- 부경대학교 산업공학과

- 인제대학교 신소재·부품

- 중소벤처기업진흥공단 교수

- 중국상해슈만무역(유) 대표

- ㈜태양전자 품질보증 이사 

- Fire safety labeling system for household goods to prevent house mfires(2024)

- The effect of CPR training on self-confidence in the Eldery(2024)

- A study on the analysis of welfare awareness level of paramedics(2024)

- A study on psychological burnout of firefighters after COVID-19(2024)

- Comparative study of power distance tendency between administrative and field firefighters in fire department(2024)

자격

- 품질관리 기사 1급

- KS 인증 심사원

- 창업지도사 1급

- 기업진단평가사

- 기술창업지도사

- 스마트공장전문가

- 스마트공장마이스터

- 스마트제조 구축운영 전문가 2급

- 경남청년창업사관학교 특별자문위원

- ISO 9001,14001,45001 심사원

- ESG/ISO13485(의료기기) 국제 심사원

- 한국산업융합학회 정회원

수상사항

- 상공부 장관 표창(1995)

- 우수논문상(2024 한국산업융합학회 춘계학술대회)

- (학사) University of Denver, Computer Science (1986)

- (석사) Worcester Polytechnic Institute, Computer Science (1990)

                Worcester Polytechnic Institute, Manufacturing Eng. (1993)

- (박사) Worcester Polytechnic Institute, Manufacturing Eng. (1996)

- Worcester Polytechnic Institute(USA) Assistant Professor (1996 ~ 1998)

- The PresMet Corp. (USA) Senior Mfg. Engr. (1996 ~ 2000)

- 인제대학교 산업경영공학과 교수 (2000~현재)

- 인제대학교 산학기술연구원장 (2002 ~2006)

- 산학연경남지역협의회장 (2002 ~ 2003)

- 인제대학교 취업진로처장 (2008 ~ 2013)

- 인제대학교 산업융합대학원장 (2019 ~ 현재)

- Metal Powder Industries Federation(미국 분말야금학회) 논문편집위원 (2001 ~ 2006)

- 대한산업공학회 평생회원 (2001 ~ 현재)

- 한국분말야금학회 정회원 (2003 ~ 현재)

- 한국CAD/CAM학회 정회원 (2003 ~ 현재)

- 한국시뮬레이션학회 논문편집위원회 (2006 ~ 현재)

- 한국산학기술학회 논문편집위원회 (2009 ~ 2012)

- 한국시뮬레이션학회 평이사 (2011 ~ 현재)

- 분말야금

- 산업로봇응용

- 공장자동화

- 동시공학

- 인간공학

- 제조공학

- 작업관리

- 산업로봇응용

- 공장자동화

- 동시공학

- Development of Computer Assisted Tool Design for Material Forming Processes, Semi-Sold Processing of Alloys and Composites, 2006 

- Local Heat Transfer Measurements and Numerical Analysis in the Cooling Passage of the Ventilated Disc Brake with Semi-Cylindrically Grooved Surface, Key Engineering Materials, 2006

- 분말야금에 사용되는 Feedshoe의 개선, 대한산업공학회 2006 추계학술대회, 2006

- Improved Density Distribution in Powder Metallurgy Parts With Filtering Methods, Advanced Materials Research, 2007

- Strength Reduction Behavior of Honeycomb Sandwich Structure Subjected to Low-velocity Impact, Materials Science and Engineering A-Structural Materials Properties Microstructure and Processing, 2008

- Electromagnetic Wave Absorbing Properties for Fe73Si16B7Nb3Cu1 Base P/M Sheets Mixed with Dielectric Fine Particles, Metal and Materials International 2008.

