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專任教師

  • 職稱
    教授
  • 姓名
    莊鎮嘉
  • 電子郵件
  • 聯絡電話
    (03)9357400#7386
  • 授課領域
    FPGA系統設計實驗; PDA程式設計; 人工智慧; 介面設計-I2C界面; 支援向量回歸與應用; 生物統計; 生物資訊; 自動控制; 自動控制實習; 自動控制實驗; 計算機程式; 計算機概論; 家庭網路傳輸標準; 訊號與系統; 偵測與估測; 區域網路; 控制系統; 符號資料分析; 統計學習理論; 普通物理; 智慧型控制; 微處理機; 微處理機及實習; 微處理機實驗; 資料分析導論; 資料結構; 資料傳輸; 電子商務; 電子學; 電腦網路; 電路學; 電路應用; 電磁學; 數位家庭傳輸標準實驗; 數位控制及實習; 線性控制實驗; 邏輯設計
  • 研究專長
    Statistical Learning Theory; Neural Network; Fuzzy System; Data Analysis (Outliers); Control System
學校 主修 學位 國別
國立臺灣科技大學 國立臺灣科技大學 博士 本國學校
服務機關 服務部門 職稱 起訖年月
華夏技術學院 電子工程系 副教授 2004 年 08 月 至 2005 年 07 月
華夏技術學院 電子工程系 助理教授 2004 年 02 月 至 2004 年 08 月
開南管理學院資訊及電子商務學系 資訊及電子商務學系 助理教授 2003 年 08 月 至 2004 年 07 月
私立華夏工商專校 電子科 講師 1998 年 08 月 至 2000 年 12 月
國際電信管理局 交換機部門 工作員 1994 年 08 月 至 1996 年 08 月
台北捷運公司 電機部 幫工程司 1992 年 12 月 至 1994 年 08 月
類別 獲獎日期 名稱 國別 頒獎單位 獎助金額
校內 2011/09/28 100年度績優研究獎 中華民國 國立宜蘭大學 80000
校內 2010/06/03 98學年度優良導師 中華民國 學務處 5000
年度 篇名 期刊等級 期刊名稱 第一作者 共同作者 卷期 起始頁 結束頁 總頁數 語言 相關網址
2020 Interval Fuzzy c-Regression Models with Competitive Agglomeration for Symbolic Interval-Valued Data SCIE International Journal of Fuzzy Systems Chen-Chia Chuang Jin-Tsong Jeng, Wei-Yang Lin, Chih-Ching Hsiao, Chin-Wang Tao 22(3): 891-900 (2020) 891 900 9
2019 FPGA-Based Mechatronic Design and Real-Time Fuzzy Control with Computational Intelligence Optimization for Omni-Mecanum-Wheeled Autonomous Vehicles SCIE Electronics Hsu-Chih Huang Chin-Wang Tao, Chen-Chia Chuang and Jing-Jun Xu 8 0 0 0
2019 IPFCM Clustering Algorithm Under Euclidean and Hausdorff Distance Measure for Symbolic Interval Data SCIE International Journal of Fuzzy Systems Jin-Tsong Jeng Chih-Ming Chen, Sheng-Chieh Chang, Chen-Chia Chuang 21(7): 2102-2119 (2019) 2102 2119 17
2016 Design of A DSP Based PD-like Fuzzy Controller for Buck DC-DC Converters SCIE International Journal of Fuzzy Systems Chia-Wen Chang Chin-Wang Tao, and Chen-Chia Chuang
2014 Wavelet support vector machine for face recognition SCIE Journal of Marine Science and Technology Chen-Chia Chuang Ping-Lun Liao and Jin-Tsong Jeng Vol. 22, No. 3 295 303 8
2012 Radial Basis Function Networks with Linear Interval Regression Weights for Symbolic Interval Data EI IEEE Transactions on Systems, Man, and Cybernetics, Part B S. F. Su C. C. Chuang, C. W. Tao, J.T. Jeng, C.C. Hsiao Vol. 42(1) 69 80
2011 An Approximation of Interval Type-2 Fuzzy Controllers Using Fuzzy Ratio Switching Type-1 Fuzzy Controllers SCI IEEE Trans. on SMC Part B, C. W. Tao Jin shiuh Taur, Chen-Chia Chuang, Chia-Wen Chang vol. 4, no. 3 828 839
2011 Embedded Support Vector Regression on Cerebellar Model Articulation Controller with Noise SCI Applied Soft Computing Chen-Chia Chuang Chia-Chu Hsu and C. W. Tao vol. 11, no. 1 1126 1134
2011 Hybrid Robust Support Vector Machines for Regression with Outliers SCI Applied Soft Computing Chen-Chia Chuang Zne-Jung Lee vol. 11, no. 1 64 72
2010 Annealing Robust Recurrent Radial Basis Function Neural Networks for Identification of Nonlinear Dynamic Systems with outliers International Journal of Intelligent Systems Science and Technol 莊鎮嘉 Jin-Tsong Jeng 第2卷3期
