- Photovoltaic System Optimization Techniques
- Advanced Neural Network Applications
- Industrial Vision Systems and Defect Detection
- Silicon and Solar Cell Technologies
- Educational Technology and Assessment
- Advanced Battery Technologies Research
- Web Data Mining and Analysis
- Thin-Film Transistor Technologies
- Text and Document Classification Technologies
Southern Taiwan University of Science and Technology
2019-2022
Solar cells may possess defects during the manufacturing process in photovoltaic (PV) industries. To precisely evaluate effectiveness of solar PV modules, are required to be identified. Conventional defect inspection industries mainly depends on manual by highly skilled inspectors, which still give inconsistent, subjective identification results. In order automatize visual process, an automatic cell segmentation technique and a convolutional neural network (CNN)-based detection system with...
While deep convolutional neural networks (CNNs) have recently made large advances in AI, the need of datasets for CNN learning is still a barrier to many industrial applications where only limited data samples can be offered system developments due confidential issues. We thus propose an approach multi-scale image augmentation and classification training CNNs from small dataset surface defect detection on cylindrical lithium-ion batteries. In proposed Lithium-ion battery Surface Defect...
Computer imaging of electroluminescence (EL) has been successfully applied to solar cell inspection in recent years, as EL image intensities reflect the efficiency levels and/or defects sc-Si and mc-Si cells. In this paper, we propose a novel computational scheme for pseudo colorization images highlight defect regions cells human inspection. Specifically, given template color labels on its regions, impose colors other grayscale images, with respect different types structures, by feature...
Currently, online test systems have adapted easily to today's technologically advanced world. Examinations are an intrinsic part of the educational process. Even though conducted teacher has do manual evaluation. The examinations can be classified into two main types evaluation, objective answer and subjective answer. As now, evaluation is available for questions, hence assessment theory answer, a tedious task teacher. checks manually gives marks. In this paper, literature survey existing...