- A Systematic Design for Assembly Method through the Combination of Subassemblies in Product Family, International Conference on Smart Manufacturing

- GENIIS, A New Genetic Algorithm for Solving the Mixed Chinese Postman Problem, 2008 IEEE International Conference on Research, Innovation and Vision for the Future in Computing & Communication Technologies, 2008

- The Linkage Hierarchical Clustering in Handling the IPtable Log Fole Messages, International Conference on IT Applications and Management, 2008

- A Secure and Light Extensible Authentication Protocol for Multi Hop Mesh Network, International Conference on IT Applications and Management, 2008

- The Optimistic schemes of cluster analysis and k-NN classifier method in detecting and counteracting Iearnd DDos attack, Second IFIP International Conference on New Technologies, Mobility and Security, 2008

- A Coherent Model in Upholding General Deterrence Theory and Impact to Information Security Management, Journal of Information Technology Application and Management, 2009

- Client to Client Secure Protocol for Different Networks, The 2nd International Conference on IT Applications and Management, 2009

- Powder Metallurgy & Particulate Materials Processing, 한국분말야금학회, 2010

-(학사) 고려대학교 산업공학과 (1998)

-(석사) 고려대학교 산업공학과 (2000)

-(박사) 고려대학교 산업공학과 (2006)

- 고려대학교 산업공학과 강사 (2002 ~ 2005)

- 고려대학교 정보통신기술연구소 연구조교수 (2006 ~ 2007)

- University of Illinois at Urbana-Champaign 박사후 연구원 (2007 ~ 2008)

- University of Oklahoma 방문교수 (2016 ~ 2017)

- 인제대학교 산업경영공학과 조교수 (2008 ~ 현재)

- 공급망관리 (Supply Chain Management)

- 물류 및 재고관리 (Logistics and Inventory Control)

- 수요예측 (Demand Forecasting)

- 생산계획 및 통제 (Production Planning and Control)

- 휴리스틱 최적화 (Heuristic Optimization)

- 서비스 사이언스 (Service Science)

- SCM (Supply Chain Management)

- CPIM (Certified in Production and Inventory Management)

- 물류경영

- 서비스경영

- 창의적 공학설계

- 선형대수학

- Scheduling jobs on parallel machines with sequence-dependent family set-up times, International Journal of Advanced Manufacturing Technology, 2002 

- Distribution planning for capacitated supply chains using tabu search approach, IE Interfaces, 2005

- A simulation based heuristic for serial inventory systems under fill-rate constraints, International Journal of Advanced Manufacturing Technology, 2006

- An adaptive inventory control model for a supply chain with nonstationary customer demands Lecture Notes in Artificial Intelligence, 2006

- Heuristic for capacitated multi-echelon supply chains, IE Interfaces, 2006

- An adaptive vendor managed inventory model using action-reward learning method, Journal of the Korean Operations Research and Management Science Society, 2006

- Asynchronous action-reward learning for nonstationary serial supply chain inventory control, Applied Intelligence, 2008

- Recommendation of e-commerce sites by matching category-based buyer query and product e-catalogs, Computers in Industry, 2008

- Case-based myopic reinforcement learning for satisfying target service level in supply chain, Expert Systems with Applications, 2008

- Forward-backward analysis of RFID-enabled supply chain using fuzzy cognitive map and genetic algorithm, Expert Systems with Applications, 2008

- Quality-of0service oriented web service composition algorithm and planning architecture, Journal of Systems and Software, 2008

- Situation reactive approach to vendor managed inventory problem, Expert Systems with Applications, 2009

- Effective demand selection scheme for satisfying target service level in a supply chain, Journal of the Korea Safety Management and Science, 2009

- Distribution planning for a distributed multi-echelon supply chain under service level constraint, Journal of the Korea Safety Management and Science, 2009 

- Performance trajectory-based optimised supply chain under service level constraint Integrated Manufacturing, 2010

- Multi-agent based distributed inventory control model, Expert Systems with Applications, 2010

- Distribution planning for a supply chain satisfy service level with non-stationary demand, Journal of the Korean Society of Supply Chain Management, 2010

- Productivity improvement plan using motion analysis and facility relocation : case study, Journal of the Korea Safety Management and Science, 2010

- Spline regression based feature extraction for semiconductor process fault detection using support vector machine, Expert Systems with Applications, 2011

- A production scheduling scheme for minimizing subcontract and tardy costs, Journal of the Korea Management Engineers Society, 2012

- A study on productivity improvement through safety management and manufacturing process reengineering : case study in polyurethane manufacturer, Journal of the Korea Safety Management and Science, 2013

