PEAS
Understanding PEAS in Artificial Intelligence
We know that there are different types of agents in AI. PEAS System
is used to categorize similar agents together. The PEAS system delivers
the performance measure with respect to the environment, actuators and
sensors of the respective agent. Most of the highest performing agents
are Rational Agents.
Rational Agent: The rational
agent considers all possibilities and chooses to perform the highly
efficient action. For example it chooses the shortest path with low cost
for high efficiency.
PEAS stands for Performance measure, Environment, Actuator, Sensor.
- Performance Measure: Performance measure is the unit to define the success of an agent.Performance varies with agents based on their different precept.
- Environment:
Environment is the surrounding of an agent at every instant. It keeps
changing with time if the agent is set in motion.There are 5 major types
of environments:
- Fully Observable & Partially Observable
- Episodic & Sequential
- Static & Dynamic
- Discrete & Continuous
- Deterministic & Stochastic
- Actuator: Actuator is a part of the agent that delivers the output of an action to the environment.
- Sensor: Sensors are the receptive parts of an agent which takes in the input for the agent.
Agent | Performance Measure | Environment | Actuator | Sensor |
---|---|---|---|---|
Hospital Management System | Patient’s health, Admission process, Payment | Hospital, Doctors, Patients | Prescription, Diagnosis, Scan report | Symptoms, Patient’s response |
Automated Car Drive | Comfortable trip, Safety, Maximum Distance | Roads, Traffic, Vehicles | Steering wheel, Accelerator, Brake, Mirror | Camera, GPS, Odometer |
Subject Tutoring | Maximize scores, Improvement is students | Classroom, Desk, Chair, Board, Staff, Students | Smart displays, Corrections | Eyes, Ears, Notebooks |
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