系所成員國立勤益科技大學電機工程系

生醫電子、醫學影像與訊號處理、人工智慧與最佳化應用、嵌入式系統應用、電力工程與經濟調度

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國立勤益科技大學-電機工程系-教授 2019.08~至今
國立勤益科技大學-電機工程系-教授級校務基金進用教學人員-2018.02~2019.07
高苑科技大學-電機工程系-教授-2013.11~2018.01
高苑科技大學-電機工程系-副教授-2008.10~2013.10
高苑科技大學-電機工程系-助理教授-2004.09~2008.09
高苑技術學院-電機工程系-兼任講師-2001.09~2004.06
正修技術學院-電機工程系-兼任講師-2002.09~2003.06

醫學工程(醫用電子、醫學資訊、醫材與輔具系統)、智慧型照護系統(控制學門領域)、人工智慧(深度學習、最佳化)

電力系統、PLC應用及實習、感測原理、計算機概論、計算機程式、計算機程式實習

學術研發服務網

Scopus：https://www.scopus.com/authid/detail.uri?authorId=56275916900

ScholarGPS: Chia-Hung Lin | Scholar Profiles and Rankings | ScholarGPS

[美國IEEE/英國IET國際期刊論文發表(SCIE)]
2011~至今

[61] *Pi-Yun Chen, Can-Xiang Wang, Neng-Sheng Pai, Yu-En Cheng, Chun-Yu Lin, Chien-Ming Li, and *Chia-Hung Lin, “Combining voiceprint feature extraction with deep learning based classifiers for early chronic obstructive pulmonary disease dcreening, ”IET The Journal of Engineering, Major Revision and Resubmission, November 2025, Manuscript ID: JOE-2025-04-0117-R2 (SCIE, IF=1.00, 計畫編號: NSTC 112-2813-C-167-006-E)

[60] *Pi-Yun Chen, Chun-Yu Lin, Ping-Tzan Huang, Neng-Sheng Pai, Chao-Lin Kuo, Chien-Ming Li, and *Chia-Hung Lin, “W-band Millimeter-Wave Echo Features Detection with Cascade CNN-base Classifier for Parkinson’s Disease Tremors Classification, ”IEEE Sensors Letters, vol. 9, no. 2, 2025, pp. 1-4 (SCIE, IF=3.300, doi: 10.1109/LSENS.2025. 3630120, 計畫編號: NSTC 114-2221-E-167-006).
[59] *Ping-Tzan Huang, Feng-Chang Gu, *Chia-Hung Lin, Chao-Lin Kuo, Neng-Sheng Pai, Yung-Chang Luo, and Wen-Cheng Pu, “Combining Endpoint Detection and One-Dimensional CNN based Classifier for Non-Technical Loss Screening in Smart Grids, ”IEEE Access, vol. 13, 2025, pp. 27994-28007 (SCIE, IF=3.60).
[58] Chih-Te Tsai, *Chia-Hung Lin, Hsiang-Yueh Lai, Yu-En Cheng, Ping-Tzan Huang, Neng-Sheng Pai, and Chien-Ming Li, “Facial expression recognition and digital images infosecurity for prevention care system application in sudden infant death syndrome monitoring, ”IEEE Access, vol. 13, 2025, pp. 80559-80575 (SCIE, IF=3.600).
[57] Ping-Tzan Huang, Shih-Kuen Changchien, Feng-Chang Gu, and Chia-Hung Lin, “Increasing Generation Capacity of Natural Gas and Renewable Energy for Economic Dispatch Benefit and Carbon Credit Allocation in Perspective of Power Generation End, ”IET The Journal of Engineering, vol. 2025, 2025, pp. 1-14 (SCIE, IF=1.00).
[56] Hsiang-Yueh Lai, Chia-Chieh Hu, Chia-Hung Wen, Jian-Xing Wu, Neng-Sheng Pai, Cheng-Yu Yeh, and *Chia-Hung Lin, “Mel-scale frequency extraction and classification of dialect-speech signals with 1D CNN based classifier for gender and region recognition, ”IEEE Access, vol. 12, 2024, pp. 102962 – 102976 (SCIE, IF=3.400).
[55] *Chia-Hung Lin, Hsiang-Yueh Lai, Ping-Tzan Huang, *Pi-Yun Chen, Neng-Sheng Pai, and Feng-Zhou Zhang, “Combining Riemann–Lebesgue based key generator and machine learning based intelligent encryption scheme for IoMT images infosecurity, ”IEEE Internet of Things Journal, vol. 11, no. 11, 2024, pp. 1344 – 1360 (DOI: 10.1109/JIOT.2023.3288678)(SCIE, IF = 10.600).
[54]*Pi-Yun Chen,Yu-Cheng Cheng, Zi-Heng Zhong, Feng-Zhou Zhang, Neng-Sheng Pai, Chien-Ming Li, and *Chia-Hung Lin, “Information security and artificial intelligence assisted diagnosis in an internet of medical thing system (IoMTS), ”IEEE Access, vol.12, 2024, pp. 9757 – 9775 (DOI: 10.1109/ ACCESS.2024.3351373).
[53] *Pi-Yun Chen, Hsu-Yung Lin, Zi-Heng Zhong, Neng-Sheng Pai, Chien-Ming Li, and “Chia-Hung Lin, “Contactless and Short-Range Vital Signs Detection with Doppler Radar Millimeter-Wave (76 - 81 GHz) Sensing Firmware, ”IET Healthcare Technology Letters, vol. 11, no. 2, 2024, pp. 1-10 (SCIE, IF=3.300, https://doi.org/ 10.1049/htl2.12075).
[52] *Chia-Hung Lin, Hsiang-Yueh Lai, Ping-Tzan Huang, Pi-Yun Chen, and Chien-Ming Li, “Vowel classification with combining pitch detection and one-dimensional convolutional neural network based classifier for gender identification, ”IET Signal Processing,vol. 17, no. 5, 2023, pp. 1-14 (https://doi.org/ 10.1049/sil2.12216).
[51] Jian-Xing Wu, Ching Chou Pai, *Chung-Dann Kan, Pi-Yun Chen, Wei-Ling Chen, *Chia-Hung Lin, “Chest X-ray Image Analysis with Combining 2D and 1D Convolutional Neural Network based Classifier for Rapid Cardiomegaly Screening, ”IEEE Access, vol. 10, May 2022, pp. 47824 – 47836 (DOI: 10.1109/ ACCESS.2022. 3171811).
[50] *Chia-Hung Lin, Jian-Xing Wu, Neng-Sheng Pai, Pi-Yun Chen, Chien-Ming Li, and Ching Chou Pai, “Intelligent Physiological Signal Infosecurity: Case Study in Photoplethysmography (PPG) Signal, ”IET Signal Processing (Cover Image), vol. 16, no. 3, 2022, pp. 267-280 (SCIE, IF=1.400, Cover Image published on IET Signal Processing (Volume16, Issue3 May 2022).
[49] Chia-Hung Lin*, Feng-Chang, Gu, Jian-Xing Wu, and Chao-Lin Kuo*, “Nontechnical Loss Detection with Duffing–Holmes Self-synchronization Dynamic Errors and 1D CNN-based Multilayer Classifier in a Smart Grid, ”IEEE Access, vol. 10, 2022, pp. 83002 - 83016 (SCIE, IF=3.400).
[48] Chia-Hung Lin, Jian-Xing Wu, Pi-Yun Chen*, Hsiang-Yueh Lai, Chien-Ming Li, Chao-Lin Kuo, and Neng- Sheng Pai, “Intelligent Symmetric Cryptography with Chaotic Map and Quantum based Key Generator for Medical Images Infosecurity, ”IEEE Access, vol. 9, 2021, pp. 118624-118639 (DOI: 10.1109/ ACCESS. 2021. 3107608).
[47] *Chia-Hung Lin, Jian-Xing Wu, Jin-Chyr Hsu, Pi-Yun Chen, Neng-Sheng Pai, and Hsiang-Yueh Lai, “Tremor Class Scaling for Parkinson Disease Patients using an Array X-Band Microwave Doppler based Upper Limb Movement Quantizer, ”IEEE Sensors Journal, Vol. 21, No. 19, 2021, pp. 21473-21485.
[46] Jieh-Neng Wang, Wei-Ling Chen, *Chung-Dann Kan, Ching Chou Pai, *Chia-Hung Lin, Jian-Xing Wu, Neng- Sheng Pai, “Rapid In Vitro Evaluation of Hemodynamic Performances of Customized Handmade Trileaflet-valved Conduits Using Duffing–Holmes-based Self-synchronization Dynamic Errors, ”IET The Journal of Engineering, Vol. 2021, 2021, pp. 1-12(SCIE, IF=0.800, 計畫編號：MOST 104-2314-B-006-090, MOST 105-2314-B-006-063, MOST107-2221-E-006-156-MY2).
[45] *Chia-Hung Lin, Jian-Xing Wu, Pi-Yun Chen, Chien-Ming Li, *Neng-Sheng Pai, and Chao-Lin Kuo, “Symmetric Cryptography with a Chaotic Map and a Multilayer Machine Learning Network for Physiological Signal Infosecurity: Case Study in Electrocardiogram, ”IEEE Access, vol. 9, 2021, pp. 26451-26467 (doi: 10.1109/ACCESS. 2021.3107608).

[44] Jian-Xing Wu*, Pi-Yun Chen, Chia-Hung Lin*, Shigao Chen, and K. Kirk Shung, "Breast Benign and Malignant Tumors Rapidly Screening by ARFI-VTI Elastography and Random Decision Forests Based Classifier, "IEEE Access, vol. 8, 2020, pp. 54019-54034 (SCIE, IF=3.40).

