潘人豪

潘人豪

Email : pan@51donate.com
介绍 : 兼任助理教授
《學歷》 國立中興大學資訊科學與工程系 博士
《經歷》  

2016~東海大學資訊管理系 助理教授
2017~陽明交通大學醫管所 助理教授
2014~2016  元智大學大數據與數位匯流創新中心 助理教授 
2013.3~2014.3  衛生福利部桃園醫院國際衛生中心 組長
2011.9~2012.10 中華民國駐厄瓜多技術團 助理技師
2007.9~2011.6  中台科技大學資訊管理系 兼任講師
《授課名稱》 雲端計算、巨量資料與社群運算
《授過課程》  

Java程式設計
大數據科學導論
大數據專題
大數據分析實務
《專長》

  • 生物醫學資訊學 Medical Informatics & Bioinformatics
  • 資料工程與雲端計算 Cloud Computing & Data Engineering
  • 機器學習與啟發式演算法 Applications of Meta-heuristic Algorithm, Machine Learning
  • 雲端系統架構 Design of System Architecture (Cloud/Mobile)
《期刊論文》
  1. Liu CW, Wu FH, Hu YL, Pan RH, Lin CH, Chen YF, Tseng GS, Chan YK, Wang CL. Left ventricular hypertrophy detection using electrocardiographic signal. Sci Rep. 2023 Feb 13;13(1):2556. doi: 10.1038/s41598-023-28325-5. 2023
  2. Hsu, J. B., Lin, C. F., Chang, Y. C., & Pan, R. H. (Corresponding Author). Using independent resource allocation strategies to solve conflicts of Hadoop distributed architecture in virtualization. Cluster Computing, 1-21, 2021
  3. Shin-Rong Ke, Cheng-Wei Liu, Yen-Wen Wu, K. Robert Lai, Chiung-Yi Wu, Jeng-Wei Lin, Chien-Lung Chan, Ren-Hao Pan(Corresponding Author), Systemic lupus erythematosus is associated with poor outcome after acute myocardial infarction, Nutrition, Metabolism and Cardiovascular Diseases, 2019.
  4. Chan CL, Phan DV, Yang NP, Pan RH, Wu CY, Chen CL, Kuo CY, A survey of ambulatory-treated asthma and correlation with weather and air pollution conditions within Taiwan during 2001-2010., Journal of Asthma, 2018 Oct 16:1-9. doi: 10.1080/02770903.2018.1497649, 2018
  5. Yi-Hui Lee, Ren-Hao Pan, Chien-Lung Chan, Nan-Ping Yang, Ambulatory Care Utilization for Taiwanese Women with Tumors of the Breast, Genital, Urinary or Colorectal System: Trends from 2001-2013., Journal of Medicine and Health 2018, Vol. 7, No. 2, 2018
  6. Ching-Yen Kuo, Ren-Hao Pan, Chin-Kan Chan, Chiung-Yi Wu, Chien-Lung Chan, Application of a time-stratified case-crossover design to explore the effects of air pollution and season on childhood asthma hospitalization in cities of differing urban patterns, International Journal of Environmental Research and Public Health, 2018 Mar 31;15(4). E647. doi: 10.3390/ijerph15040647, 2018
  7. Dinh-Van Phan, Chien-Lung Chan, Ren-Hao Pan, Nan-Ping Yang, Hsiu-Chen Hsu, Hsien-Wei Ting and K. Lai, A Study of the Effects of Daily Physical Activity on Memory and Attention Capacities in College Students, Journal of Healthcare Engineering, Volume 2018, 2018, DOI: https://doi.org/10.1155/2018/2942930, 2018
  8. Ting-Ying Chien, Hsien-Wei Ting, Chien-Lung Chan, Nan-Ping Yang, Ren-Hao Pan, K. Robert Lai *, Su-In Hung, “Does the Short-term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups Big Data Analysis in Taiwan”, International Journal of Environmental Research and Public Health. 2017 Dec 10;14(12). pii: E1547. doi: 10.3390/ijerph14121547, 2017
  9. Hsien-Wei Ting, Chien-Lung Chan, Ren-Hao Pan, Robert K. Lai, and Ting-Ying Chien, Use of Information Technologies to Explore Correlations between Climatic Factors and Spontaneous Intracerebral Hemorrhage in Different Age Groups, Journal of Computing Science and Engineering, vol.11, no.4, pp.142-151, Dec. 2017.
