Machine Learning and AI

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最新推荐文章于 2025-11-30 18:24:05 发布 · 818 阅读

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Machine Learning and AI Course Lab Project 2023-2024
Introduction:
In electronic design, selecting optimal components of a circuit or a system widely appears, and a genetic algorithm is often an alternative optimizer. In this project, you need to find values for the resistors and thermistors in a circuit that meet the design criteria. To achieve this, the goal is to minimize the difference between a desired response curve and the curve generated from a simulation of the circuit. Note that resistors and thermistors are only available in standard sizes, so the design variables are integers. The 6 design variables and their search ranges can be found in the above hyperlink.
https://uk.mathworks.com/matlabcentral/fileexchange/35810-optimal-component-selection-using- the-mixed-integer-genetic-algorithm
You may use the objective function and plot functions from the above hyperlink.
However, the problem that you need to solve is more than that. In real-world