[43] *Pi-Yun Chen, *Jian-Xing Wu, Chien-Ming Li, Chao-Lin Kuo, Neng-Sheng Pai, and *Chia-Hung Lin, “Symmetric Cryptography with Shift 2^n-1, Hash Transformation,Optimization-based Controller for Medical Image Infosecurity: Case Study in Mammographic Image, ”IEEE Photonics Journal, Vol. 12, No. 3, 2020, pp. 1-16 (SCIE, IF=2.200, DOI: 10. 1109/JPHOT.2020.2987769).
[42] *Chia-Hung Lin, Jian-Xing Wu, Chien-Ming Li, Pi-Yun Chen, *Neng-Sheng Pai, and Ying-Che Kuo, “Enhancement of Chest X-ray Images to Improve Screening Accuracy Rate using Iterated Function System and Multilayer Fractional-Order Machine Learning Classifier, ”IEEE Photonics Journal, Vol. 12,No. 4, 2020, pp. 1-19(SCIE, IF=2.200, DOI: 10.1109/JPHOT.2020.3013193).
[41] Tsung-Lung Yang, Ping-Ju Kan, *Chia-Hung Lin, Hsin-Yu Lin, Wei-Ling Chen, and Her-Terng Yau, “Using Polar Expression Features and Nonlinear Machine Learning Classifier for Automated Parkinson’s Disease Screening, ”IEEE Sensors Journal, Vol. 20, No. 1, 2020, pp. 501-514 (DOI: 10.1109/ JSEN.2019.2940694)
[40] Tsung-Lung Yang, *Chia-Hung Lin, Wei-Ling Chen, Hsin-Yu Lin, Chen-San Su, and Chih-Kuang Liang, “Hash Transformation and Machine Learning-based Decision-Making Classifier Improved the Accuracy Rate of Automated Parkinson’s Disease Screening, ”IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol. 28, No. 1, 2020, pp. 72-82 (doi: 10.1109/TNSRE.2019.2950143).
[39] Jian-Xing Wu, Neng-Sheng Pai, Yu-Chi Pu, *Pi-Yun Chen, *Chia-Hung Lin, Chao-Lin Kuo, Chih-Hsien Li, “Two-Round Symmetric Cryptography for Medical Image Infosecurity Against-Hacker Attacks: Case Study in Mammographic Image, ”IEEE Access, Vol. 8, 2020, pp. 181698-181711 (SCI/SCIE, IF=3.400, 計畫編號：MOST 109-2635-E-167-001).
[38] Jian-Xing Wu, Pi-Yun Chen, *Chia-Hung Lin, Shigao Chen, and K. Kirk Shung, “Breast Benign and Malignant Tumors Rapidly Screening by ARFI-VTI Elastography and Random Decision Forests Based Classifier, ”IEEE Access, Vol. 8, 2020, pp. 54019-54034 (SCIE, IF=3.400, 計畫編號：MOST 108- 2221-E-167-005-MY2 and MOST 108-2218-E-167-007-MY2)
[37] Jian-Xing Wu, Hsiao-Chuan Liu, Pi-Yun Chen, *Chia-Hung Lin, Yi-Hong Chou, and K. Kirk Shung, “Enhancement of ARFI-VTI Elastography Images in order to Preliminary Rapid Screening of Benign and Malignant Breast Tumors using Multilayer Fractional-Order Machine Vision Classifier, ”IEEE Access, vol. 8, 2020, pp. 164222-164237 (SCI , IF=3.400, 計畫編號：MOST 108- 2221-E-167- 005-MY2 and MOST 108-2218-E- 167-007-MY2).
[36] Jian-Xing Wu, Pi-Yun Chen, Chien-Ming Li, Ying-Che Kuo, *Neng-Sheng Pai, and *Chia-Hung Lin, “Multilayer Fractional-Order Machine Vision Classifier for Rapid Typical Lung Diseases Screening on Digital Chest X-Ray Images, ”IEEE Access, Vol. 8, 2020, pp. 105886-105902 (SCIE, IF=3.400, 計畫編號：MOST 108-2221-E-167-005-MY2).
[35] Pi-Yun Chen, *Chia-Hung Lin, Chung-Dann Kan, Neng-Sheng Pai, Wei-Ling Chen, and Chih-Hsien Li, “Smart Pleural Effusion Drainage Monitoring System Establishment for Rapid Effusion Volume Estimation and Safety Confirmation, ”IEEE Access, Vol. 7, pp. 135192 - 135203, 2019 (SCIE, IF=3.400, 計畫編號：MOST 108- 2221-E-167-005-MY2 )
[34] *Jian-Xing Wu, Pi-Yun Chen, Hsiao-Chuan Liu, Chia-Hung Lin, Shigao Chen, K. Kirk Shung, “Hemodynamic Quantitative Analysis Based on Doppler Ultrasound for Arteriovenous Shunt Stenosis Screening, ”IEEE Access, Vol. 7, No. 1, December 2019, pp. 171765-171775 (SCIE, IF=3.745, 計畫編號：MOST 108-2218-E-167-007 MY2).
[33] Ping-Ju Kan, *Chia-Hung Lin, Chen-San Su, Hsin-Yu Lin, Wei-Ling Chen, and Chih-Kuang Liang, “Polar Expression Feature of Digitized Handwritten Pattern for Automated-Parkinson’s-Disease Screening Using Perceptual Color Representation-based Classifier, ”IEEE Access, Vol. 7, , 2019, pp. 61738-61755 (DOI: 10.1109/ ACCESS.2019.2916411).
[32] Feng-Chang Gu, Shiue-Der Lu, Jian Xing Wu, Chao-Lin Kuo, *Chia-Hung Lin, Shi-Jaw Chen, “Interruptible Power Estimation and Auxiliary Service Allocation Using Contract Theory and Dynamic Game for Demand Response in Aggregator Business Model, ”IEEE Access, Vol. 7, pp. 129975-129987, 2019 (SCI, IF=3.400)(能源科技學門研究成果發表)
[31] *Chia-Hung Lin, Wei-Ling Chen, and Chung-Dann Kan, “Inflow and Outflow Stenoses Screening on Biophysical Experimental Arteriovenous Graft Using Big Spectral Data and Bidirectional Associative Memory Machine Learning Model, ”IET Cyber-Physical Systems: Theory & Applications, Vol. 4, No. 2, 2019, pp. 139-147 (IET Journal, SCIE, IF = 2.200).
[30] Wei-Ling Chen, *Chung-Dann Kan, *Chia-Hung Lin, and Yi-Chen Mai, “Generalized Regression Estimator Improved the Accuracy Rate of Estimated Dialysis Accesses Stenotic Condition on In-Vitro Arteriovenous Graft BiophysicalExperimental Model, ”IEEE Access, Vol. 6, 2018, pp. 10381-10391 (SCIE, IF=3.400).
[29] *Chung-Dann Kan, Wei-Ling Chen, *Chia-Hung Lin, Jieh-Neng Wang, Pong-Jeu Lu, Ming-Yao Chan, and Jui-Te Wu, “Handmade Trileaflet Valve Design and Validation for Pulmonary Valved Conduit Reconstruction Using Taguchi Method and Cascade Correlation Machine Learning Model, ”IEEE Access, Vol. 6, 2018, pp. 7088-7099(SCIE, IF=3.400, 計畫編號：MOST 107-2221-E-006-156-MY2).
[28] Ping-Tzan Huang, Jian-Xing Wu, Chien-Ming Li, and *Chia-Hung Lin, “Blood Leakage Detection during Dialysis Therapy Based on Fog Computing with Array Photocell Sensors and Heteroassociative Memory Model, ”IET Healthcare Technology Letters (HTL), Vol. 5, No. 1, February 2018, pp. 38-44 (SCIE, IF=2.800)
[27] Jian-Xing Wu, Ping-Tzan Huang, Chien-Ming Li, and *Chia-Hung Lin, “Bidirectional Hetero-Associative Memory Network with Flexible Sensors and Cloud Computing for Blood Leakage Detection in Intravenous and Dialysis Therapy, ”IEEE Transaction on Emerging Topics in Computational Intelligence, Vol. 2, No. 2, August 2018, pp. 298-307 (SCIE, IF=5.300).
[26] Jian-Xing Wu, Ping-Tzan Huang, Chien-Ming Li, and *Chia-Hung Lin, “Integration of Wireless Flexible Sensor and Virtual Internal Impedance Model for Blood Leakage Detection During Haemodialysis, ”IET Science, Measurement & Technology, Vol. 5, No. 1, 2018, pp. 38-44 (SCI, IF=1.400).

[25] Chung-Dann Kan, Wei-Ling Chen, Chia-Hung Lin, and Ying-Shin Chen, “Predictable Capability Control Scheme for Oxygen-Exchange Blood Flow Regulation in an Extracorporeal Membrane Oxygenation System, ”IET Systems Biology, Vol. 11, No. 6, 2017, pp. 155-162 (SCIE, IF=1.90).

[24] Wei-Ling Chen, Chung-Dann Kan, and Chia-Hung Lin, “Assessment of Inflow and Outflow Stenoses Using Big Spectral Data and Radial-Based Color Relation Analysis on In Vitro Arteriovenous Graft Biophysical Experimental Model, ”IET Cyber-Physical Systems: Theory & Applications, Vol. 2, No. 1, 2017, pp. 10-19 (SCIE, IF=1.70).

[23] Ping-Tzan Huang, Tai-Lang Jong, Chien-Ming Li, Wei-Ling Chen, and Chia-Hung Lin, “Integrating Flexible Sensor and Virtual Self-organizing DC Grid Model with Cloud Computing for Blood Leakage Detection during Hemodialysis, ”IEEE Transactions on Biomedical Circuits and Systems, Vol. 11, No. 4, July 2017, pp. 784-793 (SCIE, IF=5.234, 計畫編號: MOST 105-2218-E-075B-001 and MOST 105-2221-E-244-008).
[22]Chung-Dann Kan, Wei-Ling Chen, *Chia-Hung Lin, and Ying-Shin Chen, “Predictable Capability Control Scheme for Oxygen-Exchange Blood Flow Regulation in an Extracorporeal Membrane Oxygenation System,”IET Systems Biology,Vol. 11, No. 6, pp. 155-162, 2017 (SCI, IF=1.900,計畫編號: MOST 105-2221-E-244-008).
[21] Chao-Lin Kuo, Jian-Liung Chen, Shi-Jaw Chen, Chih-Cheng Kao, Her-Terng Yau, and *Chia-Hung Lin, “Photovoltaic Energy Conversion System Fault Detection Using Fractional-Order Color Relation Classifier in Micro-distribution Systems, ”IEEE Transactions on Smart Grid, Vol. 8, No. 3, May 2017 (SCI, IF=10.486, 計畫編號：MOST 103-2221-E-244-013).

[20] Jian-Xing Wu, Chien-Ming Li, Yueh-Ren Ho, Ming-Jui Wu, Ping-Tzan Huang and Chia-Hung Lin, “Bilateral Photoplethysmography Analysis for Peripheral Arterial Stenosis Screening with a Fractional-order Integrator and Info-Gap Decision-Making, ”IEEE Sensor Journal, vol. 16, no. 8, 2016, pp.2691-2700 (SCI, IF=4.300,).

