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# System prepended metadata

title: AI for Smart Power Systems Course

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**AI for Smart Power Systems Course**

**Week #1**
1.-18.03.2025 INTRODUCTION TO AI AND MODERN SMART POWER SYSTEMS
video https://uwasa.zoom.us/rec/share/HdoByC-vYMFBPACDBk1caLptbb_mOU02f8R4th5v5OhrkzKmAYiU0Gw0l_bbD2fR.PubY4H6nJUeTkU78
PDF https://acrobat.adobe.com/id/urn:aaid:sc:US:47e326e3-e9a3-44cb-8108-45193f4c6259

2.-20.03.2025 FUZZY SETS SYSTEMS INFERENCE
video https://uwasa.zoom.us/rec/share/CbeTGW8c2VQh9DyRvn9v-3el_sRfZ_Y0yZp3irt79Mh0KeSdCq0TNLlqKrC2IRqM.9Xgd4XUqLreRuvgO
PDF https://acrobat.adobe.com/id/urn:aaid:sc:US:97639aac-8407-4405-9a04-fd0c4becf289

**Week #2**
3.-25.03.2025 MEMBERSHIP FUNCTIONS, FUZZY LOGIC OPERATIONS, FUZZYFICATION
video
https://uwasa.zoom.us/rec/share/A3-DWw4XMmaVRZOumZmrlu3dQuojQf-h0csr8O3Z7qu-XOx_F7Mx_rw0COygJqPY.D_YyR5KqMc68LoZZ
PDF https://acrobat.adobe.com/id/urn:aaid:sc:US:ca27e3e4-a92c-4cd5-8990-b4eb0bc73761
HomeWork 1 - Groups of 5, deadline: 2/April
![HW01](https://hackmd.io/_uploads/Sydc0kWpye.png)

4.-27.03.2025 DEFUZZYFICATION
video
https://uwasa.zoom.us/rec/share/mNGx0xSfRzF7bsuxhI_CnDTQIztHDR5dja9xjhfm5PFgCid2JLS6wU1oP4vKAGZG.X0t8wT-rfZhROzwa?startTime=1743087770000
PDF https://acrobat.adobe.com/id/urn:aaid:sc:US:bd4118ec-fe8a-48e6-8885-c0839b772fd4

Homework 2 deadline: 5/April
![HW02](https://hackmd.io/_uploads/B1vlaGQpye.png)
How To Write a Report
https://acrobat.adobe.com/id/urn:aaid:sc:US:395e5a12-d881-4eb6-8e1e-b7a34e42a022

**Week #3**
5.-01.04.2025 Fuzzy Inference Engine; Type 1 and Type 2
video
https://uwasa.zoom.us/rec/share/vSdRh37TiBQcb_NhzAYHWeeVUfZKHmTcJ_aFk_e0z0Uycml2Y3mrayM0FwxAgDXW.LxTrTPW6IQ7K6vXQ

PDF
https://acrobat.adobe.com/id/urn:aaid:sc:US:78fe3660-4913-42dc-a264-afa99857741d

![group discussion at the end of lecture 5](https://hackmd.io/_uploads/r19KRkPTkl.png)
**Study this paper for your Project #1 - 'Application of Fuzzy Logic in the Estimation of Power Electronic Waveforms'**
https://acrobat.adobe.com/id/urn:aaid:sc:US:0bf4d252-a15b-43ad-b207-5b3e1e0203c6

**All the homeworks, projects, and final project you MUST have a Google Docs, and when you are ready, give me access, I will login, read, make some comments, and then when you are done, I will take your final version and download a PDF to my computer to record your submission.**

6.-03.04.2025 Fuzzy Reasoning, Fuzzy Modeling, and Fuzzy Control Approaches
video
https://uwasa.zoom.us/rec/share/8SMe2-zmDXRNPAhlSV2zVGzhmZTc8bpvQ7Swq3uKVkANLCOxc26zgE_1CZLI38Zw.ZWGzRo7nVko8Osc0

PDF
https://acrobat.adobe.com/id/urn:aaid:sc:US:6e059268-adad-4878-8ae2-1c31533494f0

This Paper is for your own self-study on Fuzzy PI for DC Motor Drives
https://acrobat.adobe.com/id/urn:aaid:sc:US:0cd134fc-514d-4e7b-aa8a-b45f5aa8d5ce

**Week #4**
7.-08.04.2025 Fuzzy PI, Fuzzy PD and Fuzzy Supervisory Control
video
https://uwasa.zoom.us/rec/share/CaXv9blWmhmXSQYAWNehbD37cfEqAFVRXXmwGbgnYEpp2mWYk3hhRZm5Ye29q1Qp.F1IZRnccI9_WQEK4?startTime=1744121032000
PDF
https://acrobat.adobe.com/id/urn:aaid:sc:US:a9f3bdd6-564a-4837-adb0-b4b21cb5f395

8.-10.04.2025 Introduction to FeedFoward Neural Networks

**Self-Study -:- Regression, Supervised Learning, and Artificial Neural Networks**
please watch the following YouTube lectures first:

Regression https://youtu.be/IOvLyCO8rOI?si=zhGqi5kgXnjtLAV3
Supervised Learning https://youtu.be/fxmqC3RYglU?si=ZSvCF7BF468mEaqK
Artificial Neural Networks https://youtu.be/xn9l6YHIQSQ?si=oOcwAKv_PtHbT2tY

