Agent Base Models
Open Access
- 6 December 2024
- book chapter
- Published by IntechOpen
Abstract
This chapter explores agent-based models (ABMs) as computational tools for simulating complex systems through autonomous agents and their interactions. We discuss the foundational principles of ABMs and their connection to dynamic systems theory. Applications across socio-physics, such as opinion dynamics, civil unrest, fake news, urban transportation policies, and education, illustrate how micro-level interactions lead to macro-level societal patterns, including Pareto’s laws. In biology, ABMs have proven valuable in modeling medical treatments, such as magnetic fluid hyperthermia, as well as in simulating the spread of diseases like COVID-19. Additionally, dynamical systems such as Lotka-Volterra, when combined with ABMs, can offer complementary insights into complex interactions. Finally, in the economics section, we examine market behaviors, wealth distribution, and strategic interactions, such as the Minority Game. We expect that with these examples, the reader will gain a deeper understanding of how ABMs provide a powerful framework for capturing the emergent behaviors of complex systems across diverse fields.Keywords
This publication has 45 references indexed in Scilit:
- An agent-based model for studying the temperature changes on environments exposed to magnetic fluid hyperthermiaComputers in Biology and Medicine, 2024
- Exploring the future electric vehicle market and its impacts with an agent-based spatial integrated framework: A case study of Beijing, ChinaJournal of Cleaner Production, 2019
- Transportation in Agent-Based Urban Modelling2017
- The Diablo 3 Economy: An Agent Based ApproachComputational Economics, 2014
- Anticonformity or Independence?—Insights from Statistical PhysicsJournal of Statistical Physics, 2013
- An empirical behavioral model of liquidity and volatilityJournal of Economic Dynamics and Control, 2008
- Intracellular heating of living cells through Néel relaxation of magnetic nanoparticlesEuropean Biophysics Journal, 2007
- Statistical mechanics of moneyThe European Physical Journal B, 2000
- Statistical mechanics of money: how saving propensity affects its distributionThe European Physical Journal B, 2000
- Beitrag zur Theorie des FerromagnetismusZeitschrift für Physik, 1925