[19] Jian-Liung Chen, Chao-Lin Kuo, Shi-Jaw Chen, Chih-Cheng Kao, Tung-Sheng Zhan, ^*Chia-Hung Lin, and Ying-Shin Chen, “DC-Side Fault Detection for Photovoltaic Energy Conversion System Using Fractional-order Order Dynamic Error Based Fuzzy Petri Net Integrating with Intelligent Meters, ”IET-Renewable Power Generation, vol. 10, no. 9, June 2016, pp. 1318-1327 (SCIE, IF=2.900, 計畫編號: MOST 103-2221-E-244-013 and MOST 103-2221 -E-244-015).
[18] Tung-Sheng Zhan, *Shi-Jaw Chen, Chih-Cheng Kao, Chao-Lin Kuo, Jian-Liung Chen, and *Chia-Hung Lin, “Non-technical Loss and Power Blackout Detection Under Advanced Metering Infrastructure Using a Cooperative game based Inference Mechanism, ”IET Generation, Transmission, and Distribution, Vol. 10, No. 4, 2016, pp. 873-882 (SCI, IF=2.213, 計畫編號：MOST 103-2221-E-244-013 and MOST 103-2221-E-244-015).
[17]*Chung-Dann Kan, Wei-Ling Chen, Chia-Hung Lin, Pong-Jeu Lu, and Yi-Chun Du, “Optimal Flow Adjustment of Veno-VenoarterialExtraCorporeal Membrane Oxygenation with an Adaptive Prediction Model: Cannula Sizes Screening and Pump Speeds Estimation, ”IET Science, Measurement & Technology, Vol. 10, No. 3, May 2016, pp. 177-184 (SCIE, IF=1.400, 計畫編號：MOST 102-2314-B-006-MY3).
[16] *Chia-Hung Lin, Wei-Ling Chen, Ming-Jui Wu, Chien-Ming Li, Ping-Tzan Huang, and Ying-Shin Chen, “Assistive Technology using Integrated Flexible Sensor and Virtual Alarm Unit for Blood Leakage Detection during Dialysis Therapy, ”IET Healthcare Technology Letters, Vol. 3, No. 4, December 2016, pp. 290-296 (SCIE, IF=3.300, 計畫編號: MOST 105-105-2218-E-075B-001).
[15] C.-H. Lin, W.-L. Chen, C.-M. Li, P.-T. Huang, Y.-S. Chen, “Assistive technology using integrated flexible sensor and virtual alarm unit for blood leakage detection during dialysis therapy, ”Healthcare Technology Letters, vol. 3, no. 3, 2016, pp. 290–296, doi: 10.1049/htl. 2016. 0051 (SCIE, IF=3.300).
[14] Shi-Jaw Chen, Tung-Sheng Zhan, Cong-Hui Huang, Jian-Liung Chen, and *Chia-Hung Lin, “Non-technical Loss and Outage Detection Using Fractional-Order Self-Synchronization Error based Fuzzy Petri Nets in Micro-distribution Systems, ”IEEE Transactions on Smart Grid, Vol. 6, No. 1, January 2015 (SCI, IF=10.486, ISSN 1949-3053, 計畫編號：NSC 102-2221-E-244-009).
[13] Wei-Ling Chen, Yu-Hsuan Lin, Chung-Dann Kan, Fan-Ming Yu, and Chia-Hung Lin, “Assessment of Flow Instabilities in In-Vitro Stenotic Arteriovenous Grafts Using an Equivalent Astable Multivibrator, ”IET Science, Measurement & Technology, Vol. 9, No. 6, September 2015, pp. 709-716 (SCI, IF=0.954, ISSN 1751-8822, 計畫編號：NCKUH-103-05001).
[12] Yi-Chun Du, Wei-Ling Chen, Chia-Hung Lin, Chung-Dann Kan, and Ming-Jui Wu, “Residual Stenosis Estimation of Arteriovenous Graft Using a Dual-Channel Phonoangiography with Fractional-Order Features, ”IEEE Journal of Biomedical and Health Informatics, Vol. 19, No. 2, Match 2015, pp. 590-600 (SCI, IF=1.440, ISSN 1089 7771, 計畫編號：NSC 101-2221-E-244-001 & NSC 102-2218-E-218-006).
[11] Jian-Xing Wu, *Chia-Hung Lin, Ming-Jui Wu, Chien-Ming Li, Bee-Yen Lim, and Yi-Chun Du, “Bilateral photoplethysmography analysis for arteriovenous fistula dysfunction screening with a fractional-order feature and cooperative game based embedded detector, ”IET Healthcare Technology Letters, vol. 2, no. 3, June 2015, pp. 64-69 (SCIE, IF=3.300, 計畫編號：MOST 104-2221-E-244-003).
[10] J.-X. Wu, C.-H. Lin, M.-J. Wu, B.-Y. Lim, and Y.-C. Du, “Bilateral photoplethysmography analysis for arteriovenous fistula dysfunction screening with fractional-order feature and cooperative game-based embedded detector, ”Healthcare Technology Letters, vol. 2, no. 3, 2015, pp. 64–69, doi: 10.1049/htl.2014.0090 (SCIE, IF=3.300).
[09] Wei-Ling Chen, Chung-Dann Kan, Chia-Hung Lin, and Tainsong Chen, “A Rule-based Decision-Making Diagnosis System to Evaluate Arteriovenous Shunt Stenosis for Hemodialysis Treatment of Patients Using Fuzzy Petri Nets, ” IEEE Journal of Biomedical and Health Informatics, Vol. 18, No. 2, March 2014, pp. 703-713 (SCI, IF=1.978, ISSN 1089 7771, 計畫編號：Medical Device Innovation Center (MDIC)-D102-21001).
[08] Jian-Liung Chen, Cong-Hui Huang, Yi-Chun Du, and *Chia-Hung Lin, “Combining Fractional-Order Edge Detection and Chaos Synchronization Classifier for Fingerprint Identification, ”IET Image Processing, Vol. 8, No. 6, June 2014, pp. 354-362 (SCI, IF=0.895, ISSN 1751-9659).
[07] Tung-Sheng Zhan, Jian Liung Chen, and Shi-Jaw Chen, Cong-Hui Huang, and *Chia-Hung Lin, “Design of a Chaos Synchronization Based Maximum Power Tracking Controller for a Wind-Energy-Conversion System, ”IET-Renewable Power Generation, Vol. 8, No. 6, August 2014, pp. 590-597 (SCI, IF=1.718 計畫編號：01AM1093).
[06] Yi-Chun Du, Chung-Dann Kan, Wei-Ling Chen, and Chia-Hung Lin, “Estimation of Residual Stenosis for an Arteriovenous Shunt Using a Flexible Fuzzy Classifier, ”IEEE Computing in Science & Engineering, Vol. 16, No. 6, November-December 2014, pp. 80-91 (SCI, IF=1.730, 計畫編號：NSC 101-2221-E-244-001).
[05] *Chia-Hung Lin,*Shi-Jaw Chen, Chao-Lin Kuo,and Jian-Liung Chen, “Non-cooperative Game Model Applied to An Advanced Metering Infrastructure for Non-technical Loss Screening in Micro-distribution Systems, ”IEEE Transactions on Smart Grid (Letter), Vol. 5, No. 5, September 2014, pp. 2648-2649 (SCI, IF=10.486, 計畫編號：NSC 102-2221-E-244-009).
[04] Chao-Lin Kuo, Chia-Hung Lin, Her-Terng Yau, and Jian-Liung Chen, “Using Self-Synchronization Error Dynamics Formulation based Controller for Maximum Photovoltaic Power Tracking in Micro-grid Systems, ”IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Special Issue: Fractional-Order Circuits and Systems, Vol. 3, No. 3, September 2013, pp. 459-467 (SCIE, IF=3.800, ISSN 2156-3357).
[03] *Chia-Hung Lin, Shi-Jaw Chen, Jian-Liung Chen, and Chao-Lin Kuo, “Using Sprott Chaos Synchronization Based Voltage Relays for Fault Protection in Micro-distribution Systems, ”IEEE Transactions on Power Delivery, Vol. 28, N0. 4, October 2013, pp. 2093-2102 (SCI, IF=1.519, 計畫編號：NSC 101-2221-E-244-007).
[02] Jian-Xing Wu, Chia-Hung Lin, Yi-Chun Du, and *Tainsong Chen, “Sprott Chaos Synchronization Classifier for Diabetic Foot Peripheral Vascular Occlusive Disease Estimation, ”IET Science, Measurement & Technology, Vol. 6, No. 6, November 2012, pp. 533-540 (SCI, IF=1.000, 計畫編號：NSC96-2221-E-006-002-MY3 & NSC99-2221-E-244-007).
[01] *Cong-Hui Huang, Chia-Hung Lin, and Chao-Lin Kuo, “Chaos Synchronization Based Detector for Power Quality Disturbances Classification in a Power System, ”IEEE Transactions on Power Delivery, Vol. 26, No. 2, April 2011, pp. 944-953 (SCI, IF=1.519,Q2, ISSN 0885-8977).

[美國IEEE/英國IET國際期刊論文發表(SCIE)]
2001~2011
[10] Whei-Min Lin, Chien-Hsien Wu, Chia-Hung Lin, and Fu-Sheng Cheng, Detection and Classification of Multiple Power-Quality Disturbances With Wavelet Multiclass SVM, ”IEEE Transactions on Power Delivery, vol. 23, no. 4, 2008, pp. 2575 – 2582.
[09] W.-M. Lin, C.-H. Huang, Chia-Hung Lin, C.-M. Chen, and L.-W. Wang, “Restoration strategy for secondary power network with grey relational analysis, ”IET Generation, Transmission & Distribution, vol. 2, no. 2, 2007, pp. 167 – 174.
[08] Meei-Song Kang, C.J. Chen, Yu-Lung Ke, Chia-Hung Lin, and Chia-Wen Huang, “Load Profile Synthesis and Wind-Power-Generation Prediction for an Isolated Power System, ”IEEE Transactions on Industry Applications, vol. 43, no. 6, 2007, pp. 1459 – 1464.
[07] Chia-Hung Lin and Chia-Hao Wang, “Adaptive Wavelet Networks for Power-Quality Detection and Discrimination in a Power System, ”IEEE Transactions on Power Delivery, vol. 21, no. 3, 2006, pp. 1106 – 1113.
[06] Chia-Hung Lin and M.-C. Tsao, “Power quality detection with classification enhancible wavelet-probabilistic network in a power system, ”IEE Proceedings - Generation Transmission and Distribution, vol. 152, no. 6, 2005, pp. 969 – 976.
[05] Whei-Min Lin, Chia-Hung Lin, Keng-Pang Tu, and Chien-Hsien Wu, “Multiple Harmonic Source Detection and Equipment Identification With Cascade Correlation Network, ”IEEE Transactions on Power Delivery, vol. 20, no. 3, 2005, pp. 2166 – 2173.
[04] W.-M. Lin, Chia-Hung Lin, and M.-X. Tasy, “Transformer-fault diagnosis by integrating field data and standard codes with training enhancible adaptive probabilistic network, ”IEE Proceedings - Generation Transmission and Distribution, vol. 152, no. 3, 2005, pp. 335-341.
[03] Whei-Min Lin, Chia-Hung Lin, and Zheng-Chi Sun, “Adaptive Multiple Fault Detection and Alarm Processing for Loop System With Probabilistic Network,”IEEE Transactions on Power Delivery, vol. 19, no. 1, 2004, 64 – 69.
[02] Whei-Min Lin, Chia-Hung Lin, and Zheng-Chi Sun, “Event-Orthogonal Error-Insensitive Multiple Fault Detection With Cascade Correlation Network, ”IEEE Transactions on Power Delivery, vol. 18, no. 4, 2003, pp. 1152 – 1157.