- (학사) 서울대학교 산업공학과 (1987)

- (석사) 포항공과대학교(POSTECH) 산업경영공학과 (1997)

- (박사) 포항공과대학교(POSTECH) 산업경영공학과 (2001)

- LG반도체 생산기술연구소 (1990~1998)

- 포항공과대학교 산업경영공학과 연구조교 (1995~1998)

- 인제대학교 산업경영공학과 교수 (1999~현재)

- 교수평의회 교육연구분과위원회 위원 (1999~2001)

- Mecha-Know 21사업단 현장특화인력양성센터 전문위원 (2000~2004)

- 인제대학교 첨단산업기술대학원 부원장 (2001~2003)

- 인제혁신위원회 교육과정개편위원회 위원 (2004~2005)

- 인제대학교 NURI 경남제조IT혁신 전문인력양성사업팀장 (2005~2007)

- 인제대학교 공학교육인증 산업경영공학프로그램 PD (2012~2014)

- 인제대학교 공학교육인증 산업경영공학프로그램 PD (2019.08~현재)

- 한국정밀공학회, 회원 (1996~2001)

- 대한산업공학회 종신회원 (1999~현재)

- 한국연구재단 과제평과위원 (2001~현재)

- The Pennsylvania State University 객원교수 (2008~2009)

- IIE Transaction 논문심사위원 (2008~현재)

- IIE Transaction, Member (2009~현재)

- Tree of Life Ministry International Staff (2019~현재)

- 인지와 추론 기반의 인간 행동 모델링 및 시뮬레이션

- 재난 안전 관리

- 경영 및 생산 혁신

- 제조시스템 설계 및 운영관리

- 인간-환경 시스템 분석 및 설계

- 에이전트 기반 시뮬레이션 응용

- 생산관리

- 시뮬레이션

- 생산경영

- 공학제도

- CAD/CAM

- Agent-based simulation of affordance-based human behaviors in emergency evacuation, SIMULATION MODELLING PRACTICE AND THEORY, 2013

- Perception and BDI Reasoning Based Agent Model for Human Behavior Simulation in Complex System, Lecture Notes in Computer Science, 2013

- 어포던스 기반 에이전트 모델을 이용한 인간 행동패턴 인식 장치, 국내특허등록, 2013

- 어포던스 기반 에이전트 모델을 이용한 인간 행동패턴 인식 방법, 국내특허등록, 2013

- Perception and BDI Reasoning Based Agent Model for Human Behavior Simulation in Complex System“,Human-Computer International, 2013

- Assessment Model of Core Manufacturability to Promote Collaboration of Small and Medium Sized Model Companies, IE Interfaces, 2012

- Ontology for Supplier Discover in Manufacturing Domain, IE Interfaces, 2012

- Modeling and Simulation of Emergent Evacuation Using Affordance-based FSA Models, The Journal of Korean Institute of Industrial Engineers, 2011

- A Modeling Formalism for Human-Machine Cooperative Systems, International Journal of Production Research, 2011

- Human Behavioral Simulation Using Affordance-Based Agent Model, Lecture Notes in Computer Science, 2011

- Human Behavioral Simulation Using Affordance-Based Agent Model, Human-Computer Interaction International, 2011

- An Affordance-based Formalism for Modeling Human-involvement in Complex Systems for Prospective Controls, Winter Simulation Conference, 2010

- A Formalism for Human-Machine Cooperative Systems, Proceedings of International Conference on Production Research, 2009

- Functional Design of Manufacturing Quote Services for Collaboration between Designer and Manufacturer, The Journal of Korean Institute of Industrial Engineers, 2008

- Affordance-Based Simulation using Finite State Automata, “Industrial Engineering Research Conference”, 2009

- An Affordance-based Modeling Approach to Human-involved Systems for Prospective Controls, “ Proceedings of Industrial Engineering Research Conference”, 2009

- Design of the Model Framework for Human-involved Systems, Proceedings of Industrial Engineering Research Conference, 2009

- Web Service-based System Architecture to Support Design and Manufacturing Collaboration in Distributed Environments, Proceedings of the Korea Industrial and Systems Engineering Conference, 2007

