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Knowledge Based Systems and Multi-Agents - Coggle Diagram
Knowledge Based Systems and Multi-Agents
Logical Agents
Human vs reflex reactions
Internal representation of knowledge is used for reasoning
Limits in path finding agents
Knowledge base
Knowledge base is a collection of knowledge in a certain domain which is used by logical agents to reason and make decisions. Enhanced decision making, efficiency, scalability can be given as importance of knowledge base.
Multi agent environments
Interactivity with agents communication and influence each other
Distributed control
Dynamism means changing environment state over time
Wumpus World
This is an example to show the use of knowledge-based agent and show knowledge representation. Wumpus is a video game made in 1973
Artificial Life
Artificial life explore behavior and evolution on living systems in artificial environments and life -like processes through simulations and synthetic systems.
Applications on Artificial Life
Research and education fields
Robotics for developing autonomous robots which can adapt to any environment
Optimization and problem solving
Examples on Artificial Life
Conway's Game of Life
Genetic Algorithms
Boids
Conway's Game of Life
Conway's game of Life is a cellular automaton created by mathematician John Conway in 1970. This is a zero player game where evolution is determine by the initial state without any input from human players
Patterns in this game
Oscillators
Still Lifes
Spaceships
Rules of this game
Survival - Live cell with two or three live neighbors remains alive or else dies
Birth - Dead cell with exactly three live neighbors become alive
Death - live cell with fewer than two live neighbors dies
Collective Intelligence
Collective intelligence means shared or group intelligence which emerges from collaboration and competition of many individuals. The capacity of a group to outperform individual member through effective collaboration