What are agents in agent-based simulation?

An agent-based model (ABM) is a computational model for simulating the actions and interactions of autonomous agents (both individual or collective entities such as organizations or groups) in order to understand the behavior of a system and what governs its outcomes.

What is an agent based modeling approach?

ABM is a simulation method aimed at analyzing a complex social system by using virtual agents to imitate the behaviors and interactions of individuals in the system [29]. ABM regards the outcome as an emergent property of individual agent behaviors and interactions among agents.

How do you make an agent-based model?

  1. Design the data structure to store the attributes of the agents.
  2. Design the data structure to store the states of the environment.
  3. Describe the rules for how the environment behaves on its own.
  4. Describe the rules for how agents interact with the environment.
  5. Describe the rules for how agents behave on their own.

What is agent based modeling example?

Understanding the Human Body. In recent years, agent-based modelling and simulation has made in-roads in biomedical research, notably in terms of the study of cells and molecules. For example, biomedical researchers use ABM to study how tissue patterns develop as a result of cellular interactions.

Is agent-based Modelling machine learning?

Agent-based modeling (ABM) involves developing models in which agents make adaptive decisions in a changing environment. Machine-learning (ML) based inference models can improve sequential decision-making by learning agents’ behavioral patterns.

What is agent-based learning?

Definition. An agent-based model is a computational model of various processes such as social, economic, and physical. Agents are autonomous, follow specific rules of behavior, and interact. Agents in such models may have zero-intelligence, so that behave randomly, or be purposeful (or goal oriented) and learn.

Is agent-based modeling artificial intelligence?

Agent-Based Intelligent System Modeling (Artificial Intelligence)