[01] Whei-Min Lin, Chin-Der Yang, Hia-Hong Lin (Chia-Hung Lin), and Ming-Tong Tsay, “A fault classification method by RBF neural network with OLS learning procedure, ”IEEE Transactions on Power Delivery, vol. 16, no. 4, 2001, pp. 473 – 477.

出版年月	著作名稱	作者
2026/4	Low Carbon Economic Dispatch (LCED) of Power Grid with Virtual Power Plants (VPPs) under Carbon Capture and Storage (CCS) and Integrated Demand Response Considerations (日本東京早稻田大學)	Ping-Tzan Huang, Hong-Wei Sian, Yung-Chang Luo, Feng-Chang Gu, Kuei-Hsiang Chao, Cheng-Tao Tsai, Long-Yi Chang, Wen-Cheng Pu, and Chia-Hung Lin
2026/4	Skeleton Information based Polar Graph Convolutional Network Classifier with Attention Mechanism for Sleeping Posture Monitoring in Infants and Long-Term Bedridden Elderly Care (NSTC 114-2221-E-167-050 and NSTC 114-2221-E-167-006) (日本東京早稻田大學)	Tzu-Yao Chung, Hsiang-Yueh Lai, Chien-Ming Li, Neng-Sheng Pai, Pi-Yun Chen, Ying-Che Kuo, Chao-Lin Kuo, and Chia-Hung Lin
2025/10	Millimeter-Wave (mm-Wave) Echo Features Detection with Deep Learning-base Classifier for Parkinson’s Upper Limb Tremors Classification (NSTC 114-2221-E-167-006)(日本仙台)	Pi-Yun Chen, Shao-Ting Yang, Chun-Yu Lin, Neng-Sheng Pai, Hsiang-Yueh Lai, Chao-Lin Kuo, Ping-Tzan Huang, Chien-Ming Li, and Chia-Hung Lin
2025/10	Low-Carbon Economic Dispatch Considering Virtual Power Plants (VPPs) in a Power Grid (日本仙台)	Ping-Tzan Huang, Hong-Wei Sian, Feng-Chang Gu, Kuei-Hsiang Chao, Cheng-Tao Tsai Long-Yi Chang, Yung-Chang Luo, Wen-Cheng Pu, and Chia-Hung Lin
2025/10	Design and Implementation of Waypoint Path Controller for Unmanned Catamaran Surface Vehicle (日本仙台)	*Chao-Lin Kuo, Yu-Chi Pu, and Chia-Hung Lin
2025/8	A Novel Integrated Approach of Symmetrized Dot Pattern and Convolutional Neural Networks for Non-Technical Loss Detection in Smart Grids (NSTC 112-2221-E-020 -018) (日本九州)	*Ping-Tzan Huang, Chia-Hung Lin, and Yu-Fan Wu
2025/6	可攜式ECG訊號量測與可視化彩色圖樣分析(NSTC 113- 2813-C-167-018-E)	郭晉霖、張冠智、劉宗聖、李廷宏、林家宏、 *陳碧雲
2025/6	結合YOLO分類器與混合實境為基礎可視化超音波掃描系統於血液透析瘻管(AVF)阻塞檢測之研製(NSTC 113-2813-C-167-013-E)	林鈞毅、*林家宏、陳碧雲、白能勝、黃屏瓚
2025/6	結合動態MFCC特徵萃取和深度學習為基礎分類器於慢性阻塞性肺病(COPD)篩檢(NSTC 112-2813-C-167-006-E)	王粲翔、陳碧雲、白能勝、郭昭霖、林家宏、黃屏瓚*
2025/4	Visualization Ultrasound Scanning System Establishment for Arteriovenous Fistula (AVF) Stsenosis Screening in Hemodialysis Patients based on the OAO- and OAA-based Classifiers (NSTC 113-2813-C-167-013-E) (日本四國)	Jun-Yi Lin, Chia-Hung Lin, Pi-Yun Chen, Neng-Sheng Pai, Feng-Chang Gu, Chao-Lin Kuo, and Chien-Ming Li
2025/4	Virtual Speech-Language Pathologist Establishment as Rehabilitation Assistive Tool for Mandarin-Speaking Aphasia Patients (NSTC 112-2635-E-167 001) (日本四國)	Hsiang-Yueh Lai, Tzu-Yao Chung, Chia-Hung Lin, Chia-Chieh Hu, Neng-Sheng Pai, Ping-Tzan Huang, and Chien-Ming Li
2025/4	Upper Limb Tremor Class Scaling for Parkinson Disease Patients using an Doppler Radar Millimeter-Wave (76 - 81 GHz) Sensing and Deep CNN based Classifier (日本四國)	Chun-Yu Lin, Pi-Yun Chen, Yu-En Cheng, Neng-Sheng Pai, Ping-Tzan Huang, Chao-Lin Kuo, Chia-Hung Lin
2024/11	Implementation of an Image Infosecurity and Facial Expression Recognition Classifier for Prevention Care System Application in Sudden Infant Death Syndrome (Oral Presentation) (韓國釜山)	Chih-Te Tsai, *Neng-Sheng Pai, Chia-Hung Lin, and Hsiang-Yueh Lai
2024/11	Mel-Frequency Cepstral Coefficients based Extractor and CNN Classifier for Gender and Region Recognition from Dialect-Sentence Speech Signals (Oral Presentation)(NSTC 112-2635-E-167 001) (韓國釜山)	Chia-Chieh Hu, *Hsiang-Yueh Lai, Chia-Hung Wen, Chia-Hung Lin, and Neng-Sheng Pai
2024/8	Simulation of Smart Meter Detection Base on Non-Technical Loss Fraud and Classification in Smart Grid (Best Conference paper award) (NSTC 112-2221-E-020-018) (日本名古屋)	Ping-Tzan Huang, Chia-Hung Lin, and Jang-Chiun Chen
2024/4	Combining Endpoint Detection with a 1D CNN-based Classifier for Automatic Cardiac Arrhythmia Detection Using Electrocardiograms (馬來西亞吉隆坡)	Chih-Te Tsai, Yu-En Cheng, *Chia-Hung Lin, Pi-Yun Chen, Can-Xiang Wang, Hsiang-Yueh Lai, Feng-Chang Gu, and Neng-Sheng Pai
2024/04	Early Detection of Chronic Obstructive Pulmonary Disease Through Mel-Scale Respiratory Sound Feature Extraction and Deep Learning–Based Classification (NSTC 112-2813-C-167-006-E) (馬來西亞吉隆坡)	Pi-Yun Chen, Chun-Yu Lin, Can-Xiang Wang, *Chia-Hung Lin, Chao-Lin Kuo, and Neng-Sheng Pai
2024/04	Enhancement of the DC Microgrid System Equipment to Improve Fault Protection using the Iterated Function Method (NSTC 112-2221-E-020-018) (馬來西亞吉隆坡)	Ping-Tzan Huang, Chia-Hung Lin, Zi-Heng Zhong, and Chein-Chung Sun
2024/11	Short-Range and Contactless V-Band (50-75 GHz) Millimeter-Wave Based Vital Sign Detection for Sudden Infant Death Syndrome (SIDS) Preventive Care (Oral Presentation) (韓國釜山)	Yu-En Cheng, *Chia-Hung Lin, Neng-Sheng Pai, Pi-Yun Chen, and Chien-Ming Li
2022/12/1	Automatic Segmentation of Calcified Plaques and Vessel Borders with 2D Spatial Multilayer Machine Vision Classifier	Chia-Hung Lin, Chung-Dann Kan, Jian- Xing Wu, Pi-Yun Chen, and Ching Chou Pai
2022/6/1	利用深部靜脈容積及最大靜脈回流量檢查儀器來偵測髂靜脈壓迫症候群之圖形變化-輔以AI人工智慧分析辨別	白景州、何惠雯、白能勝、林家宏
2022/6/1	基於多層狀卷積神經網路於乳房攝影腫瘤快篩應用	張豐洲、*林家宏、白能勝、張軒豪
2021/11/1	Development of Confocal Shear Wave Acoustic Radiation Force Elastography with Fractional-Order Convolution Neural Network Classifier for Early Diagnosis and Evaluation of Barret's Esophagus	Jian-Xing Wu, Chia-Hung Lin, Jin-Chyr Hsu, K. Kirk Shung
2021/11/1	Multilayer Machine Vision Classifier on Low-Dose CT (LDCT) Images for Intelligent Cardiopulmonary Diseases Rapid Screening and Assessment	Chia-Hung Lin, Chung-Dann Kan, Jian- Xing Wu, Pi-Yun Chen, and Ching Chou Pai
2021/11/1	基於多面向分數階卷積滑動視窗優化X光視覺影像圖樣分類器於胸腔積液量估測暨智能引流監測系統之研製(Paper#453)	1林家宏、甘宗旦、陳碧雲、巫建興、張軒豪、李志賢
2021/4/1	Intelligent Symmetric Cryptography Protocol for Medical Image Infosecurity in a Picture Archiving and Communication System	Pi-Yun Chen, Jian-Xing Wu, *Neng- Sheng Pai, Ying-Che Kuo, Chao-Lin Kuo, and Chia-Hung Lin
2019/11/1	A Novel Cryptographic Method for Infosecurity of the Medical Images	Chao-Lin Kuo, Neng-Sheng Pai, and Chia Hung Lin
2019/8	Smart Drainage Monitoring System: Case Study in Pleural Effusion Drainage (加拿大溫哥華哥倫比亞大學)	Li Chih-Hsien, Kan Chung-Dann, Chen Wei-Ling, Neng-Sheng Pai, Chen Pi-Yun, Lai Hsiang-Yueh, Chia-Hung Lin*
