Home

APIEMS 2012 Conference Proceedings

Preface

Decision Modeling and Theory 1

A Green Revenue Management Model for Power Plants with Wind Park
Qian Zhang, Kin Keung Lai, Qiang Wang
M3A1.pdf

A Study on the DEA Model with Threshol
Ming Chi Tsai, Meei Ing Tsai, Le Chung Liu
M3A2.pdf

Biases in Project Estimation: Empirical Evidenc
Budi Hartono, Fandy I Nugroho, Bhery A Saputra
M3A3.pdf

Extended Fuzzy Outranking Method in Decision Makin
Michihiro Amagasa, Hiroo Horose
M3A4.pdf

Selecting the strategic technology for producing hydrogen energy using Analytic Hierarchy Process in Kore
Sung-Jun Hong, Jong-Wook Kim, Yang-Hon Chung
M3A5.pdf

Supply Chain Management 1

A Hybrid MCDM Approach to KPI Selection of the Coordination Problems of Production and Sales Departments-An Empirical Study of Iron and Steel Industry in China and Taiwa
Ming-Tzong Wang, Szu-Chi Huang
M3B1.pdf

Analysis of stochastic inventory control system under the uncertain demand in the semi-conductor Supply Chai
Kenichi Nakashima, Thitima Sornmanapong, Hans Ehm, Geraldine Yachi
M3B2.pdf

Research in the Supply Chain Performance and Resilience of Japanese Firm
Yasutaka Kainuma
M3B3.pdf

Seller – Buyer Supply Chain Models With Asymmetric Information and Credit Optio
Xu Zhang, Panlop Zeephongsekul
M3B4.pdf

Manufactory-Centralized Supply Network Planning by Distributed Parallel Computin
Wu-Lin Chen, Shih-Yan Lin, Chin-Yin Huang
M3B5.pdf

Green Manufacturing Technology

CSR and Environmental Criteria in Supplier Selectio
T.N. Wong, L.H. Lee, Zhe Sun
M3C1.pdf

Enhancing Energy Transmission Efficiency of Hybrid Renewable Energy in Smart Gri
Hui-Xin Zheng, Kuo-Hao Chang
M3C2.pdf

Exploring decisive factors affecting green supply chain practices under uncertainty Kuo-Jui Wu, Ching-Jong Liao, Kim-Hua Tan, Anthony SF Chiu, Ming-Lan
Tseng
M3C3.pdf

Modeling and Optimization of the Management of Renewable Energy System in Uncertain Environmen
Yen-Chu Chen, Kuo-Hao Chang
M3C4.pdf

Synthesis non value rice husk ash waste into Sodium Silicate for using in body preparation proces
Poramed Klaikayai, Amarit Cheunjit
M3C5.pdf

Tourism Management 1

Reducing costs of knowledge transfer in tourism development using historical materials Ayako Sawada, Taketoshi Yoshida, Hiroshi Horii, Misato Horii, Masahar
Hayashi
M3D1.pdf

Revitalization Measure of Suzu City using Roadside Statio
Ayano Minami, Shoko Tsuchikura, Takashi Oyabu, Yasuhiro Kawasaki
M3D2.pdf

Applying Augmented Reality to Location-Based Restaurant Recommendation for Enhancing Usabilit
Koji Yamamoto, Takahiro Hayashi
M3D3.pdf

Optimal airline operation strategies for the carbon constrained air transport marke
Young Dae Ko, Young Jae Jang, Dae Young Kim
M3D4.pdf

Analysis and Design of Management System for Multimodal Transportatio
Athakorn Kengpol, Sopida Tuammee, Markku Tuominen
M3D5.pdf

Operations Research

A Study to the Common Weights of Data Envelopment Analysi
Ming Chi Tsai, Chiao Pin Bo, Meei-Ing Tsai
M3E1.pdf

Genetic Algorithm for Solving Paired Single Row Facility Layout Proble
Hutama Parwananta, Meilinda Maghfiroh Vincent F. Yu
M3E2.pdf