- Neural Network-based Dynamic Planning Model for Process Parameter Determination, Proceedings of the International Conference on Computational Intelligence for Modeling, Control & Automation, 2005

- Web service and dynamic planning model-based design and manufacturing collaboration supporting framework “Proceedings of the Korean Industrial Engineering Conference”, 2004

- Web service based framework of an agent-based shop floor control system in B2B environment, Proceedings of the 33rd International Conference on Computer and Industrial Engineering, 2004

- Neural network-based dynamic process planning and it’s integration with shop floor scheduling, Proceedings of the 6th International Conference on Engineering Design and Automation, 2002

- Adaptive and Dynamic Process Planning using Neural Networks, International Journal of Production Research, 2001

- Dynamic planning model for determining cutting parameters using neural network in feature-based process planning, Journal of Intelligent Manufacturing, 2001

- Representation and Classification of Process Plan Information for Adaptive and Dynamic Process Planning System, Proceedings of the 2001-Fall Korean Industrial Engineering Conference, 2001

- A Prototype Virtual Reality System through IDEF Modeling for Product Configuration and Analysis, International Journal of Industrial Engineering, 2000

- Adaptive and Dynamic Cutting Tool Selection using Neural Networks, Proceedings of the Informs-KORMS, 2000

- Efficient  sculptured pocket machining using feature extraction and conversion, Journal of Manufacturing System, 1999

- Dynamic planning models for determining cutting parameters using neural networks in feature-based CAPP, “Proceedings of the 1998-Fall Korean Industrial Engineering Conference”, 1998

- Efficient feature-based process planning for sculptured pocket machining, Computers & Industrial Engineering, 1997

- Manufacturing feature extraction for sculptured pocket machining, Proceedings of the Korea Precision Engineering Conference, 1997

- Efficient feature-based process planning for sculptured pocket machining, Proceedings of 20th International Conference on Computers & Industrial Engineering, 1996

• (학사) 서울대학교 산업공학과 (1986)
• (석사) 한국과학기술원 산업공학과 (1988)
• (박사) 한국과학기술원 산업공학과 (1993)

• 인제대학교 경영학과 조교수 (1993~1997)
• 인제대학교 산업경영공학과 교수 (1998~현재)
• 인제대학교 교무부처장 (1996~1997)
• 김해발전전략연구원 부원장 (1999~2002)
• 인제대학교 대학원 부원장 (2004~2006)
• 인제대학교 연구처장/산학협력단장 (2013~2016)
• 인제대학교 LINC+사업단장 (2014~2016)
• 인제대학교 교학부총장 (2018.12~2019. 8), 총장직무대행 (2019. 3 ~ 2019. 8)

• Stanford University 객원연구원 (1989)
• 東京대학교 객원연구원 (1991)
• University of Arizona 객원교수 (2002~2003)
• Purdue University 객원교수 (2010~2011)
• ITU-T SG3 Rapporteur on Internet of Things
•  ITU-T SG3RG-AO Rapporteur on NGN Charging

• Work Flow & Business Process Management: Modeling, Analysis and System Development 
• Information Extraction utilizing Natural Language Processing integrated with Rules & Domain Ontology
• Verification of Compliance to Regulations or Recommended Guidelines
• Voice-Interacting Smart Procedures & Electronic Work Packages
• Digital Twin Plant & Real-Time Enterprise Performance Optimization