2019/8	Digitalized Hand-drawn Patterns for Automated Screening of Parkinson's Disease Using Machine Learning Classifier (加拿大溫哥華哥倫比亞大學)	Yang Tsung-Lung, Chia-Hung Lin*, Kan Ping-Ju, Lin Hsin-Yu, Chen Wei-Ling, Shih-An Chen
2018/4/1	Multiple Fault Location in a Photovoltaic Array Using Bidirectional Hetero-Associative Memory Network in Micro-distribution Systems	Long-Yi Chang, Jian-Liung Chen, Chao- Lin Kuo, Neng-Sheng Pai, and Chia- Hung Lin
2018/4/1	Nasogastric (NG) Tube Dislodgment Detection for Rehabilitation Patients Based on Fog Computing with Warning Sensors and Fuzzy Petri Net	Yueh-Ren Ho, Chia-Hung Lin, Chien- Ming Li, Wei-Ling Chen, Ming-Yu Chen, and Yong-Zhi Chen
2017/7/1	An FPGAbased Chaos Synchronisation Classifier for Estimation of Peripheral Vascular Occlusion Using Photoplethysmography	Jian-Xing Wu, Ping-Tzan Huang, Cho- Chiang Shih and Chia-Hung Lin
2017/7/1	Integrating Photocell Sensors and Associative Memory Machine Learning Model for Blood Leakage Detection during Dialysis Therapy: Animal Experiment	Ping-Tzan Huang, Jian-Xing Wu, Tai- Lang Jong, Chien-Ming Li, and Chia- Hung Lin
2017/6/1	契約理論於可停電力估測與考慮分散式電源供電風險之輔助服務在微電網用戶群商業模型之研究：虛擬用戶應用	陳曦照, 陳建良, 張隆益, 郭昭霖, 林家宏, 李悅綺, 陳威諺
2017/6/1	整合無線軟質感測器與虛擬阻抗模型於靜脈注射外滲與靜脈針漏血偵測之研究：霧端計算應用, (Oral Presentation, 第十二屆智慧生活科技研討會論文佳作獎, 論文編號：HCD001)	陳盈鑫, 張銘元, 黃屏瓚, 李健明, 陳維聆, 林家宏
2016/11/1	整合無線軟質感測器與虛擬可變結構警示裝置於血液透析過程靜脈針漏血偵測可行性評估之研究	林家宏, 陳維聆, 李健明, 吳明瑞, 陳盈鑫, 張銘元, 李騏名
2016/11/1	智慧電網需量反應與輔助服務用戶群代表動態對局商業模型於電力市場營運之研究	陳曦照, 陳建良, 張隆益, 郭昭霖, 李悅綺, 陳威諺, 林家宏
2016/9/1	Demand Response and Ancillary Service Strategy using Dynamic Game Model for Aggregator Business Market in Smart Grids	Tung-Sheng Zhan, Chih-Cheng Kao, Jian-Liung Chen, Chao-Lin Kuo, Shi-Jaw Chen, and Chia-Hung Lin
2016/9/1	The Feasibility of Integrating Flexible Sensor and Virtual Self-Organizing DC Grid Model in an Embedded System for Blood Leakage Detection During Dialysis Treatment	Ping-Tzan Huang, Chih-Cheng Kao, Chien-Ming Li, Yueh-Ren Ho, Wei-Ling Chen, Ming-Jui Wu, and Chia-Hung Lin
2016/9/1	Using Limiting Distribution of Transition Probability to Assess Coexisting Inflow and Outflow Stenosis in Experimental Stenotic Arteriovenous Grafts	Wei-Ling Chen, Yi-Chen Mai, Chien-Ming Li, Chung-Dann Kan, Hung-Shang Liu, and Chia-Hung Lin
2016/9/1	於智慧電網應用動態對局模型實現用戶群代理者活化分散式電源之研究	張隆益、鐘翼能、陳曦照、陳建良、郭昭霖、林家宏
2015/11/1	Bilateral Photoplethysmography Analysis for Arteriovenous Fistula Dysfunction Screening Using Prisoner’s Dilemma Game	Chien-Ming Li, Yueh-Ren Ho, Ming-Jui Wu, Shih-Ming Pan, and *Chia-Hung Lin
2015/11/1	分數階二分逼近雙輸入升降壓控制器於微電網太陽能發電系統之電能轉換與電壓調整	陳建良、陳曦照、潘世明、陳盈鑫、李騏名、張銘元、林家宏
2015/8/1	Assessment of Flow Instability in In-Vitro Stenotic Arteriovenous Grafts during Hemodialysis Using Inflow and Outflow Hemodynamic Game Analysis	*Chia-Hung Lin, Wei-Ling Chen, Chung- Dann Kan, Shih-Ming Pan, and Ming-Jui Wu
2015/8/1	Photovoltaic Energy Conversion System Fault Detection Using Fractional-Order Self-Synchronization Error Based Fuzzy Petri Nets in a Micro-distribution System (日本北海道)	Jian-Liung Chen, Shi-Jaw Chen, Chih- Cheng Kao, Chao-Lin Kuo, Tung-Sheng Zhan, *Chia-Hung Lin
2015/6/1	Dusfunction Screening in Experimental Arteriovenous Grafts for hemodialysis Using Inflow and Outflow Hemodynamic Game Analysis	*Wei-Ling Chen, Chung-Dann Kan, and Chia-Hung Lin
2015/6/1	應用序列分數階超音波影像處理技術於3D血液透析瘻管通道重建與阻塞評估	*吳明瑞、林秀惠、王素琴、杜翌群、林家宏、林美燕、邱仲逸
2015/6/1	於智慧微電網以分數階自同步誤差系統為基礎之彩色關聯度分析方法實現竊電之偵測	陳曦照、潘世明、陳建良、陳盈鑫、李騏名、張銘元、林家宏
2014/9/1	Fractional-Order Color Relation Analysis for Non-technical Loss Detection and Classification in Micro-distribution Systems (日本北海道北海道大學)	*Shi-Jaw Chen, Tung-Sheng Zhan, Chih- Cheng Kao, Jian-Liung Chen, and Chia- Hung Lin
2014/9/1	Hemodynamic Analysis of Doppler Ultrasound with a Color Relation Classifier for Arteriovenous Fistula Stenosis Evaluation	*Yi-Chun Du, Ming-Jei Wu, Chien-Ming Li, Jian-Xing Wu, and Chia-Hung Lin
2013/3/1	The Feasibility of Phonoangiography Application with Fractional Order Chaotic System in Arteriovenous Shunt Stenosis Detection	Wei-Ling Chen, *Chung-Dann Kan, Chia- Hung Lin, and Tainsong Chen
2012/12/1	Multiple Adaptive Network-based Fuzzy Inference Systems-based Voltage Relays and Service Restoration System for Micro-distribution Systems(榮獲第三十三屆電力工程研討會優秀論文獎)	Whei-Min Lin, Chia-Sheng Tu, Chia- Hung Lin, Cong-Hui Huang, and Shi-Jaw Chen
2012/8/1	Evaluation of Arteriovenous Shunt Stenosis in Hemodialysis Patients by using the Burg method for Autoregressive Modeling	Wei-Ling Chen, *Chung-Dann Kan, Chia- Hung Lin, and Tainsong Chen
2012/8/1	Fuzzy Sliding Mode Control for a Gyroscope System (Paper Submission 233731)	Chao-Lin Kuo, Chia-Hung Lin, Her-Terng Yau, and Chien-Kuo Tsui
2012/6/1	Application of Grey Relational Analysis to Recognition of Liver Cancer in Biopsy Images	Shih-Ming Pan and Chia-Hung Lin
2012/6/1	Chaos Synchronization Based Voltage Relays for Voltage Disturbances Detection in a Microdistribution System(日本大阪)	Chia-Hung Lin, Chao-Lin Kuo, Shi-Jaw Chen, Jian-Liung Chen, and Cheng- Hsien Lin
2012/3/1	適用於銀髮族運動休閒活動可攜帶生理訊號監測器之研製：結合脈音接收器和肌力監測器	尹政偉、蘇宗弘、蔡明偉、王昇偉、林家宏、潘世明
2011/8/1	Diabetic Foot Peripheral Vascular Occlusive Disease Estimation Using Fractional-Order Chaos Synchronization Detector	Chia-Hung Lin, Jian-Liung Chen, Yi- Chun Du, Shih-Ming Pan, and Jian-Xing Wu
2011/8/1	Fractional-Order Edge Detection and Multiple Chaos Synchronization System for Fingerprint Image Identification for Fingerprint Image Identification	Chia-Hung Lin, Yi-Chun Du, Cong-Hui Huang, and Jian-Liung Chen
2011/8/1	Terminal Fuzzy Sliding Mode Control for the Duffing-Holemes System	Yi-Pin Kuo, Chao-Lin Kuo, Chia-Hung Lin, Yong-Ren Pu
2011/4/1	多通道尺關寸診脈器於缺血性心臟病監測之研製	郭孟嘉(五專部)、馬健皓(五專部)、尹政偉(五專部)、李政昇(研究生)、林家宏、潘世明
2010/6/1	Chaos Synchronization Detector Combining Radial Basis Network for Estimation of Lower Limb Peripheral Vascular Occlusive Disease (日本京都)	Chia-Hung Lin, Yung-Fu Chen, Yi-Chun Du, Jian-Xing Wu, and *Tainsong Chen
2010/5/1	Frequency-Domain Design of Fractional-Order FIR Differentiators	Wei-Der Chang, Dai-Ming Chang, Eri- Wei Chiang, Chia-Hung Lin, and Jian- Liung Chen
2010/3/1	心電病症自動辨識視窗化輔助診斷系統之設計：結合適應性碎形轉換、快速傅立葉轉換、類神經網路辨識器、與粒子群演算法	林國偉(研究生)、薛雄(五專部)、郭孟嘉(五專部)、李政昇(研究生)、*林家宏、潘世明
2009/12/1	建立可攜式即時手部動作辨識系統	杜翌群、林家宏、呂云元、*陳天送
2008/5/1	Monitoring Classifier for Power Quality Discrimination Using Wavelet- Grey Relational Analysis (日本東京)	Chia-Hung Lin, *Meei-Song Kang, and Long-Wei Wang
2005/12/1	應用類神經網路於故障偵測與故障復電策略之研究	*林惠民、吳建賢、吳彥穎、林家宏、鄭富升、楊進德、何承哲