Feeder Location Problem in a Multi-head Surface Mount Devic
Hyunchul Tae, Byung In Kim
M3E3.pdf

Location policy for long term care facilitie
Byung Duk Song, Young Dae Ko, Hark Hwang
M3E4.pdf

An Investigation of Optimum Cutting Conditions for Quality of Surface Roughness in Face Milling Mold Steel AISI P20 Using Carbide Tool Surasit Rawangwong, Jaknarin Chatthong, Rommdon Burapa, Worapon
Boonchouytan
M3E5.pdf

Simulation

Modeling of Industrial Cluster Life Cycle in Automotive Components Industry Attempting to Build Knowledge Sharing Collaboration (A System Dynamics Approach
Diesta Iva Maftuhah, Budisantoso Wirjodirdjo, Iwan Vanany
M3F1.pdf

A Web-based Simulator for Outpatient Process: PIO
Giho Lee, Hong Li, Byung-In Kim, Juyoung Wy
M3F2.pdf

Home Energy Management System with a prediction method for power demand and photovoltaic power generatio
Kazuki Shibata, Kenji Tanaka
M3F3.pdf

A Combination of Order-releasing Policy and Dispatching Rule for Plant Factor
Chao-Lung Yang, Rizka Hadiwiyanti, Yan-Fu Kuo
M3F4.pdf

Age-Related Changes in Multitasking During Simulated Drivin
Titiwat Triwong, Nantakrit Yodpijit
M3F5.pdf

ICUT 2012 Special Session 2

Uncertainty vs Probabilit
Baoding Liu (Tsinghua University)
M3G1.pdf

Uncertain Statistic
Dan Ralescu (University of Cincinnati)
M3G2.pdf

Uncertain principal-agent theor
Ruiqing Zhao (Tianjin University)
M3G3.pdf

Uncertain Network Programmin
Jin Peng (Huanggang Normal University)
M3G4.pdf

Uncertain Game Theor
Jinwu Gao (Renmin University of China):
M3G5.pdf

Logistics and Supply Chain Management 1

Effect Of Continuity Rate For Multistage Logistic Network Optimization Under Disruption Ris
Muhammad Rusman, Yoshiaki Shimizu
M4B1.pdf

Disaster Assessment and a Humanitarian Logistics Based Mitigation Plannin
Kanchan Das, Reza S. Lashkari, Nihar Biswas
M4B2.pdf

Benchmark Problem Instances for Generalized Multi-Depot Vehicle Routing Problems with Pickup and Delivery Request
Pandhapon Sombuntham, Siwaporn Kunnapapdeelert
M4B3.pdf

Optimal Operation for Green Supply Chain in Consideration of Collection Incentive and Quality for Recycling of Used Product
Takeshi Watanabe, Etsuko Kusukawa, Ikuo Arizono
M4B4.pdf

A Combined Optimization and Simulation Approach to the Reconfiguration of Express Courier Service Network for Strategic Allianc
Soo Yong Kim, Hyun Jeung Ko, Eun Jin Choi, Chang Seong Ko
M4B5.pdf

Management of Technology and Innovations

Measuring Level of Technology of Industry in Evaluating Mandatory Product Standar
Dradjad Irianto, Heru Gunawan
M4C1.pdf

The Influence of National Culture on Transformational Leadership: A case at Mutinational Company in Indonesi
Iwan Inrawan Wiratmadja, Jimmy Haposan Parlindungan, Indryati Sunaryo
M4C2.pdf

The Effect of Entrepreneurship and Market Orientation on Innovation-A Case of Software Houses in Bandung-Indonesi
Iwan Inrawan Wiratmadja, Rajesri Govindaraju, Andzarrahim
M4C3.pdf

Development of Integrated Management Change Prediction Model in Technology Transfer Process Lucia Diawati, Andi Cakravastia, Sebrina, Adrian Gilrandy, Senator Nu
Bahagia, Katsuhiko Takahashi, Yasuo Yamane
M4C4.pdf

Questionnaire Investigation Concerning Communication Desire Under the Utilization of Faceboo
Tsuyoshi Aburai, Kazuhiro Takeyasu
M4C5.pdf