2010 Annealing Robust Recurrent Radial Basis Function Neural Networks for Identification of Nonlinear Dynamic Systems with outliers 其他 International Journal of Intelligent Systems Science and Technol Chen-Chia Chuang Jin-Tsong Jeng and C. W. Tao vol.2, no. 3 1 5
2010 Hybrid SVMR-GPR for modeling of chaotic time series systems with noise and outliers SCIE Neurocomputing Jin-Tsong Jeng Chen-Chia Chuang and Chin- vol. 73, 1686 1693
2010 Interval competitive agglomeration clustering algorithm Expert Systems with Applications 莊鎮嘉 Jin-Tsong Jeng、陶金旺 第37卷9期
2010 Interval competitive agglomeration clustering algorithm SCIE Expert Systems with Applications Chen-Chia Chuang Wang Tao vol. 37, no. 9 6567 6578
2010 Robust Interval Competitive Agglomeration Clustering Algorithm with Outliers SCIE International Journal of Fuzzy Systems Jin-Tsong Jeng Jin-Tsong Jeng Vol. 12, no. 3 227 236
2009 Hybrid robust approach for TSK fuzzy modeling with outliers Expert Systems With Applications 莊鎮嘉 Jin-Tsong Jeng and Chin-Wang Tao 第36卷5期
2009 Hybrid robust approach for TSK fuzzy modeling with outliers Expert Systems with Applications 莊鎮嘉 Jin-Tsong Jeng、C.W. Tao 第36卷5期
2009 Two-Stages Support Vector Regression for Fuzzy Neural Networks with Outliers International Journal of Fuzzy Systems 莊鎮嘉 Jin-Tsong Jeng and Chin-Wang Tao 第11卷1期
2008 Annealing Robust Fuzzy Neural Networks for Modeling of Molecular Autoregulatory Feedback Loop Systems International Journal of Fuzzy Systems 莊鎮嘉 第10卷1期
2008 Extended support vector interval regression networks for interval input-output data Information Sciences 莊鎮嘉 第178卷3期
2008 Integration of CMAC-GBF Systems and Support Vector Regression Approach International Journal of Fuzzy Systems 莊鎮嘉 Chia-Chu Hsu 第10卷4期
2006 CPBUM neural networks for modeling with outliers and noise Applied Soft Computing 莊鎮嘉 Jin-Tsong Jeng
2005 Robust Adaptive Tracking Control via CPBUM Neural Network for MIMI Nonlinear Systems International Journal of Electrical Engineering 莊鎮嘉 第12卷4期
年度 名稱 研討會名稱 第一作者 共同作者 論文類型 語言 相關網址
2019 A fast approach for interval fuzzy c-means clustering algorithm with the interval-valued data. International Research Symposium on Engineering and Technology Chen-chia Chuang Jin-Tsong Jeng, Mei-Yung Chen and Chih-Ching Hsiao 一般論文
2019 Feature Selection for Beacons Data and People trend Analysis The 20th International Symposium on Advanced Intelligent Systems and 2019 International Conference on Biometrics and Kansei Engineering Chih-Ching Hsiao Jin-Tsong Jeng, and Chen-Chia Chuang 一般論文
2018 NLPCA based deep learning for prediction for weather SICE Annual Conference Jin-Tsong Jeng Chen-Chia Chuang 一般論文
2018 Rainy day classifier using support vector machines 2018 International Conference on Fuzzy Theory and Its Applications Chen-Chia Chuang Jin-Tsong Jeng, Jian-Hong He, Yu-Yun Tsai and C. C. Hsiao 其他
2017 A Hybrid Approach for Rainfall Forecasting CACS 2017 Chen-Chia Chuang Min-Yeh Hsieh andJin-Tsong Jeng 一般論文
2017 A Hybrid Case Base Reasoning System Based on Multi-Granulation The 2017 International Conference on Fuzzy Theory and Its Applications (iFUZZY 2017) Chih-Ching Hsiao Chen-Chia Chuang, Jin-Tsong Jeng Shun-Feng Su 一般論文
2017 A Hybrid Case Base Reasoning System for Forecasting (I) SICE Annual Conference 2017 Hsiao, Chih-Ching Chuang, Chen-Chia , Jeng, Jin-Tsong 一般論文