年度	補助類別	學門代碼	計畫名稱	擔任工作	核定經費(新台幣)
114	專題研究計畫 (一般研究計畫)	醫用電子	結合肢體骨架資訊圖卷積神經網路和W波段都普勒微波感測於帕金森病症篩檢系統之研製	主持人	1,016,000
114	專題研究計畫 (一般研究計畫)	智慧生醫照護及系統生物控制	實現臉部表情捕捉和肢體骨架睡姿辨識為基礎分類器於嬰兒猝死症(SIDS)預防照護系統之研製	共同主持人	920,000
114	大專學生研究計畫	醫用電子	結合攜帶式超音波掃描儀與YOLOv11定向目標偵測器為基礎定點照護檢驗(POCT)裝置於頸動脈狹窄量化之研製(學生: 李承蓨)	指導教授	58,000
113	勤益科技大學(校內計畫案)	----------	結合非接觸多通道都普勒效應微波感測和深度學習分類器於可區分典型和非典型帕金森病症篩檢系統之研製	主持人	50,000
113	大專學生研究計畫	醫用電子	結合Faster R-CNN與混合實境(Mixed Reality)為基礎可視化超音波掃描系統於血液透析(洗腎)瘻管阻塞檢測之研製(學生: 林鈞毅-113學年度國科會大專學生參與專題研究計畫研究創作獎)	指導教授	58,000
113	專題研究計畫 (鼓勵女性從事科學及技術研究專案計畫)	醫學資訊	具自動特徵萃取與檢測邊框生成深度學習"影像辨識技術進行急救車藥品雲端智慧之精實管理	共同主持人	757,000
112	專題研究計畫 (一般研究計畫)	醫用電子	具梅爾頻率倒譜係數萃取和深度學習分類器為基礎三維可視化醫學影像檢測系統研製：乳房腫瘤區塊切割與局部放射治療定位應用	主持人	1,062,000
112	大專學生研究計畫	醫用電子	具語音特徵萃取和深度學習為基礎慢性阻塞性肺病(COPD)篩檢器之研製(學生: 王粲翔)(2024年中國工程師學會學生分會工程論文競賽，榮獲佳作獎)	指導教授	58,000
112	專題研究計畫 (鼓勵女性從事科學及技術研究專案計畫)	智慧生醫照護及系統生物控制	結合混合實境與一維多層狀卷積神經網路分類器之語音溝通輔具於華語失語症患者復健應用與可行性評估	共同主持人	1,000,000
112	專題研究計畫 (新進人員研究計畫)	其他–能源科技	發展深度學習為基礎智慧型電網中非技術性損失篩檢系統之研製	共同主持人	800,000
111	勤益科技大學(校內計畫案)	----------	發展軟體本身即為醫用檢測分類器(SaMD)於乳房病灶自動快速篩檢與臨床應用可行性評估	主持人	50,000
111-112	彰化秀傳醫院院內計畫案	---------	基於深度學習適用於臨床乳房腫瘤自動辨識輔助系統與操作人機介面開發與可行性評估	共同主持人	300,000
111	彰化秀傳醫院院內計畫案	----------	一維(1D)多層狀卷積神經網路於心臟肥大快速篩檢與臨床應用可行性評估	共同主持人	300,000
111	專題研究計畫 (新進人員研究計畫)	其他–能源科技	發展直流供電保護預警系統與深度學習分析技術於船舶微電網設備之研製	共同主持人	920,000
111	專題研究計畫 (新進人員研究計畫)	醫材系統與輔具系統	發展三向多頻段光聲內視鏡探針診斷技術於結直腸癌診斷分析之可行性評估	共同主持人	1,058,000
111	專題研究計畫 (一般研究計畫)	智慧型照護系統	基於混沌圖和量子密鑰產生器與多層狀機器視覺學習網路加解密器於具隱私雷達微波脈搏波量測裝置之研製	共同主持人	777,000
110	專題研究計畫 (一般研究計畫)	醫學資訊	以多肺窗值與二維分數階參數於智能心肺相關疾病篩檢的低劑量電腦斷層掃描影像之優化學習多層機器視覺分類器開發	計畫主持人	993,000
110	專題研究計畫 (一般研究計畫)	智慧型照護系統	考慮駭客攻擊基於資訊安全結合雜湊影像轉換與二維分數階卷積視窗之智能影像加解密器及腫瘤篩檢分類器之研製：以乳房彈性超音波影像與X-ray影像為例 (II)	共同主持人	777,000
110	專題研究計畫 (一般研究計畫)	醫材系統與輔具系統	開發具高解析度光聲影像內視鏡輔助導引技術於下鼻甲微創手術應用與可行性評估	共同主持人	1,111,000
110	專題研究計畫 (一般研究計畫)	醫材系統與輔具系統	人工智能預測主動脈血管內支架置放的合適性與預後分析併血管內客製化複合式支架設計與臨床應用可行性評估	共同主持人	1,261,000
109	大專學生研究計畫	醫用電子	智能移128碼、雜湊轉換與群聚優化演算法於數位醫學影像對稱式加解密器之研製：以放射診斷影像為例(學生: 李志賢)	指導教授	58,000
109	專題研究計畫 (鼓勵女性從事科學及技術研究專案計畫)	智慧型照護系統	考慮駭客攻擊基於資訊安全結合雜湊影像轉換與二維分數階卷積於智能視覺影像加解密器及圖樣分類器之研製：以乳房超音波影像為例	共同主持人	618,000
108	專題研究計畫 (新進人員研究計畫)	醫用電子	發展共聚焦剪切波聲輻射力彈性影像與分數階卷積神經網路技術於巴瑞特氏食道早期診斷之可行性評估	共同主持人	2,051,000
108	專題研究計畫 (一般研究計畫)	醫用電子	基於多面向分數階卷積滑動視窗優化X光視覺影像圖樣分類器於胸腔積液量估測暨智能引流監測系統之研製	計畫主持人	1,800,000
108	勤益科技大學自動化領域特色技術發展專案計畫	----------	自行車前叉壓鑄線生產智動化核心技術開發(鋐光實業股份有限公司:技轉金700,000元)	共同主持人	600,000
107	專題研究計畫 (一般研究計畫)	醫材系統與輔具系統	客製化心導管植入手工三葉瓣膜導管支架之智慧型設計方法結合虛擬實境技術_從體外模擬到動物實驗	共同主持人	2,046,000
107	專題研究計畫 (一般研究計畫)	醫用電子	結合雙通道連續光感測技術與無穩態簡諧振盪模型於接受血液透析患者周邊動脈阻塞評估之智慧型穿戴裝置研製	計畫主持人	835,000
106	專題研究計畫 (一般研究計畫)	醫用電子	具可預測引流導管流量分數階控制器於體外膜氧合器(ECMO)改善血氧交換效能操作平台之建構—從擬真擴增實境(AR)訓練到臨床應用	計畫主持人	836,000
106	專題研究計畫 (新進人員研究計畫)	醫用電子	以血流聲音判斷洗腎患者瘻管功能性指標與評估疾病治療效果之穿戴裝置	共同主持人	794,000
105	專題研究計畫	醫用電子	適應性分數階積分引流導管穩流控制器於靜脈(V)-靜脈(V)-動脈(A)型體外膜氧合器(ECMO)改善再循環與血氧交換效能之研究	主持人	730,000
105	105年度高雄榮民總醫院台南分院院內計畫案	----------	簡易無穩態簡諧振盪模型於動靜脈瘻管通路血液流體穩定性評估	主持人	425,000
105	專題研究計畫 (一般研究計畫)	巨量資料應用研究－產學共創一	巨量資料分析結合逆向工程於複合式風渦輪機葉片與傳動機構設計並電能轉換優化之研製	共同主持人	1,130,000
105	專題研究計畫 (一般研究計畫)	醫材系統與輔具系統	以「音頻技術偵測血管通道多段阻塞」曁整合快速篩檢系統(ScreeningSystem)評估洗腎病人「血液透析動靜脈瘻管通路功能」與「體液過剩(Hypervolemia)」之狀態	共同主持人	2,326,000
105	專題研究計畫 (新進人員研究計畫)	醫用電子	在模擬動脈系統的動靜脈瘻管模型以音頻技術探討血管通路窄化程度變化之功能性方法	共同主持人	655,000
105	專題研究計畫 (一般研究計畫)	其他–能源科技	考慮電業利益最大化為基礎之電力排程及應用動態對局模型實現智慧電網用戶群代理者活化分散式電源於電力分配之研究	共同主持人	640,000
104	專題研究計畫	醫用電子	等效無穩態簡諧振盪模型與動態對局分析法於動靜脈瘻管通路血液流體穩定性與阻塞評估	主持人	726,000
104	專題研究計畫 (一般研究計畫)	其他–能源科技	以合作對局模型實現智慧微電網之能源管理策略及研發應用於太陽光電高效能昇降壓直流-直流轉換器之研究	共同主持人	529,000
104	財團法人金屬工業研究發展中心-104年度學界協助中小企業科技關懷跨域整合計畫	----------	風光互補能源轉換系統高效能運轉可行性評估	主持人	72,000
103	專題研究計畫 (一般研究計畫)	其他–能源科技	以分數階混沌同步系統和模糊派萃網路為基礎的太陽能發電系統故障偵測器之研製	共同主持人	605,000
103	專題研究計畫 (一般研究計畫)	其他–能源科技	於智慧微電網以分數階混沌同步系統為基礎之彩色關聯度分析方法實現竊電之偵測、辨識與分類及其負載重新配置之研究	共同主持人	541,000
103	專題研究計畫 (一般研究計畫)	醫用電子	結合多通道雷射都卜勒及分數階時間-模糊派萃網路於動靜脈瘻管阻塞之篩檢系統研製	計畫主持人	677,000
103	高雄榮民總醫院台南分院院內計畫案	----------	利用序列超音波影像發展自動廔管阻塞評估系統	計畫主持人	254,000
102	專題研究計畫 (一般研究計畫)	醫用電子	結合體感遊戲和適應性網路模糊推論系統之漸進式下肢復健輔助與成效評估系統研製	計畫主持人	635,000
102	專題研究計畫 (新進人員研究計畫)	醫用電子	建構混沌同步偵測系統結合都卜勒超音波與光學技術於周邊動脈疾病之評估	共同主持人	811,000
102	專題研究計畫 (一般研究計畫)	其他–能源科技	整合支撐向量機分類器及配電狀態估計方法於AMI電表讀值異常偵測、分類與估測之研究	共同主持人	427,000
101	專題研究計畫 (一般研究計畫)	銀髮族專屬資通訊設備	適用於銀髮族運動休閒活動互動式體適能管家之研製	計畫主持人	368,000
101	專題研究計畫 (一般研究計畫)	醫用電子	可攜帶雙通道光電感測混沌同步偵測器於下肢靜脈曲張診斷之研製	計畫主持人	590,000
101	專題研究計畫 (一般研究計畫)	能源科技	適用於微配電系統之掌上型數位電力品質監測器之研製	共同主持人	540,000
101	專題研究計畫 (一般研究計畫)	智慧型機器人	終值模糊滑動模式控制於水下機器人之研究	共同主持人	749,000
101	核能研究所委託計畫	___________	故障偵測系統平台開發與研製之研究	共同主持人	607,000
100	大專學生研究計畫	醫用電子	適用於銀髮族運動休閒活動可攜帶生理訊號監測器之研製：結合脈音接收器及肌力監測器(學生: 尹政偉)(2012年台北國際發明暨技術交易展銀牌獎)(2012年中華民國生物醫學工程創意設計、製作競賽，生醫工程發想組勵志獎)	指導教授	47000
100	教育部補助智慧生活跨領域基礎課程與服務學習課程推廣計畫	100學年第一學期課程計畫補助，執行類別: A類--跨領域基礎課程(智慧健康醫療照護)	橘色科技應用― 弱勢族群照護應用	計畫主持人	285,400
100	教育部區域產學合作中心補助夥伴學校執行技術商品化計畫	教育部區域產學合作中心-國立屏東科技大學	攜帶生理訊號監測器之研製	計畫主持人	50,000
99	專題研究計畫 (一般研究計畫)	醫用電子	穿戴式糖尿病足部病變監測系統之研製：結合無線光電感測技術與碎形彩色關聯分析法	計畫主持人	553,000
99	專題研究計畫 (一般研究計畫)	自動化影像及視覺技術	三維(3D)碎形熱影像自動檢測於變壓器內部熱點故障定位平台之研製	共同主持人	378,000
99	大專學生研究計畫	醫用電子	多通道尺關寸診脈器於缺血性心臟病監測之研製：結合雷射光感測與碎形維度演算法(學生: 郭孟嘉-99學年度國科會大專學生參與專題研究計畫研究創作獎)	指導教授	47,000
98	大專學生研究計畫	醫用電子	結合光電感測與ZigBee無線網路模組於下肢血管病變監測鞋之研製(學生: 薛雄) (99學年度大學校院網路通訊軟體與創意應用競賽，系統設計組值得注目獎)	指導教授	47,000
97	專題研究計畫 (新進人員研究計畫)	醫用電子	可攜式非線性碎形FPGA心電病症辨識晶片之研製(I)	計畫主持人	384,000
96	大專學生研究計畫	電力學門	應用可預測灰色聚類於變壓器可燃性氣體估測以改善故障診斷之研究(學生: 黃屏瓚)	指導教授	47,000
93	專題研究計畫 (新進人員研究計畫)	醫學工程	應用分類增強智慧型小波網路於心律不整辨識之研究	計畫主持人	198,200