Tourism Management 2

Onsen Recommendation based on User Reviews on the We
Yuki Igarashi, Masaya Araki, Takahiro Hayashi, Yuko Shimomura
M4D1.pdf

ASEAN country ties and future issues considered from the perspective of an East Asian Communit
Satoshi Kawashima
M4D2.pdf

An Analysis of Word of Mouth in Travel Blogs: Finding popular bloggers and blog entrie
Kayoko H. Murakami, Hidenori Kawamura, Keiji Suzuki
M4D3.pdf

Comparison Analysis of Time and Seat Inventory-based Decisions in Joint Dynamic Pricing for Two Parallel Flights Considering Overbookings, cancellation, and no-show passenger
Rescha Dwi Astuti Putri, Naning A Wessiani, Ahmad Rusdiansyah
M4D4.pdf

Development of Mathematical Model for Revenue Management with Costly Price Adjustment and Over-booking for Hotel Industries Using Game Theoretic Approac
Nur Aini Masruroh, Yun Prihantina Mulyani
M4D5.pdf

Industrial Applications

A Study of Resource Congestion Resolving in Multi-Project Critical Chain Schedulin
Sheng-Hung Chang, Chih-Ming Chen, Miao-Ling Wang
M4E1.pdf

A Qualitative and Quantitative Dual Approach to Formulate a Corporate Social Responsibility Implementation Reference Model: an Empirical Taiwan High- Tech Experience Ming-Tzong Wang, Hsin-Yuan Denny Chou, Shu-Chuan Sophia Wang, Shi
Min Alex Wang
M4E2.pdf

Human Resource Allocation in Production Line
Heng-Chen Chiang, Kuo-Hao Chang
M4E3.pdf

Scalability for Supporting the Growth of Hospitals: Application at Thailand Hospital
Adisak Sakphisal, Peter G Higgins
M4E4.pdf

Implementation of Time-Driven Activity Base Costing – A Case Study of Aerospace Precision Casting Factor
Jau-Shin Hon, Song-Jwu Chu
M4E5.pdf

Metaheuristics/ Evolutionary Algorithm1

Category-dedicated GA Method for Categorized Nurse Scheduling Proble
Feng Cheng Yang, Wei Ting Wu
M4F1.pdf

Solving the Team Orienteering Problem with Particle Swarm Optimizatio
Jeffry Setyawan Pribadi, The Jin Ai, Vincensius Ariyono
M4F2.pdf

A Hybrid GA/SA Algorithm for solving Facility Rearrangement Proble
Atsushi Suzuki, Hisashi Yamamoto
M4F3.pdf

A Particle Swarm Optimization for Cross-docking Distribution Planning Proble
Parida Jewpanya, Voratas Kachitvichyanukul
M4F4.pdf

Improvement of Garbage Collecting Route :Case Study of Municipal Muang Srikai, Warinchamrab District, Ubonratchathani Provinc
Tasssin Srivarapongse, Rapeepan Pitakaso
M4F5.pdf

Production Systems

Systematic Layout Design for Assembly of Products made of Small Component
Shayan E., Ghotb F.
M5A1.pdf

Fixture demanding simulation model for an EMI in-line sputtering syste
Philip K.P. Lin, Chin Yin Huang, Shao Jen Weng, Yu Chen Jiang
M5A2.pdf

An ABC Analysis Model for the Multiple Products Inventory Control-A Case Study of Company
Kuo-En Fu, Wei-Zhen Chen, Lon-Chen Hung, ShihSen Peng
M5A3.pdf

Joint order batching and picker routing using two-phased algorith
Li-Kai Chan, Chen-Yang Cheng
M5A4.pdf

A Simulation-based Data Envelopment Analysis Approach for Multi- objective Vehicle Fleet Sizin
Ai-Lin Chang, Kuo-Hao Chang
M5A5.pdf

Logistics and Supply Chain Management 2

Supply Chain Coordination with Lead-Time Reduction and Cost Sharing regarding Inventory Holding Cos
Takahiro Aso, Etsuko Kusukawa
M5B1.pdf

