Workshop on AIoT (I)

Topic: AIoT-FML Intelligent Air Conditioner Application

Purpose

This purpose of this workshop is to understand fuzzy systems, machine learning and optimization through the development of a simple application like an intelligent air conditioner using the AI-FML learning platform developed by National University of Tainan (NUTN), Taiwan.

Methods

  • In this AIoT workshop, we focus on an intelligent air conditioner based on a fuzzy system.

  • The fuzzy system controls the fan speed of the air conditioner according to the environment conditions such as temperature, the number of persons in the room, and the room size.

  • The control rules are optimized by particle swarm optimization (PSO) which is one of the popular population-based stochastic optimization techniques.

Tasks

  • In this workshop, the participants will be divided into small groups. For example, each group is composed of both Taiwanese students (2-3 persons) and Japanese students (2-3 persons). Additionally, each group has the following tasks.

    • Examine the effect of various parameters of fuzzy systems (e.g., the rule base, the number of membership functions) and PSO (e.g., the number of particles and the number of fitness evaluations) on the learning performance.

    • Design its own expressions of robots according to the outputs of the fuzzy system.

    • Present or make a short report on what they learned at the end of the workshop.

07222021-Workshop on AIoT (I) AIoT-FML Application for Intelligent Air Conditioner (No. 3)

07262021-Workshop on AIoT(I) AIoT-FML Application for Intelligent Air Conditioner (Japanese version with Chinese subtitle No.1)

07262021-Workshop on AIoT (I) AIoT-FML Application for Intelligent Air Conditioner (Japanese version with Chinese subtitle No.2)

07272021-Workshop on AIoT(I) AIoT-FML Application for Intelligent Air Conditioner (Japanese version with English subtitle)

07272021-Workshop on AIoT(I) AIoT-FML Application for Intelligent Air Conditioner (Chinese version with Chinese subtitle)

07272021-Workshop on AIoT(I) AIoT-FML Application for Intelligent Air Conditioner (Chinese version with English subtitle)

08062021-Dongguang Elementary School (Kaohsiung, Taiwan) Chia-Ying Liu Demostrates AIoT-FML Intelligent Air Conditioner Application

Download OpenFML and OpenData files (Download pdf file from here)