Hirotaka Nakayama

Profile Information

Degree: Doctor of Engineering(Kyoto University)

J-GLOBAL ID: 200901075802830937
researchmap Member ID: 1000110957

Research Interests

Research Areas

Manufacturing technology (mechanical, electrical/electronic, chemical engineering) / Control and systems engineering /
Social infrastructure (civil Engineering, architecture, disaster prevention) / Safety engineering /
Social infrastructure (civil Engineering, architecture, disaster prevention) / Social systems engineering /
Informatics / Intelligent informatics /

Research History

Professor, Konan University Faculty of Intelligence and Informatics, Department of Intelligence and Informatics

Education

- 1974

Kyoto University
- 1974

Graduate School, Division of Engineering, Kyoto University
- 1969

Faculty of Engineering, Kyoto University
- 1969

Faculty of Engineering, Kyoto University

Awards

Papers

Robust Optimal Operation for Building HVAC Systems with Uncertainty in Demand Prediction

Junya Nishiguchi, Atsushi Kurosaki, Chosei Kaseda, Satoshi Kitayama, Masao Arakawa, Hirotaka Nakayama, Yeboon Yun

Transactions of the Institute of Systems, Control and Information Engineers, 27(5) 200-206, 2014
Development of Technical Trend Analysis Using Data Envelopment Analysis

Toshiro YAGI, Hirotaka NAKAYAMA, Masao ARAKWA

TRANSACTIONS OF THE JAPAN SOCIETY OF MECHANICAL ENGINEERS Series C, 77(777) 2120-2129, May, 2011 Peer-reviewed
Multi-Objective Particle Swarm Optimization using Generalized Data Envelopment Analysis

YUN Yeboon, NAKAYAMA Hirotaka

Transactions of the Institute of Systems, Control and Information Engineers, 23(9) 215-222, Sep 15, 2010
Sequential Approximate Multiobjective Optimization using Computational Intelligence

Hirotaka Nakayama

OPERATIONS RESEARCH AND ITS APPLICATIONS, 12 1-12, 2010 Peer-reviewed
Modeling of the students scenario on a learning course

Yuji Shinoda, Kenji Yoshida, Hirotaka Nakayama

KNOWLEDGE - BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 5177 573-+, 2008 Peer-reviewed
Intelligent Start-Up Schedule Optimization System for a Thermal Power Plant

Masakazu Shirakawa, Kensuke Kawai, Masao Arakawa, Hirotaka Nakayama

Power Plants and Power Systems Control 2006, 189-194, 2007 Peer-reviewed
Sequential Approximation Method in Multi-objective Optimization by Using Computational Intelligence

YUN Yeboon, NAKAYAMA Hirotaka, YOON Min

Transactions of the Society of Instrument and Control Engineers, 43(8) 672-678, 2007
Approximate multi-objective optimization using satisficing method and radial basis function networks

Takaharu Shirai, Masao Arakawa, Hirotaka Nakayama

CJK-OSM 4: The Fourth China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 497-502, 2006 Peer-reviewed
A study on setting of standard rainfall for traffic regulation during heavy rainfall

Atsuhiro Yamada, Hiroaki Takemoto, Hiroki Kobayashi, Kazumasa Kuramoto, Masao Arakawa, Hirotaka Nakayama, Kohei Furukawa

57(6) 28-39, Mar, 2005 Peer-reviewed
Optimization for Black-box Objective Functions

Hirotaka Nakayama, Masao Arakawa, Koji Washino

Series on Computers and Operations Research, 185-210, Sep, 2003
Analysis on Characteristics of the Rainfalls Causing Slope Failures Based on Rough Set Theory

Hiroyuki SAKAKIBARA, Takeharu SATO, Kazumasa KURAMOTO, Hirotaka NAKAYAMA, Hiromi TETSUGA, Kohei FURUKAWA

Journal of Construction Management, Ⅵ-54 123-131, Mar, 2002 Peer-reviewed
Debris Flow Rule Based on Rough Set Theory Extraction from Disaster Caused by the Nagasaki Heavy Rain in July, 1982.

SATO Takeharu, KAWANO Yasunori, ARAKI Yoshinori, NAKAYAMA Hirotaka, MIZUYAMA Takahisa, FURUKAWA Kohei

Doboku Gakkai Ronbunshu, 2002(721) 13-25, 2002
Integrated Optimizing System Using RBF and GA

Arakawa Masao, Nakayama Hirotaka, Isikawa Hiroshi

The proceedings of the JSME annual meeting, 2002 201-202, 2002
Optimum Design Using Radial Basis Function Network and Adaptive Range Genetic Algorithms (2nd Report, Consideration in Constraint Optimization)

Masao Arakawa, Hirotaka Nakayama, Hiroshi Ishikawa

Nihon Kikai Gakkai Ronbunshu, C Hen/Transactions of the Japan Society of Mechanical Engineers, Part C, 67(655) 797-802, 2001 Peer-reviewed
Optimum design using radial basis function networks by adaptive range genetic algorithms - (Determination of radius in radial basis function networks)

M Arakawa, H Nakayama, YB Yun, H Ishikawa

IECON 2000: 26TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4, 1219-1224, 2000 Peer-reviewed
On efficiency of Data Envelopment Analysis

YB Yun, H Nakayama, T Tanino

RESEARCH AND PRACTICE IN MULTIPLE CRITERIA DECISION MAKING, 487 208-217, 2000 Peer-reviewed

Misc.

