Question: (a) How can Machine Learning algorithm automatically tune the PID parameters for a temperature control systems, based on real-time sensor data and performance feedback, to

(a) How can Machine Learning algorithm automatically tune the PID parameters for a temperature control systems, based on real-time sensor data and performance feedback, to optimise control and minimise error? (You may use the MATLAB Machine Learning toolbox and the Kaggle website to get data for analysis)

(b) Discuss how Machine Learning forecasts the model and what the criteria are.

(c) Compare the result with a Fuzzy logic-based algorithm.

PID 1 Flow-in of Cold Water Flow Sensor Flow-in of Water Temperature

PID 1 Flow-in of Cold Water Flow Sensor Flow-in of Water Temperature in Main Tank Global Set point Global Master Control PID 1 Hot Water Flow Sensor PID 1 Flow-out of water from tank Flow Sensor Figure 10.30 Control system for a driverless car. Thermocouple

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