[01] 勤益科技大學自動化領域特色技術發展專案計畫(鋐光實業股份有限公司):自行車前叉壓鑄線生產智動化核心技術開發(高教深耕計畫)，執行時間108年07月~109年06月。(本計畫案已技術授權至鋐光實業(股)公司，授權金70萬元整(109年07月)
[02] 執行三件乳房醫學影像分析於腫瘤篩檢相關之IRB計畫案：
1. 取得彰化秀傳醫院IRB許可，計畫名稱：運用乳房醫學影像分析於腫瘤篩檢之回溯性研究(IRB計畫)，IRB編號：SCMH_IRB No. 1100703，執行時間110年07月19日~111年06月30日。
2. 取得台中醫院(衛福部草屯療養院)IRB許可，計畫名稱：乳房影像於腫瘤預測分析之回溯性研究(IRB計畫)，IRB編號：110036，執行時間110年07月01日~111年06月30日。
3. 取得彰化秀傳醫院IRB許可，計畫名稱：基於深度學習適用於臨床乳房腫瘤自動辨識輔助系統與操作人機介面開發與可行性評估(IRB計畫)，IRB編號：1101206，執行時間111年01月01日~111年12月31日。
4. 取得彰化秀傳醫院IRB許可，計畫名稱：IRB計畫名稱：運用ECG(心電圖)訊號分析於典型和非典型帕金森病症篩檢之回溯性研究(IRB計畫)，IRB編號：1130103，執行時間113年01月31日~114年01月30日 (執行時間展延114年04月10日~115年04月09日)。

[指導研究生參與國際研討會]

[07] Tzu-Yao Chung, *Hsiang-Yueh Lai, Chien-Ming Li, Neng-Sheng Pai, Pi-Yun Chen, Ying-Che Kuo, Chao-Lin Kuo, and *Chia-Hung Lin, Skeleton Information based Polar Graph Convolutional Network Classifier with Attention Mechanism for Sleeping Posture Monitoring in Infants and Long-Term Bedridden Elderly Care, 2026 the 11th International Conference on Big Data Analytics (ICBDA) and the 10th International Conference on Innovation in Artificial Intelligence (ICIAI 2026, Waseda University, Tokyo, Japan, April 11-14, 2026, (控制學門-智慧型照護系統研究成果發表, 計畫編號：NSTC 114-2221-E-167-050)
[06] *Pi-Yun Chen, Chun-Yu Lin, Neng-Sheng Pai, Hsiang-Yueh Lai, Chao-Lin Kuo, Ping-Tzan Huang, Chien-Ming Li, and *Chia-Hung Lin, Millimeter-Wave (mm-Wave) Echo Features Detection with Deep Learning-base Classifier for Parkinson’s Upper Limb Tremors Classification, 2025 IEEE International Conference on Device Technologies for Diversified Applications(IEEEDTDA 2025), October 20-22, 2025, Sendai City, Japan (科技部計畫補助，醫工學門，計畫編號：NSTC 114-2221-E-167-006).(醫工學門研究成果發表).
[05] Yu-En Cheng, *Chia-Hung Lin, Neng-Sheng Pai, Pi-Yun Chen, and Chien-Ming Li, Short-Range and Contactless V-Band (50-75 GHz) Millimeter-Wave Based Vital Sign Detection for Sudden Infant Death Syndrome (SIDS) Preventive Care (Oral Presentation),The 14th IEEE & 15th The International Conference on Science, Education and Viable Engineering (15th ICSEVEN 2024), November 6-10, 2024, Busan City, Korea.(獲得校內出國差旅補助10,000元)
[04] Chih-Te Tsai, *Neng-Sheng Pai, Chia-Hung Lin, and Hsiang-Yueh Lai, Implementation of an Image Infosecurity and Facial Expression Recognition Classifier for Prevention Care System Application in Sudden Infant Death Syndrome (Oral Presentation),The 14th IEEE & 15th The International Conference on Science, Education and Viable Engineering (15^thICSEVEN 2024), November 6-10, 2024, Busan City, Korea.(獲得校內出國差旅補助10,000元)
[03] Chia-Chieh Hu, *Hsiang-Yueh Lai, Chia-Hung Wen, Chia-Hung Lin, and Neng-Sheng Pai, Mel-Frequency Cepstral Coefficients based Extractor and CNN Classifier for Gender and Region Recognition from Dialect-Sentence Speech Signals (Oral Presentation), The 14th IEEE & 15th The International Conference on Science, Education and Viable Engineering(15th ICSEVEN 2024), November 6-10, 2024, Busan City, Korea.(控制學門-智慧型照護系統研究成果發表)(獲得國科會出國差旅補助25,000元、校內出國差旅補助10,000元)
[02] Chih-Te Tsai, Yu-En Cheng, *Chia-Hung Lin, Pi-Yun Chen, Can-Xiang Wang, Hsiang-Yueh Lai, Feng-Chang Gu, and Neng Sheng Pai, Combining Endpoint Detection with a 1D CNN-based Classifier for Automatic Cardiac Arrhythmia Detection Using Electrocardiograms,2024 International Conference on Science, Education, and Viable Engineering, Apr. 14-18, 2024, Kuala Lumpur, Malaysia.(科技部計畫補助，醫工學門，計畫編號：NSTC 112-2221-E-167-015).(醫工學門研究成果發表)
[01] Pi-Yun Chen, Chun-Yu Lin, Can-Xiang Wang, *Chia-Hung Lin, Chao-Lin Kuo, and Neng-Sheng Pai, Early Detection of Chronic Obstructive Pulmonary Disease Through Mel-Scale Respiratory Sound Feature Extraction and Deep Learning– Based Classification, 2024 International Conference on Science, Education, and Viable Engineering, Apr. 14-18, 2024, Kuala Lumpur, Malaysia.(科技部計畫補助，醫工學門，計畫編號：NSTC 112-2221-E-167-015).(醫工學門研究成果發表)

[執行IRB計畫成果說明]
[01] 取得彰化秀傳醫院IRB許可，計畫名稱：運用乳房醫學影像分析於腫瘤篩檢之回溯性研究(IRB計畫)，IRB編號：SCMH_IRB No. 1100703，執行時間110年07月19日~111年06月30日。
[02]取得彰化秀傳醫院IRB許可，計畫名稱：基於深度學習適用於臨床乳房腫瘤自動辨識輔助系統與操作人機介面開發與可行性評估(IRB計畫)，IRB編號：1101206，執行時間111年01月01日~111年12月31日。
[03] 取得彰化秀傳醫院IRB許可，計畫名稱：運用ECG(心電圖)訊號分析於典型和非典型帕金森病症篩檢之回溯性研究(IRB計畫)，IRB編號：SCMH_IRB No. 1130103，有效期限為113年01月31日至114年01月30日。

[獲得國內外重要獎項及其他榮譽]