A Study for Forecasting the Quantity of Household Waste -Comparing th
Forecasting Precision by Period of Regression Data- Yukio Maruyama, Hisashi Yamamoto, Shota Baba
M5B2.pdf

Analysis of Storage Charging and Re-marshaling for Outbound Containers in Terminal
Youn Ju Woo, Kap Hwan Kim
M5B3.pdf

Comparing Cycle Times of Advanced Quay Cranes in Container Terminal
Mai-Ha Phan Thi, Kwangyeol Ryu, Kap Hwan Kim
M5B4.pdf

Logistics Systems for Fresh Agricultural Products in Wholesale Marke
Iwan Vanany, Mohammad Arif Rohman
M5B5.pdf

Sustainable Production & Development

Roundtable on Sustainable Palm Oil (RSPO) in Smallholder Farmers of Thailan
Ubolrat Wangrakdiskul, Nantakrit Yodpijit
M5C1.pdf

The Development of an Environmentally Friendly Product from Bottom Ash
Teerapatch Orankitanun, Chawalit Noonlugkhum
M5C2.pdf

A Comprehensive Solution in Production Planning using Bayesian Estimatio
Takayuki Kataoka, Atsushi Hanafuji, Masakazu Kanezashi
M5C3.pdf

Sustainability Impact Assessment of Biofuel Systems using an Economic Equilibrium Mode
Norbert S. Enriquez, Bryan O. Gobaco
M5C4.pdf

Optimal Design of Disassembly System with Environmental and Economic Parts Selection using Recyclability Evaluation Metho
Kento Igarashi, Tetsuo Yamada, Masato Inoue
M5C5.pdf

ASEAN Economic Community

Development of Trade Facilitation Indices for International Ports in Thailan
Wiracha Suksirivoraboot, Jittichai Rudjanakanoknad, Sumalee Sukdanont
M5D1.pdf

Inbound Logistics Models for Thai Sugar Industry in Preparation for the AEC Framework Kanchana Sethanan, Danaiphong Chetchotsak, Anurak Tongsokhowong, Nantik
Chaikanha, Chuleeporn Kusoncum
M5D2.pdf

Efficiency and Effectiveness Evaluation for Thailand’s Sugar Factories: A DEA Approac
Danaipong Chetchotsak, Kanchana Sethanan
M5D3.pdf

Drivers and Barriers to Sustainable Manufacturing Initiatives in Malaysian Automotive Companie
Elita Amrina, Sha’ri Mohd Yusof
M5D4.pdf

Evolutionary algorithm in Differential Evolution (DE) to Solving Multi-Stage Multi–Objective Location problems: Case Study in locating oil palm collecting centers and palm oil factories in Naradhiwas province, Thailan
Paroon Mayachearw, Rapeepan Pitakaso
M5D5.pdf

Six Sigma

Cost of Services and Quality: A Review and Related Models Ming-Tzong Wang, Shi-Min Alex Wang, Hsiang-Yun Lisa Cheng, Chun-Jin
Brain Lee, Jun-Cheng Jerry Chen
M5E1.pdf

Meta-Analysis: A Primer, State-of-the-Art in Taiwan and its Applications in Production Research Ming-Tzong Wang, Hsiang-Yun Lisa Cheng, Shi-Min Alex Wang, Szu-Ch
Huang, Huei-Kuei Chen
M5E2.pdf

Six Sigma and Lean Six Sigma: A Literature Review and Experience in Taiwa
Ming-Tzong Wang, Hung-Da Wan, Hsing-Yang Chen, Shi-Min Alex Wang, Szu-Chi Aaron Huang
M5E3.pdf

The Application of Lean Six Sigma to Nonprofit Organizations - Examining Maria's Baker
Chun-Wei Wang, Chen-Yang Cheng, Pu-Yuan Chang, Chi-Chang Hsu
M5E4.pdf

Improving the Efficiency of STRONG with Optimal Designs in the Presence of Model Misspecification
Shi-Bang Yang, Kuo-Hao Chang
M5E5.pdf