• 경영정보시스템
• 데이터베이스시스템
• 워크플로시스템
• Business Intelligence
• 시스템분석 및 설계
• 경영과학

• Progression: A Lightweight BPMN Engine Simplifying the Execution and Monitoring of Process Models. In: Senderovich, A., Cabanillas, C., Vanderfeesten, I., A. Reijers, H. (eds) Business Process Management Forum. BPM 2025. Lecture Notes in Business Information Processing, vol 564. Springer, Cham. https://doi.org/10.1007/978-3-032-02929-4_17, 2026
• Transformation of Cyclic Process Models with Inclusive Gateways to Be Executable on State-of-the-Art Engines, In Proceedings of the 27th International Conference on Enterprise Information Systems - Volume 2: ICEIS; ISBN 978-989-758-749-8; ISSN 2184-4992, SciTePress, pages 280-291, DOI: 10.5220/0013386400003929, 2025
• Soundness unknotted: An efficient soundness checking algorithm for arbitrary cyclic process models by loosening loops, Information Systems, Volume 128, 102476, https://doi.org/10.1016/j.is.2024.102476, 2025
• Verification of human error traps in NPP procedures utilizing syntactic and semantic information extraction, Journal of Nuclear Science and Technology, https://doi.org/10.1080/00223131.2022.2083029, 2022
• Understanding and Decomposing Control-Flow Loops in Business Process Models. In: Di Ciccio, C., Dijkman, R., del Río Ortega, A., Rinderle-Ma, S. (eds) Business Process Management. BPM 2022. Lecture Notes in Computer Science, vol 13420. Springer, Cham. https://doi.org/10.1007/978-3-031-16103-2_21, 2022
• Eliciting Semantic Types of Legal Norms in Korean Legislation with Deep Learning. In: Fred, A., Aveiro, D., Dietz, J., Salgado, A., Bernardino, J., Filipe, J. (eds) Knowledge Discovery, Knowledge Engineering and Knowledge Management. IC3K 2020. Communications in Computer and Information Science, vol 1608. Springer, Cham. https://doi.org/10.1007/978-3-031-14602-2_4, 2022
• Syntactic and semantic information extraction from NPP procedures utilizing natural language processing integrated with rules, Nuclear Engineering and Technology, Vol. 53, 866-878, 2021
• Towards Construction of Legal Ontology for Korean Legislation, Proceedings of the 12th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2: KEOD, 86-97, 2020
• An alternative method for refined process structure trees (RPST), Business Process Management Journal, Vol. 26, No. 2, 613-629, 2020
• Stepwise structural verification of cyclic Workflow models with acyclic decomposition and reduction of loops, Data & Knowledge Engineering 95, 39-85, 2015
• A multi-agent based framework for real-time monitoring and scheduling to handle dynamic changes, International journal of mathematical models and methods in applied sciences 9, 303-309, 2015
• Groundwater levels estimation and forecasting by integrating precipitation-based period-dividing algorithm and response surface methodology, Desalination and Water Treatment 54: 4-5, 1270-1280, 2015
• Process-Driven Software Development Methodology for Enterprise Information System, Journal of Communication and Computer 11, 66-73, 2014
• An integrated approach to the optimal selection of security tools using analytic hierarchy process and goal programming, International J. of Technology Management, Vol. 54, No. 23, 229-251, 2011
• Polymorph Transformation in Paracetamol Monitored by In-line NIR Spectroscopy During a Cooling Crystallization Process”, AAPS PharmSciTech, Vol. 12, No. 2, 764-770, 2011
• Study of NIR in-line Monitoring of Physicochemical Changes during the Crystallization Process of Aspirin, Korean Chemical Engineering Research 48 (6), 757-762, 2010
• An integrated framework of security tool selection using fuzzy regression and physical programming, Journal of the Korea Society of Computer and Information 15 (11), 143-156, 2010
• Proactive Detection of DDoS attacks Utilizing k-NN Classifier in an Anti-DDos Framework, International Journal of Electrical and Electronics Engineering 44, 247-252, 2010
• Development of a multidisciplinary optimization process for designing optimal pharmaceutical formulations with constrained experimental regions, Int. J. of Advanced Manufacturing Technology, Vol, 44, pp. 841-853, 2009
• In-line Monitoring of Fluid-Bed Blending Process for Pharmaceutical Powders using Fiber Optics Probe and NIR Spectroscopy, J. Kor. Pharm. Sci., Vol. 39, No, 1, 29-36, 2009
• Robust Data Mining: An Integrated Approach, in (Julio Ponce and Adem Karahoca Eds.) Data Mining and Knowledge Discovery in Real Life Applications, 59–74, 2009
• A Flexible Access Control Model for Dynamic Workflow Using Extended WAM and RBAC, Lecture Notes in Computer Science, Vol. 5236, 488-497, 2008
• Enhancing the Efficiency of Supply Chain Processes through Web Services, Information Systems Frontier, Vol. 9, no. 1, 103-118, 2007
• Development of a job stress evaluation methodology using data mining and RSM, Lecture Notes in Computer Science, Vol. 4541, 226-237, 2007
• Development of Process Analytical Technology (PAT) for Total Quality Innovation on Pharmaceutical Processes, J. Kor. Pharm. Sci., Vol, 37, No, 6, 329-338, 2007

