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Chatbordin Klinsrisuk. ASDR : automatic system to diagnose and recognize electrical drawings. Master's Degree(Engineering and Technology). Thammasat University. Thammasat University Library. : Thammasat University, 2024.
ASDR : automatic system to diagnose and recognize electrical drawings
Name: Chatbordin Klinsrisuk
keyword:
Automated system
;
Yolov5
;
Rtm-det
Abstract:
This paper presents an automated system to diagnose and recognize Metering and Relaying Diagrams (MRDs) in electrical drawings. These diagrams play a crucial role in defining protection schemes for new substations, so ensuring their accuracy is essential to avoid delays and additional costs in the construction process. The study focuses on four primary stages: data collection, annotation, model training, and application development. Advanced machine learning models such as YOLOv5, RTM-Det, and Faster-RCNN are explored. To enhance flexibility, the study utilizes the MMYolo toolbox and the MMDetection toolbox and showcases adequate dataset preparation with Albumentations, emphasizing the importance of transfer learning for efficient resource utilization. The resulting Automatic System to Diagnose and Recognize Electrical Drawing (ASDR) empowers experts to scrutinize drawings, identifying missing components and potential missing areas. The ASDR web application, developed using Next.js, Flask, and Postgresql, provides a user-friendly and scalable solution.
Publisher Thammasat University
Thammasat University. Thammasat University Library
Address:
BANGKOK
Email:
preserv@tu.ac.th
Name: Apichon Witayangkurn
Role:
advisor
Created:
2024
Modified:
2024-11-25
Issued:
2024-11-25
วิทยานิพนธ์/Thesis
application/pdf
eng
DegreeName: Master of Engineering
Level: Master's Degree
Descipline: Engineering and Technology
Grantor: Thammasat University
©copyrights Thammasat University
RightsAccess:
ใช้เวลา
0.022205 วินาที
Chatbordin Klinsrisuk
| Title | Contributor | Type |
|---|---|---|
| ASDR : automatic system to diagnose and recognize electrical drawings
มหาวิทยาลัยธรรมศาสตร์ Chatbordin Klinsrisuk | Apichon Witayangkurn | วิทยานิพนธ์/Thesis |
Apichon Witayangkurn
| Title | Creator | Type and Date Create |
|---|---|---|
| ASDR : automatic system to diagnose and recognize electrical drawings
มหาวิทยาลัยธรรมศาสตร์ Apichon Witayangkurn | Chatbordin Klinsrisuk | วิทยานิพนธ์/Thesis |
| Automatic root cause analysis of network failure on IP/MPLS network using machine learning and case-based reasoning
มหาวิทยาลัยธรรมศาสตร์ Apichon Witayangkurn | Tikumporn Wankvar | วิทยานิพนธ์/Thesis |
| Determining an optimal order-up to level on (T, S) policy by search methods with multi-item consumer product inventory
มหาวิทยาลัยธรรมศาสตร์ Apichon Witayangkurn | Natphapas Archareewongpaisal | วิทยานิพนธ์/Thesis |
| AOD-YOLOv8 : arbitrary-oriented object detection using CRIoU loss function
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| Transportation mode estimation from large-scale human mobility data
มหาวิทยาลัยธรรมศาสตร์ Apichon Witayangkurn | Win, Than Zaw | วิทยานิพนธ์/Thesis |