  10. Hsien-Wei Ting,Ting-Ying Chien,K. Robert Lai, Ren-Hao Pan, Kuan-Hsien Wu,Jun-Min Chen, and Chien-Lung Chan “Differences in Spontaneous Intracerebral Hemorrhage Cases between Urban and Rural Regions of Taiwan: Big Data Analytics of Government Open Data”, International Journal of Environmental Research and Public Health. 2017 Dec 10;14(12). pii: E1548. doi: 10.3390/ijerph14121548.
  11. NP Yang, DV Phan, YH Lee, JC Hsu, ,RH Pan, CL Chan, NT Chang, D Chu*, Retrospective One-Million- Subject Fixed-Cohort Survey of Utilization of Emergency Departments due to Traumatic Causes in Taiwan, 2001-2010,  World J Emerg Surg (SCI), 2016;11:41.
  12. Hui-Chen Cheng, Ren-Hao Pan, Huan-Jui Yeh, K. Robert Lai, May-Yung Yen, Chien-Lung Chan, An-Guor Wang, “Ambient air pollution and the risk of central retinal artery occlusion”, Ophthalmology (SCI, IF:6.1), 123(12):2603-2609. doi: 10.1016, 2016
  13. Ren-Hao Pan, Rung-Ching Chen, Elong Lin, Yung-Kuan Chan, Yung-Fu Chen, Using genetic algorithm and maximum clique to design multiplex PCR primers for sequential deletion applications, Int. J. of Data Mining and Bioinformatics,  Vol.14, No.2, pp.177 – 195, 2016
  14. 郭靜燕、潘人豪、陳麗資、陳厚全、詹前隆，評估脊椎融合術納入健保DRG下對費用影響因子分析(Impact factor analysis of the spinal fusion surgery medical expenses in Tw-DRGs)，醫學與健康期刊, 第5卷, 第2期, 2016
  15. Kai-Biao Lin, K. Robert Lai, Nan-Ping Yang, Ke-Shou Wu, Hsien-Wei Ting, Ren-Hao Pan, Chien-Lung Chan. Trends and outcomes in the utilization of laparoscopic appendectomies in a low-income population in Taiwan from 2003 to 2011. International Journal for Equity in Health, 14:100, 2015.
  16. Kai-Biao Lin, K. Robert Lai, Nan-Ping Yang, Chien-Lung Chan, Yuan-Hung Liu, Ren-Hao Pan and Chien-Hsun Huang, “Epidemiology and socioeconomic features of appendicitis in Taiwan: a 12-year population-based study”, World Journal of Emergency Surgery, 10:42  doi:10.1186/s13017-015-0036-3, 2015
  17. Kai-Biao Lin, Chien-Lung Chan, Nan-Ping Yang, Robert K Lai, Yuan-Hung Liu, Shun-zhi Zhu, Ren-Hao Pan “Epidemiology of Appendicitis and Appendectomy for the Low-Income Population in Taiwan, 2003-2011”, BMC Gastroenterology,  15:18. DOI: 10.1186/s12876-015-0242-1, 2015
  18. 陳厚全, 潘人豪, 陳永福, 徐錦池, 徐永年, “臺灣國際醫療資訊系統TaiwanHIS之開發及於開發中國家之導入經驗”, 埔基醫療雜誌, 7:1, 2015
  19. 陳厚全, 潘人豪, 徐錦池, 徐永年, 陳永福, “衛生福利部桃園醫院國際醫療合作計畫--醫療資訊系統之設計與導入: TaiwanHIS : Taiwan Healthcare Information System”, 埔基醫療雜誌, 6:2, pp.21-24, 2014
  20. Ren-Hao Pan, Nien-Tzu Chang, Dachen Chu, Kuo-Fang Hsu, Yuan-Nian Hsu, Jin-Chyr Hsu, Lin-Yu Tseng and Nan-Ping Yang, “Epidemiology of orthopedic fractures and other injuries among inpatients admitted due to traffic accidents: a 10 years nationwide survey in Taiwan ”, The Scientific World Journal, Volume 2014, 2014
  21. Ren-Hao Pan, Kuo-Fang Hsu, Yuan-Nian Hsu, Jin-Chyr Hsu and Nan-Ping Yang, “全國車禍住院病患之十年流行病學分析：以2002-2011健保資料庫為例”, Journal of Medicine and Health, Vol. 2, Supplement 2, pp.56., 2013
