AI-FML & BCI APPLICATION

(Chinese Version with English captions)

(English Translation with English captions)

Topic: BCI-based AI-FML Agent for AIoT Application on Music Appreciation

Links: https://youtu.be/CFWc9emZnT8 and https://youtu.be/xMhUKYn4rO4

Descriptions:

In this video, three participants demonstrate Stage 2: Offline human emotions analysis with AI-FML Hit-Loop agent. The input fuzzy variables are five physiological indicators and the output fuzzy variable is one of four human emotions. According to the built knowledge base and rule base, the inferred result is reflected in the IEEE 1855 AIoT device to display emotion.

Note: These two videos directly provide English subtitles for people of different nationalities.

Topic: BCI&AIoT Experiments in Music Listening

Link: https://youtu.be/P5NDECA95qI

Descriptions:

In this video, three participants wearing a BCI device are listening to music to collect the data in Stage 1: Online EEG data collection and human emotions analysis with BCI-based AIoT-FML agent. During the experimental process, the real time inferred emotions of these three participants from left to right can reflect in the IEEE 1855 AIoT devices, including AI.FML Kebbi Air, AIoT-FML-LT, and Zenbo Junior, respectively.

Note: This video provides English subtitles by turning on subtitles and choosing English subtitles from YouTube for those who do not understand Chinese.

Topic: BCI&AIoT Experiments in English Listening

Link: https://youtu.be/sjYu3CMAOiI

Descriptions:

This video displays the scenario when three participants wearing a BCI device are challenging an English listening test paper to collect the data in Stage 1: Online EEG data collection and human emotions analysis with BCI-based AIoT-FML agent. During the experimental process, the AI-FML Kebbi Air, AIoT-FML-LT, and Zenbo Junior reflect the inferred result to express human feelings or emotions of these three participants from left to right every 15 seconds, respectively.

Note: This video provides English subtitles by turning on subtitles and choosing English subtitles from YouTube for those who do not understand Chinese.

Topic: AI-FML Kebbi Air and AIoT-FML Learning Tools Testing in Japan and Taiwan

Link: https://youtu.be/nzPtMbb72rA

Descriptions:

In this video, we demonstrate a scenario that remotely controls the AI-FML robot Kebbi Air and AIoT-FML-LTs by the AI-FML platform, developed by NUTN, Taiwan. The involved people are in Taipei, Hsinchu, Changhua, and Tainan, Taiwan, and Tokyo, Japan. And, the AI-FML robot Kebbi Air and AIoT-FML-LTs are located in NUTN, Tainan, Taiwan. The AIoT devices in Tainan reflect the corresponding emotion based on the AI-FML inferred results activated by the involved people in different places.

Note: This video provides English subtitles by turning on subtitles and choosing English subtitles from YouTube for those who do not understand Chinese. Additionally, it also provides Chinese subtitles.

Topic: Multi-Elective Course on AIoT-FML Learning Tool @ Taiwan on Mar. 11, 2021

Link: https://youtu.be/Kz8bFpp7pcI

Descriptions:

This video is the edited AI-FML human-machine co-learning course that we conducted at Tsoying Senior High School in Kaohsiung, Taiwan, on March 11, 2021. The contents of the course on that day are mainly to teach students how to use the AI-FML platform to connect with IEEE 1855 AIoT devices which makes the involved students be with some hands-on experience. Additionally, we also taught the involved students how to operate the AIoT-FML-LT and experience the technologies of Face Recognition embedded in the learning tool. Finally, we demonstrate the scenario of Air Condition Simulation to control the fan based on the built KB and RB using the AI-FML platform.

Note: This video provides English subtitles by turning on subtitles and choosing English subtitles from YouTube for those who do not understand Chinese.

Topic: Multi-Elective Course on AIoT-FML Learning Tool @ Taiwan on Mar. 18, 2021

Link: https://youtu.be/1l8t4MmN_4A

Descriptions:

This video displays a partial human-machine co-learning course that we conducted at Tsoying Senior High School in Kaohsiung, Taiwan, on March 18, 2021. First, we taught the involved students how to use the AI-FML platform to build the knowledge base and rule base. After that, they log in to the AI-FML platform to build their own KB and RB by following the instructions on the book of AI.FML human and machine co-learning. Second, we showed students some AI-FML real-world applications that connect the inferred results to the IEEE 1855 AIoT-FML-LT. Finally, we opened the AI-FML International Academy website to explain some performance of the 2021 AI-FML High School Outreach in Taiwan.

Note: This video provides English subtitles by turning on subtitles and choosing English subtitles from YouTube for those who do not understand Chinese.