This is an Abstract for these lectures:
https://acrobat.adobe.com/id/urn:aaid:sc:US:b5a44740-067e-43ad-b501-10ef90c3235a

video
https://uwasa.zoom.us/rec/share/Cj-rMvjz_hsVed0n1gco8QWiMRicZcsR1tSB2uTTJxvhLCdFiGsIhsefpHcsW01A.fTbQ57KcF4mqgsTQ

PDF
https://acrobat.adobe.com/id/urn:aaid:sc:US:589f5d70-cda1-4d56-bcec-79bc606f8aa5

**Week #5**
9.-15.04.2025 BackPropagation, ANN Design and Group Project #2
video
https://uwasa.zoom.us/rec/share/KOAg1u-Cf0RbZ3Gtan40Y8uYZ-TXQL1hLT_vlzyyu0HQuSB0yDj22seKoitlenT-.-jrdsibUyXQZmKWY?startTime=1744725731000

PDF
https://acrobat.adobe.com/id/urn:aaid:sc:US:3868bc7c-b268-47e6-87b3-62ec4d499fcb

Scheduling
![details of Final Project Proposal and Procedures](https://hackmd.io/_uploads/B1edqKOAJe.png)

ANN Design Homework
![HW Neural Network Basic Design](https://hackmd.io/_uploads/BkmijF_Cke.png)

Take a look at this Previous Design to help you with your HW
https://acrobat.adobe.com/id/urn:aaid:sc:US:74dc32f3-71f8-464a-a826-5f10fcee5532

Group Project #2
![Group Project #2](https://hackmd.io/_uploads/S1cz3Fd0kg.png)

10.-17.04.2025 Feedfoward NN and Intro to Feedback Neural Networks
video
https://uwasa.zoom.us/rec/share/EUOi63j4zY1gNUhfktE0hT7Ltupu_xD9pCp9ef_uC9wPEEinyu9KpbcBJNz9nRYM.dIlk240-2wlOIH9y

PDF
https://acrobat.adobe.com/id/urn:aaid:sc:US:5bbc1103-1331-463f-9e81-f586857342ec

**Week #6**
11.-22.04.2025 Competitive and Associate Feedback Neural Networks
video
https://uwasa.zoom.us/rec/share/vyCRUcZUYDTVv0jwYUP9ENlVfBSJwI6Z0YABp1Yv7ktp-LZ_Q38KGlNODrKrl2fQ.l9lG0iaWcr0KBDiF

PDF
https://acrobat.adobe.com/id/urn:aaid:sc:US:678f084c-7b62-407b-bc87-d5d09b5959fc

*Extra Lecture* -:- **"Deep Learning For Smart Grid Applications"**
https://youtu.be/nrA3b2Opwkc?si=bLnvcy8dSm6R93Ck

12.-24.04.2025 Final Project Proposal
video
https://uwasa.zoom.us/rec/share/Z1g6N3D0w3NnzjFeij6VGi2KL-rmjxop68R4ezQ7gIIESXl8NR9ktV4M7AyKHlYH.8DXldUsxFqHbVVUY

**FINAL PROJECT PROCEDURES**
* https://acrobat.adobe.com/id/urn:aaid:sc:US:acc619f1-bba8-4ce6-8981-09233247511c
* https://acrobat.adobe.com/id/urn:aaid:sc:US:624b4599-9f71-42da-8e37-31978e3fdc7d
* https://acrobat.adobe.com/id/urn:aaid:sc:US:f35f6d16-4248-40b7-bb6f-e6cb5156754a

Group #1
**AI-Based Short-Term Load Forecasting for Smart Grid Management**
Shihab Mahmud Dhrobo, Olapade O. Olagbemi, Jinfeng Wu, Md Samsul Alam, Abu Shouaib Hasan, Thilakasiri Dissanayakage, Md Tayef Shiham

Group #2
**Optimal Energy Scheduling Considering Neural Network-Based Battery Degradation**
Hongxia Wang, Leevi Linnovaara, Samuel Souto de Oliveira, Gabriel Machado Bernardes, Rui Wang

Group #3
**Artificial Intelligence Applications in Model Predictive Control System Design for Power Converters**
Reza Naghash, Pejman Mazaheri, Shokouh Moazen, Reyhane Ahmadi, Shakil Jabir

Group #4
**Artificial Neural Network Control Applied to a Photovoltaic-Battery Microgrid System** 
Yannik Walter, Natalia Cornélia, Sona Preethy Wilson, Mimosa Makkonen, Priyata Deb

Group #5
**IntelliGrid Home: A Modular Neuro-Fuzzy Energy Management Framework for
Smart Residences**
Muhmmad Abuzar, Musfec-Us-Shalehin, Ammara Mubashar, Vanessa Mariro

**Final Project Presentations**
Groups #2, #3, #4, and #5
https://uwasa.zoom.us/rec/share/K4Qqrmexe8QwAIMJl0s9c0L9cMmZZcYGRJILcbUtr8iaRbnNeCgFg0Ym3EB5Y1uq.Qlvm7ZS7MLmtZLqV

A Screen Capture of our Class
![Screen Capture of our Class on May 22 2025](https://hackmd.io/_uploads/ry5GPd1flg.png)

Group #1
https://uwasa.zoom.us/rec/share/jr3tNrP0sito4Clh8zvBELhr4mE-plsTIX1g5HrhqZprbnjow-2r7VQNJQk7qyTa.40rCr2F-rQ13ce1d