  22. Hsuan-Hung Lin, Jiin-Chyr Hsu, Yuan-Nian Hsu, Ren-Hao Pan,  Yung-Fu Chen, Lin-Yu Tseng, “Disulfide connectivity prediction without the prior knowledge of the bonding state of cysteines based on structural information”, Computers in Biology and Medicine, Vol. 43(11). , 2013
  23. Yung-Fu Chen, Rung-Ching Chen, Elong Lin, Ren-Hao Pan, Yung-Kuan Chan., “Design of Multiplex PCR Primers Using Heuristic Algorithm for Sequential Deletion Applications,” Computational Biology and Chemistry, Vol. 33, No. 2. , pp. 181-188., 2008
  24. Rung-ChingChen, J.Y. Liang, Ren-Hao Pan., “Using Recursive ART Network to Construction Domain Ontology Based on Term Frequency and Inverse Document Frequency,” Expert Systems with Applications, Vol. 34(1). pp.488-50, 2006
  25. Yung-Fu Chen, Rung-Ching Chen, Lin-Yu Tseng, Elong Lin, Yung-Kuan Chan and Ren-Hao Pan., ”NTMG (N-terminal Truncated Mutants Generator for cDNA): an automatic multiplex PCR assays design for generating various N-terminal truncated cDNA mutants.,” Nucleic Acids Research, Vol. 35.  W66-W70, 2007
  26. R. C. Chen, Y. C. Lee, R. H. Pan, “以語意相似度為基礎擴展本體論概念 Enhancing new concepts in the ontology base on semantic similarity,” Journal of Information Management and Engineering，Vol. 6(1), 2005
  27. Y. F. Chen, R. H. Pan, D. D. Lin. “運用細線化演算法重建實驗數據資料”, Reconstruction of the Experiment Data from the Published Figures Using Thinning Algorithm,” Chungtai Journal of Health Sciences and Technology，Vol. 2(1)，2004
 《會議論文》
  1. Chien-Lung Chan, Ai-Hsien Li, Ren-Hao Pan and Chiung–Yi Wu, Specific air pollution indicators are related to the 30-day recurrence of myocardial infraction: a nationwide cohort study by time-stratified case-crossover study design, International Medical Information Joint Workshop (JCMIT2019), Taiwan, 2019
  2. Sian Wu, Hsin-Hung Lin, Cheng-Wei Liu, Ren-Hao Pan (Corresponding Author) ““Using Social Network and Knowledge Inference A.I. for Implementing Biopsychosocial Model in Hypertension Patient's Blood Pressure Control”, The 49th Korean society of hypertension scientific meeting in conjunction with Hypertension Seoul 2018, Seoul , Korea, 2018
  3. Hsien-Wei Ting, Chien-Lung Chan, Dachen Chu, K. Robert Lai, Nan-Ping Yang, Chun-Chih Liao,  Ting Ying Chien, Kai-Biao Lin, Ren-Hao Pan (Corresponding Author), “The Epidemiology and Cost of Hospital-Treated Traumatic Brain Injuries: a 10-Year Nationwide Survey in Taiwan”, 2018 2nd International Conference on Medical and Health Informatics (ICMHI 2018), 2018 (indexed by EI)
  4.  (Best Paper Award) K. Robert Lai, Ren-Hao Pan (Corresponding Author), Lin-Yu Tseng, Chien-Lung Chan, Chin-Sheng Wu , Po-Long Wang, Kai-Biao Lin, “miR-FIND: A Biological Features Based MicroRNA and MicroRNA Cluster Prediction Web Service”, 2016 IEEE International Conference on Applied System Innovation (IEEE ICASI 2016), Okinawa, Japan, May 28- June 1, 2016, IEEE Xplore® (indexed by EI)