117

計算知能の逐次近似多目的最適化への応用

中山弘隆, 尹禮分

オペレーションズ・リサーチ : 経営の科学 = [O]perations research as a management science [r]esearch, 57(5) 270-275, May 1, 2012
Evaluation of the danger of debris-flow torrents in view of the effect value of measure constructions using Support Vector Machine

OHISHI Hiroyuki, YUN Yeboon, NAKAYAMA Hirotaka, FURUKAWA Kohei

Journal of the Japan Society of Erosion Control Engineering, 60(1) 3-10, May 15, 2007
205 RBFを利用した満足化トレードオフ法の近似解法

白井隆晴, 荒川雅生, 中山弘隆

最適化シンポジウム講演論文集, 2006(7) 99-104, Dec 8, 2006
207 Hybrid Multi-Objective Optimization Method using Computational Intelligence

YUN Yeboon, NAKAYAMA Hirotaka, YOON Min

2006(7) 111-116, Dec 8, 2006
2211 Comparison of Approximate Optimization Methodologies

SHIRAI Takaharu, ARAKAWA Masao, NAKAYAMA Hirotaka

2006(16) 186-187, Nov 14, 2006
2215 Multi-Objective Optimization for a Power Plant Operation

SHIRAKAWA Masakazu, ARAKAWA Masao, NAKAYAMA Hirotaka

2006(16) 194-197, Nov 14, 2006
2212 Study for Utilization of Approximation in Multi-Objective Optimization

SHIRAI Takaharu, ARAKAWA Masao, NAKAYAMA Hirotaka

2006(16) 188-189, Nov 14, 2006
1920 Approximate Multi-Objective Optimization Using RBF Network

SHIRAI Takaharu, ARAKAWA Masao, NAKAYAMA Hirotaka

The Computational Mechanics Conference, 2005(18) 759-760, Nov 17, 2005
MOP/GP models for machine learning

H Nakayama, YB Yun, T Asada, M Yoon

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 166(3) 756-768, Nov, 2005
MOP/GP models for machine learning

H Nakayama, YB Yun, T Asada, M Yoon

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 166(3) 756-768, Nov, 2005
Auto-answering to learners' questions in an e-Learning system

YOSHIDA Kenji, NAKAYAMA Hirotaka

Memoirs of Konan University. Science and engineering series, 52(1) 95-104, 2005
Appoximate Optimization Using Regression and RBF Network

SHIRAI Takaharu, ARAKAWA Masao, NAKAYAMA Hirotaka

2004(6) 279-284, Dec 8, 2004
Approximate Optimization Using RBF Network and Genetic Range Genetic Algorithms : Usage and consideration of recommendation function

Arakawa Masao, Shirai Thdaharu, Nakayama Hirotaka

2004(14) 71-72, Nov 29, 2004
Application of RBF Netwoak in Approximate Optimization in Satisficing Method

SHRAI Takaharu, ARAKAWA Masao, NAKAYAMA Hirotaka

2004(14) 85-86, Nov 29, 2004
Multiple criteria decision making with generalized DEA and an aspiration level method

YB Yun, H Nakayama, M Arakawa

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 158(3) 697-706, Nov, 2004
Approximate Optimization Using RBF Network and Genetic Range Genetic Algorithms : Proposal of Base Function and Basic Consideration

ARAKAWA Masao, NAKAYAMA Hirotaka, ISHIKAWA Hiroshi

Trans. of the Japan Society of Mechanical Engineers, Series C, 70(697) 2674-2681, Sep 25, 2004
A generalized model for data envelopment analysis

Y. B. Yun, H. Nakayama, T. Tanino

European Journal of Operational Research, 157(1) 87-105, Aug 16, 2004
A generalized model for data envelopment analysis

YB Yun, H Nakayama, T Tanino

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 157(1) 87-105, Aug, 2004
A method of establishing objective priority order of construction of countermeasure facilities against steep slope failure using data envelopment analysis

KAIHARA Soichi, ARAKAWA Masao, SATO Takeharu, NAKAYAMA Hirotaka, FURUKAWA Kohei

Journal of the Japan Society of Erosion Control Engineering, 57(2) 39-47, Jul 15, 2004
Total margin algorithms in support vector machines

M Yoon, YB Yun, H Nakayama

IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, E87D(5) 1223-1230, May, 2004

Books and Other Publications

Additional Learning in Computational Intelligence and its Applications to Risk Management Problems

Systems and Human Science for Safety, Security and Dependability”, T. Arai, S. Yamamoto and K. Makino, (eds.), Elsevier, 2005
Prediction of business failure by total margin support vector machines

Knowledge-Based Intelligent Information & Engineering Systems (edited by V. Palade, R.J. Howlett & L. Jain) , Springer-Verlag, 2004
Optimization for Black-box Objective Functions