2017 AP Clustering with Wasserstein Distances for Distribution-Valued Data Analysis The 2017 International Conference on Fuzzy Theory and Its Applications (iFUZZY 2017) Yan-Cheng Li Jin-Tsong Jeng, Chen-Chia Chuang and Si-Hao Du 一般論文
2017 Local Linear Embedding Based Least Trimmed Squares Support Vector Regression 18th International Symposium on advanced Intelligent Systems (ISIS2017) Chen-Chia Chuang Tsu-Tain Lee and Jin-Tsong Jeng 一般論文
2017 Real-Time Non-contact Breath Detection from Video using Adaboost and Lucas-Kanade algorithm Joint 17th World Congress of International Fuzzy Systems Association and 9th International Conference on Soft Computing and Intelligent Systems Quoc-Viet Tran Shun-Feng Su, Chen-Chia Chuang, Van-Truong Nguyen, Ngoc- Quan Nguyen 一般論文
2012 Intelligent Video Car Recorder Systems International Conference on System Science and Engineering, ICSSE Dong-Han Lin Chen-Chia Chuang, Jin-Tsong Jeng and C. W. Tao
2012 Interactive Location Database of Intelligent Video Car Recorder Systems Proceedings of 2012 International Conference on Fuzzy Theory and Its Application Dong-Han Lin Chen-Chia Chuang, Jin-Tsong Jeng and Wei-Yang Lin
2012 Interval Fuzzy Possibilistic C-Means Clustering Algorithm with the Hausdorff Distance Measure Proceedings of 2012 CACS International Automatic Control Conference Chen-Chia Chuang Sheng-Chieh Chang and Jin-Tsong Jeng
2012 Robust Back Propagation Learning Algorithm Based on Near Sets International Conference on System Science and Engineering, ICSSE, 2012 Chih-Ching Hsiao Chen-Chia Chuang, Jin-Tsong Jeng,
2012 Systematic Design for the Bluetooth Touch Panel with Application in Intelligent Google Android Phone Proceedings of 2012 CACS International Automatic Control Conference Yu-Chih Liao Chen-Chia Chuang, Ming-Cheng Yang and Jin-Tsong Jeng
2011 A rough-based robust support vector regression network for function approximation International Conference on Fuzzy Systems, 2011 Chih-Ching Hsiao Shun-Feng Su, Chen-Chia Chuang
2011 Constructing the linear regression models for the symbolic interval-values data using PSO algorithm International Conference on System Science and Engineering (ICSSE 2011) Chun-Yu Yang Chen-Chia Chuang, Jin-Tsong Jeng and C. W. Tao
2011 Least trimmed squares based CPBUM neural networks International Conference on System Science and Engineering (ICSSE 2011) Jin-Tsong Jeng Chi-Ta Chuang; Chen-Chia Chuang
2011 Support Vector Regression Based LTS-CPBUM Neural Networks SICE Annual Conference 2011 Jin-Tsong Jeng Chen-Chia Chuang and Chi-Ta Chuang
2011 Systematic Design for the Global Positional Systems with Application in Intelligent Google Android International Conference on System Science and Engineering (ICSSE 2011) [Yu-Chih Liao Chen-Chia Chuang, Jin-Tsong Jeng and Jhih-Ciao Chen
2010 Box-Cox transformation-based annealing robust radial basis function networks for skewness noises 2010 International Conference on System Science and Engineering (ICSSE) Yue-Shiang Liu Shun Feng Su, Chen-Chia Chuang, Jin-Tsong Jeng
2010 Hybrid SVM-GPs Learning for Modeling of Mitogen-Activated Protein Kinases Systems with Noise 2010 IEEE International Conference on System, Man, Cybernetics Jin-Tsong Jeng Sheng-Lun Jheng and Chen-Chia Chuang
