BDI Agents: Initial Steps [J].
Badica, Amelia ;
Badica, Costin ;
Brezovan, Marius ;
Ivanovic, Mirjana .
INTELLIGENT DISTRIBUTED COMPUTING X, 2017, 678 :23-33
[8]   An Approach of Temporal Difference Learning Using Agent-Oriented Programming [J].
Badica, Amelia ;
Badica, Costin ;
Ivanovic, Mirjana ;
Mitrovic, Dejan .
2015 20TH INTERNATIONAL CONFERENCE ON CONTROL SYSTEMS AND COMPUTER SCIENCE, 2015, :735-742
[9]  
Badica C, 2013, STUD COMPUT INTELL, V446, P115
[10]   Software Agents: Languages, Tools, Platforms [J].
Badica, Costin ;
Budimac, Zoran ;
Burkhard, Hans-Dieter ;
Ivanovic, Mirjana .
COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2011, 8 (02) :255-298