       수행 과제 (2007년 이후, 연구책임과제)

• 선박 해양의장 설계디지털 전환 핵심기술개발 (1세부)선박 의장설계 지식베이스 개발, 산업통상자원부, 2023-2027
• 연구시설 부지 리스크 커뮤니케이션 시안 개발, 한국원자력연구원, 2023
• 안전보건진단 사업 내실화 방안, 한국산업안전보건공단, 2023
• 연구시설에 대한 리스크 커뮤니케이션 개선 연구, 한국원자력연구원, 2022
• 음성기반 Smart 절차서 개발 용역, 한국남부발전, 2021
• 자연어처리기반 요구사항 자동분석 및 비교검증 기술을 이용한 해경 경비함정 설계단계에서의 시스템엔지니어링(SE) 기술사업화, 연구개발특구진흥재단, 2020
• 디지털 트윈 플랜트 실현을 위한 Electronic Work Package 구현 기술 개발, 한국연구재단 (LINC+), 2020
• 선박안전법규 및 건조사양서 자동분석을 통한 소형선박 선체의장 요구사항 비교검증 기술 및 S/W의 개발, 한국연구재단 (LINC+), 2019
• 문서파일로부터 온톨로지 및 프로세스 자동분석을 통한 원전 정비절차서 검증기술 및 SW 개발, 한국수력원자력(주), 2018~2019
• TTM API(Application Program Interface) 검증 연구, ㈜타임텍, 2018
• NRC 근본원인분석 규제 요건 및 규제이행 결과 분석, 한국원자력안전기술원, 2017
• ISP 접속제도 개선방안 연구, 한국전자통신연구원, 2016
• 산업융합 모니터링 시스템 연구, 중소벤처기업부, 2014
• 원전 종사자 및 조직의 안전문화 증진을 위한 한국형 공공 모니터링 체계 시작품 및 역량 증진기술 개발, 산업통상자원부, 2013~2014
• 디지털방송 난시청 해소를 위한 방송설비 공동활용 제도화 연구, 미래창조과학부, 2013
• IP 기반 네트워크 재설계 프로그램 개발 연구, 한국전자통신연구원, 2012
• 항공기 부품 제조산업을 위한 AS9100 기반 품질규격이력 추적관리시스템의 개발, 중소벤처기업부, 2012
• BU모형 고도화 및 주요 파라미터 개선 연구, 한국전자통신연구원, 2011
• 유무선 접속원가 산정을 위한 BU 모형 개발 연구, 한국전자통신연구원, 2011
• 원가모형 기반 주파수 가치 산정 방법론 연구, 한국전자통신연구원, 2010
• BcN 환경하에서의 통신망 재설계 및 투자비용 산정, 한국전자통신연구원, 2009
• 통신망 재설계 프로그램 및 알고리즘 개발 연구, 한국전자통신연구원, 2009
• 의약품 품목 허가 심사 표준화를 위한 시스템 지원 연구, 식품의약품안전처, 2009
• Micro & Nano-DOE 기법을 이용한 Nano-Medicine의 PAT(Process Analytical Technology)개발에 관한 연구, 한국과학재단, 2008~2010
• 강건설계기법을 활용한 통신망 재설계 알고리즘 구축방안 연구, 한국전자통신연구원, 2008
• RFID 데이터의 복합이벤트 처리 및 실시간 프로세스 모니터링을 지원하는 공개형 소프트웨어 uMonitor의 개발 및 보급, 한국소프트웨어진흥원, 2008
• BcN환경하에서의 원가 및 과금산정 방안 연구, 한국전자통신연구원, 2007

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