  5. Ren-Hao Pan, Van Lam Ho, Phan Dinh Van, Hsiu-Chen Hsu, K. Robert Lai and Chien-Lung Chan, Development of daily activity and lifestyle data visualization tool for the college student learning analytics, The International Workshop on Learning Analytics and Educational Data Mining (LAEDM 2016), Kanazawa, Japan, September 14-16, 2016
  6. Chien-Lung  Chan, Yu-Chi  Chiu, Ren-Hao  Pan, Hsien-Wei  Ting, Nan-Ping  Yang, The Impact Of Walking Exercise On The Gait Parameter, Falls Self-Efficacy And Fall Risk Of The Elderly Diabetic Patients, 2016 International Conference on Business and Information, Nagoya, Japan, July 3-5, 2016
  7. (Best Paper Award) Chien-Lung Chan, Jyun-Yun Lu, Chiung-Yi Wu, Ren-Hao Pan, Big Data Analytics for the Ambient Air Pollution and Risk of Cardiovascular Disease Hospitalization, The 8th International Conference on Advances in Information Technology (IAIT 2016),  Taoyuan, Taiwan
《專利》
  1. 潘人豪  (2022)，能根據語音資訊進行內容分析以推薦專家的方法 專利號碼：I773936，公告日: 中華民國 111 (2022) 年 08 月 11 日，國際專利分類：G16H20/00 G06F16/2453 (2018.01) (2019.01) G16H40/00 G06Q10/04 (2018.01) (2012.01)
  2. 潘人豪 (2021)，藉由健康社群交流以促進用戶健康的方法及其健康社群網路系統 Method for promoting user health through health community communication and health community network system thereof, 專利號碼：I721682，公告日: 中華民國 110 (2021) 年 03 月 11 日，國際專利分類：G06Q50/22 (2018.01), G08C17/02(2006.01), A61B5/04 (2006.01)
  3. 潘人豪、陳村銘、吳憲 (2020)，能以虛擬帳號管理隱私權之通訊方法，中華民國發明專利，專利號碼：I690190，公告日: 中華民國 109 (2020) 年 04 月 01 日，國際專利分類：H04L-009/32(2006.01); G06F-009/445(2018.01); G06F-016/00(2019.01)
  4. 潘人豪 、陳村銘、吳憲 (2019)，能安全傳輸圖檔之方法，中華民國發明專利，專利號碼：I667591，公告日: 中華民國 108 (2019) 年 08 月 01 日，國際專利分類：G06F21/62 (2013.01)、G06F21/60 (2013.01)
  5. 林啟芳 LIN, CHI FANG、潘人豪 PAN, REN HAO、許晉邦 SYU, JIN BANG，解決分散式雲端運算平台於虛擬化下衝突的獨立資源分派系統及雲端服務系統INDEPENDENT RESOURCE ALLOCATION SYSTEM FOR SOLVING CONFLICTS OF DISTRIBUTED HADOOP IN VIRTUALIZATION AND CLOUD SERVING SYSTEM，中華民國發明專利，專利號碼：I619026，公告日: 中華民國 107(2018年 03月 21日，國際專利分類：G06F-015/16(2006.01); 06F-009/455(2006.01)
  6. 潘人豪、詹前隆、賴國華、陳冠宇 (2017)，能根據使用者之睡眠歷史估算當前專注力之方法及評估系統(Method and evaluation system based on user's sleep history to evaluate current attention)，中華民國發明專利，專利號碼：I617289，公告日: 中華民國 106 (2017) 年 11 月 16 日，國際專利分類：A61B5/103 (2006.01) G06F19/24 (2011.01

《榮譽與證照》
  • 2019十大傑出企業獎，第19屆金峰獎, 2018, Taiwan
  • 2019十大傑出商品獎，第19屆金峰獎, 2018, Taiwan
  • 2018 金牌獎，臺灣國際創新發明暨設計競賽 , 2018, Taiwan
  • 2018 Golden Award, Open Data Contest 2018 - Socio-Economic Database Group, Ministry of Interior; Central Weather Bureau, MOTC; Information Management Center, M.O.E.A, Taiwan. An emergency APP, called WEGO, which has multiple functions including automatic warning system at dangerous section, visualization of data in danger, automatic speech detection, emergency search of P2P video screaming, SOS, rescue navigation and etc..