Optimization and Optimal Control, (eds.) P. M. Pardalos, I. Tseveendorj and R. Enkhbat, World Scientific, 2003
Optimization for Black-box Objective Functions

Optimization and Optimal Control, (eds.) P. M. Pardalos, I. Tseveendorj and R. Enkhbat, 2003
Support Vector Machines using Multi-objective Programming

Multi-objective Programming and Goal-Programming, (Eds) T. Tanino, T. Tanaka and M. Inuiguchi Springer,, 2002
MOP/GP Approaches to Data Mining

Multi-objective Programming and Goal-Programming, Springer, 2002
Rule-based Prediction with Additional Learning in Financial Problems

Knowledge-based Intelligent Information Engineering Systames & Allied Technologies Ed. by N. Baba, L.C. Jain and R.J. Howlett, IOS Press,, 2001
Simulation-based Optimization using SVM and GA

Knowledge-based Intelligent Information Engineering Systames & Allied Technologies, Ed. by N. Baba, L.C. Jain and R.J. Howlett, IOS Press, 2001
A Computational Intelligence Approach to Optimization with Unknown Objective Functions

Artificial Neural Networks –ICANN2001 Ed. by G. Dorffner, H. Bischof and K. Hornik Springer, 2001
Duality in Multi-objective Optimization

Adavances in Multiple Criteria Decision Making,, 1999
Pattern Classification by Linear Goal Programming and its Applications(jointly worked)

Advances in Multiple Objective and Goal Programming, 1997
Exploration of Multi-objective Problems in Artificial Intelligence

Essays in Decision Making, 1997
Some Remarks on Trande-off Analysis in Multi-objective Programming

Multicriteria Analysis, 1997
Multi-objective Mathematical Programming

Multicriteria Analysis, 1997
A Construction Accuracy Control System of Cable Stayed Bridge using a Multi-objective Programming Technique(jointly worked)

Multiple Criteria Decision Making, 1997
Aspiration Level Approach to Interactive Multi-Objective Programming and its Applications

Advances in Multicriteria Analysis, 1995
Techniques and Applications of Multi-objective Optimization

Proceedings of International Symposium on Optimization and Related Topics, 1995
多目的計画法の理論と応用

コロナ社, 1994
Theory and Applications of Multi-objective Programming

1994
Engineering Applications of Multi-objective Programming : Recent Results

Multiple Criteria Decision Making, 1994

Professional Memberships

Works

Research Projects

Sequential Approximate Multiobjective Robust Optimization using ComputationalIntelligence and its Applications to Engineering Problems

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 2010 - 2012

NAKAYAMA Hirotaka
Multiobjective Model Predictive Control Using Computational Intelligence and its Applications to Plant Operation Problems

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 2007 - 2009

NAKAYAMA Hirotaka
Optimizing black-box objective functions using computational intelligence and its application to seismic reinforcement of cable stayed bridges

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 2004 - 2006

NAKAYAMA Hirotaka
EVALUATION AND MANAGEMENT OF CREDIT RISK USING COMPUTATIONAL INTELLIGENCE AND MULTI-OBJECTIVE DECISION MAKING

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 2001 - 2003

NAKAYAMA Hirotaka
PORTFOLIO OPTIMIZATION USING MULTI-CRITERIA DECISION ANALYSIS AND MACHINE LEARNING

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 1998 - 2000

NAKAYAMA Hirotaka
An International Joint Research on Agricultural Resource Management

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 1998 - 1998

NAKAYAMA Hirotaka, HATTORI Yu-ichi, NAKASAKO Noboru, TAKAHASHI Yoshitaka, KUNIMATSU Takao, MITANI Katsunosuke
AN APPLICATION OF A MULTI-OBJECTIVE OPTIMAL SATISFICING TECHNIQUE TO CONSTRUCTION ACCURACY CONTROL OF CABLE-STAYED BRIDGE

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, 1996 - 1997

NAKAYAMA Hirotaka
LEARNING FOR PATTERN CLASSIFICATION USING MULTI-OBJECTIVE PROGRAMMING AND ITS APPLICATON TO DIAGNOSIS SUPPORT SYSTEM OF DIABETIC ANGIOATHY

Grants-in-Aid for Scientific Research, Grant-in-Aid for General Scientific Research (C), Japan Society for the Promotion of Science, 1994 - 1995

NAKAYAMA Hirotaka, HATTORI Yuichi
DEVELOPMENT OF GROUP WARE BY MULTI-OBJECTIVE DECISION ANALYSIS

Grants-in-Aid for Scientific Research, Grant-in-Aid for General Scientific Research (C), Japan Society for the Promotion of Science, 1992 - 1993

NAKAYAMA Hirotaka, HATTORI Yuichi
Theory and Applications of Computational Intelligence

1990
Theory and Applications of Multiple Criteria Decision Making

1970
計算知能と多目的最適化技法による設計支援
人工生命とその応用
機械学習の理論と応用
多目的意思決定の理論と応用
Artificial Life and its Applications

Profile Information

Research Interests

Research Areas

Research History

Education

Awards

Papers

Misc.

Books and Other Publications

Professional Memberships

Works

Research Projects

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