2010 Hybrid robust LS-SVMR with outliers for MIMO system Hybrid robust LS-SVMR with outliers for MIMO system C. W. Tao Chen-Chia Chuang, Meng-Hua Lai, Jin-Tsong Jeng and Song-Shyong Chen
2010 Weighted linear regression for symbolic interval-values data with outliers Industrial Electronics and Applications (ICIEA), 2010 the 5th IEEE Conference on Chen-Chia Chuang Chien-Ming Wang; Chih-Wen Li;
2010 強健區間支援向量區間回歸網路的區間離異點資料之建模 2010 18th National Conference on Fuzzy Theory and Its Applications Chen-Chia Chuang Chun-Yu Yang1, C.W Tao1, and Jin-Tsong Jeng2
2009 Robust clustering algorithm for the symbolic interval-values data with outliers 2009 IEEE International Conference on Fuzzy System, pp. 1232-1237, 2009. 莊鎮嘉
2006 A Designing Method for Fuzzy Controller from Training Data 2006 CACS Automatic Control Conference 莊鎮嘉
2006 CPBUM Neural Networks for Modeling of Molecular Autoregula-tory Feedback Loop Systems 2006 CACS Automatic Control Conference 莊鎮嘉
2006 Classification and Prediction of Ovarian Cancer based on Intelligent Systems with Microarray Data 2006 CACS Automatic Control Conference 莊鎮嘉
2006 Computational Intelligence Approaches on Dynamic Functional Clustering Algorithm, Clusters of Interval Regression Analysis and Distance-Based Outliers Detection of Microarray Data for Ovarian Cancer 2006 CACS Automatic Control Conference 莊鎮嘉
2005 A Study on the Support Vector Regression with Interval Input 2005 CACS Automatic Control Conference 莊鎮嘉
2005 Dimension Reduction with Support Vector Regression for Ovarian Cancer Microarray Data 2005 IEEE International Conference on System, Man, Cybernetics 莊鎮嘉
2005 Discretizing Continuous-Time Controllers via Robust Neural Fuzzy Networks 2005 The 13th National Conference on Fuzzy Theory and Its Applications 莊鎮嘉
西元年度 計畫名稱 主持人 工作職稱 共同(協同)主持人 委託/補助機構 計畫開始日 計畫結束日 語言 相關網址
2024 智慧型計算及可解釋型AI運用於AI資料集之評估與萃取研究-子計畫三:智慧型計算於不同型態資料含離異點之研究 莊鎮嘉 主持人 國科會 2024/08/01 2025/07/31
2023 建構可解釋台灣酒拳遊戲策略及其應用之研究(2) 莊鎮嘉 主持人 蕭志清 國家科學及技術委員會 2023/08/01 2024/09/30
2022 跨接各式人工智慧學習架構下之學習可解釋應用研究及遊戲決策探討-子計畫四:建構可解釋台灣酒拳遊戲策略及其應用之研究 莊鎮嘉 主持人 科技部 2022/08/01 2023/07/31
2021 基於藍芽信標及影像的智慧監控與資料分析-子計畫四:智慧型計算於捷運站出口人潮流向之資料分析及其應用(III) 莊鎮嘉 主持人 科技部 2021/08/01 2022/07/31
2020 基於藍芽信標及影像的智慧監控及資料分析-子計畫四:應用智慧型計算於捷運站出口人潮流向分析 莊鎮嘉 主持人 科技部 2020/08/01 2021/07/31
2019 基於藍芽信標及影像的智慧監控及資料分析-子計畫四:智慧型計算於捷運站出口人潮流向之資料分析及其應用 莊鎮嘉 主持人 科技部 2019/08/01 2020/07/31
2018 建構與分析符號區間資料含有離異點之強健回歸模型 莊鎮嘉 主持人 科技部 2018/08/01 2019/07/31
2015 建構強健式學習法則的一般化遺失函數之研究 莊鎮嘉 主持人 科技部 2015/08/01 2016/07/31
2015 計算型智慧及符號型資料處理於天氣資料處理及預測的應用-子計畫三:介於區域間雨量預測與應用 莊鎮嘉 主持人 黃崇能 科技部 2015/08/01 2018/07/31
2014 建構於IOS之行車紀錄器系統與速度修正機制 莊鎮嘉 主持人 科技部 2014/08/01 2015/07/31
2013 具特殊功能之仿生機器動物族群,-子計畫四:機器動物族群資料處理及控制中心 陶金旺 共同主持人 莊鎮嘉 行政院國家科學委員會 2013/08/01 2016/07/31
2012 智慧型計算於符號區間資料分析-子計畫二: 建模、預測與回歸分析 莊鎮嘉 主持人 行政院國家科學委員會 2012/08/01 2015/07/31
2011 JAVA手機之GPS定位系統 莊鎮嘉 主持人 行政院國家科學委員會 2011/07/01 2012/02/28
2011 基於演化式計算之符號區間資料建模技術的研究 莊鎮嘉 主持人 行政院國家科學委員會 2011/08/01 2012/07/31
2010 區間輻射基底函數神經網路之研究 莊鎮嘉 主持人 行政院國家科學委員會 2010/08/01 2011/07/31
2009 整合支援向量迴歸至小腦模式控制器與一般基底函數之小腦模式控制器之研究 莊鎮嘉 主持人 行政院國家科學委員會 2009/08/01 2010/07/31
2008 符號區間資料含有離異點的建模技術之研究 莊鎮嘉 主持人 行政院國家科學委員會 2008/08/01 2009/07/31
2007 利用支援向量迴歸去偵測離異點及其應用之研究(I) 莊鎮嘉 主持人 行政院國家科學委員會 2007/08/01 2008/07/31