  • 2017 Merit award, Getfresh Software Contest, Industrial Development Bureau, Department of Industrial Technology, Ministry of Economic Affairs, Taiwan
  • 2017 Merit award, Getfresh Software Contest, Industrial Development Bureau, Department of Industrial Technology, Ministry of Economic Affairs, Taiwan
  • 2016  Award for Excellent, 2016 Mobile Heroes Smart City Competition, Information Technology Division, Industrial Development Bureau, Ministry of Economic Affairs, Taiwan
  • 2016  Best Paper Award - 2016 IEEE International Conference on Applied System Innovation (IEEE ICASI 2016), Okinawa, Japan, May 28- June 1, 2016
  • 2016 Award for Excellent Team, Creative Design Competition: Revolution of Government Website, Industrial Development Bureau, Ministry of Economic Affairs, Taiwan (Topic: BIG DATA IN TAIWAN—visualization of environmental and healthcare big data, http://airtetris.51donate.com )
  • 2015  Award for Excellent,「Big Idea! Big Health!」Innovative App Challenge, National Health of Insurance Administration, Ministry of Health and Welfare, Taiwan (App Work: http://airssistant.51donate.com )
  • 2015  Member, The  Phi  Tau  Phi   Scholastic  Honor Society, Taiwan
《研究計畫》
  • 主持人，研發遠距智慧銀髮科技互動平台及運用計畫，衛生福利部國民健康署，2022~2023
  • 主持人，AI 個人健康數據暨醫病個案照護管理雲端平台服務(地方型 SBIR)，臺中市政府經濟發展局, 2022
  • 主持人，研發遠距智慧銀髮科技互動平台5D計畫，衛生福利部國民健康署，2021
  • 共同主持人，台中榮民總醫院心臟內科，”使用手機應用程式及社群介入影響中風出院後病患生理與心理健康狀況之成效，及中風後病患對遠距醫療之科技接受程度”, 2020
  • 主持人，經濟部工業局智慧城鄉生活應用補助計畫（創新服務類）-WaHere預防衰弱與延緩失能遠距健康促進計畫，2019
  • Co-principal Investigator, Environmental, Climatic Factors and Cerebrovascular, Lung Diseases Association with Big Data Analytics and Innovative Services Development, Co-PI, Ministry of Science and Technology, ROC (Taiwan), (MOST-05-2221-E-155-041-MY3), 2016~2019
  • Co-principal Investigator,以生物生理社會模型為基礎並整合電子諮詢、遠距診察、多領域專家照護及群體支持之行動照護系統及其成本效益分析A Biopsychosocial Model-Based M-Health System Incorporating E-Consult, E-Visits, Multidisciplinary Cares, and Group Supports for Caring Women with Ic/Bps and Its Cost-Effectiveness Analysis (MOST107-2410-H166-003), 2018-2019
  • Co-principal Investigator, Epidemiological study of the risk factors of pressure ulcers and its prognosis for long-term bedridden elderly , Co-PI, Ministry of Science and Technology, ROC (Taiwan), (MOST-105-2314-B-002-134-MY2), 2016~2019
  • Co-principal Investigator, The Planning of Application Technology of Big Data on Health and Welfare and the Policy Translation Models (衛生福利巨量資料應用技術及政策轉譯模式規劃計畫), Ministry of Health and Welfare, Taiwan, (M06K1293、MOHW107-ST-MI-114-122001), 2017~2018
  • Advisor, 加速地方政府開放資料與應用加值計畫, 經濟部工業局 Industrial Development Bureau, MOEA, (105001401), 2017
  • Co-principal Investigator, Impact Of Rehabilitation quantity on sleep-wake cycle in Stroke Patient( 復健活動量對中風病人睡眠品質的影響), Tao-Yuan General Hospital,  Ministry of Health and Welfare, ROC (Taiwan), 2017