[01] Cover Image published on IET Signal Processing, Volume16, Issue3 May 2022 (*Chia-Hung Lin, Jian-Xing Wu, Neng-Sheng Pai, Pi-Yun Chen, Chien-Ming Li, and Ching Chou Pai, “Intelligent Physiological Signal Infosecurity: Case Study in Photoplethysmography (PPG) Signal, ”IET Signal Processing, vol. 16, no. 3, pp. 267-280 (SCIE, IF=1.692, 計畫編號：MOST 110-2221-E-167-033).
[02] Front Cover published on Translational Biophotonics, Volume 5, Issue 3-4, August-November 2023 (*Pi-Yun Chen, *Chia-Hung Lin, Hung-Yao Peng, Feng-Zhou Zhang, and Chung-Dann Kan, “Deep Learning-based High-Dimensional Multiple Regression Estimator for Chest X-ray Image Classification in Rapid Cardiomegaly Screening, ”Translational Biophotonics, vol. 5, no. 3-4, e202300005, 2023, pp. 1-16, DOI: 10. 1002/tbio.202300005 (Wiley-國際期刊))
[03] 科技部104年補助大專校院獎勵特殊優秀人才計畫獎助，醫工學門。
[04] 科技部105年補助大專校院獎勵特殊優秀人才計畫獎助，醫工學門。
[05] 科技部106年補助大專校院獎勵特殊優秀人才計畫獎助，醫工學門。
[06] 勤益科技大學107年度(2018年)高品質論文獎勵(教育部高教深耕計畫，推動研究發展)。
[07] 勤益科技大學108年度(2019年)高品質論文獎勵(教育部高教深耕計畫，推動研究發展)。
[08] 勤益科技大學109年度(2020年)高品質論文獎勵(教育部高教深耕計畫，推動研究發展)。
[09] 勤益科技大學110年度(2021年)高品質論文獎勵(教育部高教深耕計畫，推動研究發展)。
[10] 勤益科技大學111年度(2022年)高品質論文獎勵(教育部高教深耕計畫，推動研究發展)。
[11] 99學年度國科會大專學生參與專題研究計畫研究創作獎，學生: 郭孟嘉, 題目：多通道尺關寸診脈器於缺血性心臟病監測之研製：結合雷射光感測與碎形維度演算法。
[12] 99學年度大學校院網路通訊軟體與創意應用競賽，系統設計組值得注目獎，題目：居家環境中足病變監測鞋之研製。
[13] 榮獲2009 年第五屆數位訊號處理創思設計競賽，影音訊號處理組創意競賽佳作獎，題目：碎形圖樣分類器應用於心電病症自動辨識設計。
[14] 榮獲第二十六屆(2005)電力工程研討會優秀論文獎，題目：應用類神經網路於故障偵測與故障復電策略之研究。
[15] 榮獲第三十三屆(2012)電力工程研討會優秀論文獎，題目：Multiple Adaptive Network-based Fuzzy Inference Systems-based Voltage Relays and Service Restoration System for Micro-distribution Systems。
[16]榮獲2010 年第五屆國際健康資訊管理研討會最佳論文第二名，題目：心電病症自動辨識視窗化輔助診斷系統之設計：結合適應性碎形轉換、快速傅立葉轉換、類神經網路辨識器、與粒子群演算法。
[17] 榮獲2010年台北國際發明暨技術交易展銀牌獎，題目：具有可攜帶式監測器之生醫感測鞋墊。
[18] 榮獲2009 年生醫電子積體電路設計研習營，創意競賽優等獎，題目：拖一生，護一生，糖尿病患者居家照護。
[19] 2012年第七屆數位訊號處理創思設計競賽，綠能與控制應用組，創意競賽佳作獎，題目：綠能建築花卉植物自動灑水裝置。
[20] 2011年第六屆國際健康資訊管理研討會，最佳論文獎，題目：多通道尺關寸診脈器於缺血性心臟病監測之研製。
[21] 2012年第三屆國際創新發明海報競賽銅牌獎，健康類-生活保健，題目：適用於女性居家照護可攜帶式下肢靜脈曲張檢測器。
[22] 2012年第三屆國際創新發明海報競賽銀牌獎，健康類-生活保健，題目：結合體感遊戲之漸進式下肢復健輔助系統。
[23] 2012年台北國際發明暨技術交易展銀牌獎，題目：脈音接收器及其設備。
[24] 2012年健康照護資訊與管理相關科系學生專題競賽，佳作獎，題目：適用於銀髮族運動休閒活動可攜帶生理訊號監測器之研製：結合脈音接收器和肌力監測器。
[25] 2012年中華民國生物醫學工程創意設計、製作競賽，生醫工程發想組勵志獎，題目：適用於銀髮族運動休閒活動互動式體適能管家之研製。
[26] 101年度第九屆國家新創獎第三名(學生組)，題目：洗腎患者動靜脈瘻管血管通路功能性評估方法。
[27] 榮獲2013年烏克蘭國際發明暨技術交易展銀牌獎，題目：可攜帶雙通道光電感測下肢靜脈曲張檢測器。
[28] 榮獲2014年烏克蘭國際發明暨技術交易展銀牌獎，題目：銀髮族運動休閒活動互動式體適能管家。
[29] 榮獲2015年第六屆國際創新發明海報競賽銀牌獎，環境類-節能減碳，題目：適適用於微電網非技術損失(竊電)檢測器。
[30] 2015年第十屆智慧生活科技研討會，論文佳作獎，題目：應用序列分數階超音波影像處理技術於3D血液透析瘻管通道重建與阻塞評估。
[31] 2015年第十屆智慧生活科技研討會，論文佳作獎，題目：於智慧微電網以分數階自同步誤差系統為基礎之彩色關聯度分析方法實現竊電之偵測。
[32] 2016年第七屆國際創新發明海報競賽銀牌獎，健康類-醫療保健，題目：一種虛擬警示裝置於血液透析過程靜脈針漏血偵測。
[33] 2016年第七屆國際創新發明海報競賽銀牌獎，健康類-醫療保健，題目：一種虛擬警示裝置於血液透析過程靜脈針漏血偵測。
[34] 2016年台北國際發明展銀牌獎，題目：洗腎瘻管之血管通路功能評估方法。
[35] 2016年第十四屆台灣電力電子研討會暨展覽會，優秀論文獎，題目：於智慧電網應用動態對局模型實現用戶群代理者活化分散式電源之研究。
[36] 2016年台北國際發明展銅牌獎，題目：判斷洗腎瘻管窄化之裝置。
[37] 2017年年第七屆國際創新發明海報競賽金牌獎，智慧型生活，題目：一種虛擬阻抗偵測器於直流電網電壓調整與需量反應裝置。
[38] 2017年第七屆國際創新發明海報競賽金牌獎，智慧型生活，題目：一種虛擬阻抗偵測器於直流電網電壓調整與需量反應裝置。
[39] 2017第十二屆智慧生活科技研討會，論文佳作獎，題目：整合無線軟質感測器與虛擬阻抗模型於靜脈注射外滲與靜脈針漏血偵測之研究：霧端計算應用(論文編號：HCD001)。
[40] 106年中國工程師學會學生分會工程論文競賽(電機組),榮獲論文競賽特優獎(第一名),學生:陳盈鑫,題目：基於霧端計算整合軟質感測器與虛擬阻抗模型於靜脈注射外滲與靜脈針漏血偵測之研究。
[41] 2017年第八屆國際創新發明海報競賽金牌獎，健康類-醫療保健，題目：無穩態簡諧振盪模型於動靜脈瘻管通路阻塞定量評估方法。
[42] 2017年第八屆國際創新發明海報競賽銀牌獎，健康類-醫療保健，題目：基於霧端計算光感測器與機械學習演算法於靜脈針漏血偵測之穿戴裝置。
[43] 2017 榮獲生物醫學工程科技研討會壁報展示佳作獎。
[44] 2018年第十三屆智慧生活科技研討會論文佳作獎，論文題目：基於霧端計算結合警示感測器與模糊派萃網(FPN)於復健病人鼻胃管(NG)自拔與脫落測輔具之研製。
[45] 2018年3D列印主題創作競賽健康照護組優等獎，題目：鼻胃管警示感測器自拔與脫落偵測輔具。
[46] 榮獲2019年3D列印主題創作競賽-物聯應用組優勝獎(第一名),學生: 李志賢(計畫編號：MOST 108-2221-E-167-005-MY2)。
[47] 榮獲2019年第十屆國際創新發明競賽金牌獎，健康類-醫療保健。
[48] 榮獲2019年第十四屆數位訊號處理創思設計競賽，競賽分組：健康照護應用組，創意競賽佳作獎。
[49] 2020年中國工程師學會學生分會工程論文競優等獎(第二名)，學生: 李志賢, 題目：適用於胸腹腔積液之智能引流系統研製(李志賢(日四技四年級))。
[50] 榮獲2020年第十一屆國際創新發明競賽金牌獎，健康類-醫療保健，題目：Smart Barrett's Esophagus Function Scanner System。
[51] 榮獲2020年第十一屆國際創新發明競賽金牌獎，智慧生活類，題目：Against-Hacker Attacks Model in a Picture Archiving and Communication System。
[52] 榮獲2020年第十一屆國際創新發明競賽銀牌獎，智慧生活類，題目：Symmetric Cryptography Protocol with Chaotic Secret Keys and Neural Network based Encryptor / Decryptor for Physiological Signals Infosecurity。
[53] 榮獲2021第十二屆國際創新發明競賽金牌獎，智慧生活類，題目：Intelligent Physiological Signal Infosecurity for a Wrist-based Wearable Tool。
[54] 榮獲2021第十二屆國際創新發明競賽金牌獎，智慧生活類，題目：Upper Limb Movement Quantizer with X-Band Array Radar for Parkinson’s Tremor Class Scaling。
[55] 榮獲2022年第74屆德國紐倫堡國際發明展銅牌獎，題目：平衡車系統。
[56] 榮獲2023第十四屆國際創新發明競賽金牌獎,學生: 鄭有恩,蔡至德, 智慧生活類，題目：Contactless Doppler Radar millimeter-Wave (mm-Wave) Vital Sign Detection for Full-Time and All-Round Sudden Infant Death Syndrome (SIDS) Monitoring。
[57] Ping-Tzan Huang, Chia-Hung Lin, and Jang-Chiun Chen, Simulation of Smart Meter Detection Base on Non-Technical Loss Fraud and Classification in Smart Grid, 2024 International Conference on Knowledge Innovation and Invention, Nagoya City, Japan. (Best Conference paper award).
[58] 榮獲2023年教育部全國大專校院人工智慧競賽，模仿圍棋棋力競賽與辨識圍棋棋風競賽第14 名(前標獎)。
[59] 2024年中國工程師學會學生分會工程論文競賽，榮獲佳作獎(第四名), 學生:王粲翔,鄭有恩,林鈞毅,論文名稱：結合聲紋特徵萃取和深度學習為基礎可攜帶慢性阻塞性肺病(COPD)篩檢器之研製。
[60] 榮獲2024年第十五屆國際創新發明競賽銀牌獎，題目：Intelligent Endpoint Detection Technology and Deep Learning Classification Method for Non-Technical Electricity Losses in Smart Meters.
[61] 榮獲2024年第十五屆國際創新發明競賽銅牌獎，題目：An Early Warning System for the DC Micro-grid Power Supply Protection Equipment.
[62] 榮獲2025年第十六屆國際創新發明競賽銀牌獎,學生:胡家傑,鐘子堯, 題目：Virtual Speech-Language Pathologist Establishment as Rehabilitation Assistive Tool for Multilingual Training.
[63] 榮獲2025年第十六屆國際創新發明競賽銀牌獎,學生:林峻宇,題目：W-Band (76–81 GHz) Doppler Millimeter-Wave Sensing and a Deep Learning-based Classifier for Parkinsonian Upper Limb Tremors Classification.
[64] 2025年第二十屆智慧生活科技研討會論文佳作獎，論文題目：可攜式ECG訊號量測與可視化彩色圖樣分析(NSTC 113- 2813-C-167-018-E)。
[65] 113學年度國科會大專學生參與專題研究計畫研究創作獎,學生:林鈞毅，題目：結合Faster R-CNN與混合實境(Mixed Reality)為基礎可視化超音波掃描系統於血液透析(洗腎)瘻管阻塞檢測之研製。

[66] 2025年韓國首爾國際發明展銅牌獎，題目：An Innovative Image Detection and Deep Learning-Based Technique for Identifying User Behavior-Induced Losses in Smart Grids。