  • Co-principal Investigator, Development of Advanced Technologies for Streaming Media Processing and Analytics and their Applications in ITS and Healthcare.(3/3), Co-PI, Ministry of Science and Technology, ROC (Taiwan), (MOST-105-2218-E-155-010), 2017~2018
  • Co-principal Investigator, Impact Of Rehabilitation quantity on sleep-wake cycle in Stroke Patient, , Tao-Yuan General Hospital,  Ministry of Health and Welfare, ROC (Taiwan), 2016~2018
  • Co-principal Investigator,  Application of medical, environmental and climate government big data to construct dynamic medical trend analysis and prediction model, Ministry of Science and Technology, ROC (Taiwan) , ( MOST-104-2218-E-155 -004), 2015
  • Co-principal Investigator, Information Visualization in Mobile Communication: User Experience for Improving Healthcare Big Data Delivered, Ministry of Science and Technology, ROC (Taiwan) , ( MOST-104-2218-E-155-004 ), 2015
  • Co-principal Investigator,  Development of Advanced Technologies for Streaming Media Processing and Analytics and their Applications in ITS and Healthcare., Ministry of Science and Technology, ROC (Taiwan), (MOST-104-3115-E-155 -002), 2015
  • Co-principal Investigator, “Big Data Analysis : An In-patient Risk Management Model for Integrated Care”, Tao-Yuan General Hospital,  Ministry of Health and Welfare, ROC (Taiwan) , PTH10443, 2015
  • Researcher, “Clinical Pathway Decision Supporting System”. Keywords: Medical Information System, Ontology, Business Process Management Notation (BPMN), Semantic Web. More Information: http://goo.gl/D5Gmzz , 2014
  • Project Manager, TaiwanHIS: Taiwan Health Information System Project. Keywords: Free Software, Scalability for Medical Facilities, Computerized Physician Order Entry (CPOE), Introducing in Republic of Haiti, Republic of the Gambia and Republic of Ghana. More Information: http://goo.gl/PXqp0l
  • Researcher, “The Progressively Focusing Search-A More Controllable New Metaheuristics”. Keywords:  Metaheuristic algorithm, progressively focusing search, genetic algorithm, local search method, 2008/01-2010/12
  • Researcher, Project-Based Personnel Exchange Programme between the National Science Council (NSC) Taiwan and Deutscher Akademischer Austauschdienst (DAAD) Germany. NSC99-2911-I-005-001, 2009/01-2010/12
  • Researcher/Programmer, “Automatic Design of Multiplex PCR Primers for Sequential Deletion Applications.” CMU95-184. More Information: http://bioinfo.51donate.com/primer-design/ntmg , 2007
  • Researcher/Programmer, Cross Platform E-mail Classification System for Chinese E-mail Processing. NSC93-2218-E-324-004. More Information: http://goo.gl/8l0m2C , 2006
  • Programmer, “A Digitalize Dental CAD/CAM System”. NSC92-2622-E-212-024-CC3. 2005
  • Database Designer, “Constructing of Forcipomyia taiwana expressed sequence tag (EST) database”. More Information: http://goo.gl/1vKaFr , 2004