Operation Research / Artificial Intelligence Technique 1

Optimization in Allocating Goods to Shop Shelves Utilizing Genetic Algorith
Kazuhiro Takeyasu, Yuki Higuchi, Hikaru Nakajima
M5F1.pdf

Optimal Worker Allocation with Random Variable Target Processing Time in Limited-Cycle Multiple Period
Xianda Kong, Jing Sun, Hisashi Yamamoto, Masayuki Matsui
M5F2.pdf

English and Japanese Text Categorization Using Word and Character N-gra
Makoto Suzuki, Naohide Yamagishi, Yi-Ching Tsai, Masayuki Goto
M5F3.pdf

An Examination of the Effectiveness of Particle Swarm Optimization for Facility Location Problem
Tsutomu Shohsohji, Yoshikazu Shinohara, Fumihiko Yano
M5F4.pdf

Zero-Emissionize Simulation in a Public Facilit
Takuya Shimamoto, Kazuki Maeda, Kenji Tanaka, Jing Zhang
M5F5.pdf

Production and Operations Management 1

The Application of Forecasting Techniques: A Case Study of Chemical Fertilizer Stor
Chompoonoot Kasemset, Watcharapat Chatchayangkul
T1A1.pdf

Optimal Production Planning for Remanufacturing with Uncertainty in Quality of Returns and Classification Error in Quality Gradin
Masatoshi Iwao, Etsuko Kusukawa
T1A2.pdf

Joint Scheduling Approach for Production-Maintenance Scheduling with Setup Constraint
Chun Sing Wong, Felix Tung Sun Chan, Sai Ho Chung
T1A3.pdf

Integrating Production Scheduling and Limited Transportatio
Hoi Lam Ma, Felix Tung Sun Chan, Sai Ho Chung
T1A4.pdf

Effectiveness of an Exponentially Smoothed Ordering Policy in Supply Chain Managemen
Takayoshi Tamura, Tej S. Dhakar, Katsuhisa Ohno
T1A5.pdf

A Study on a Method of Grasping Production Execution Data Using an Activity-State Diagram for Productivity Analysi
Kagehisa Nakayama, Seung-Jin Ryu, Hisashi Onari
T1A6.pdf

Product Design and Development 1

A Study of Modular Design Including Simultaneous Evaluation of Functions of Product and Environmental Characteristics of Part
Masahiro Arakawa, Hironaga Ogawa
T1B1.pdf

Optimization Model for Gas Spring of Endoskeletal Prosthetic Leg with Maximum Energy Storage Criteri
Cucuk Nur Rosyidi, Putri Fitriawati, Rahmaniyah Dwi Astuti
T1B2.pdf

Emotional Design Approach to Design Teak Wood Furnitur
Nattapong Kongprasert
T1B3.pdf

Instructional Design and Execution of Educational Program for ―Global PLM Strategy‖ in Japanese Universit
Kin’ya Tamaki, Youngwon Park, Takeshi Abe, Satoshi Goto
T1B4.pdf

Development of Rubber Artifacts via SVM Rapid Prototypin
Saranrat Akkakarn, Pisut Koomsap, Thittikorn Phattanaphibul
T1B5.pdf

Proactive Service Design for Industrial Produc
Dyah Santhi Dewi, Erik J van Voorthuysen, Rita di Mascio
T1B6.pdf

Identifying Appropriate Factors used in Location Planning for Establishing a Drug Distribution Cente
Thummamateta Treevirotmongkol, Jirapan Liangrokapart
T1C1.pdf

The Implementation of Lean and Six Sigma in Healthcare Focusing on Pharmaceutical Product
Tanaporn Punchaipetch, Jirapan Liangrokapart
T1C2.pdf

Measuring E-Readiness for Barcode Implementation in Hospitals: A Literature Revie
Jiraporn Saesor, Jirapan Liangrokapart
T1C3.pdf

Building National Drug Information Sharing in Healthcare Service through Metadata-based Solutions in Thailand Healthcare Service through Metadata- based Solutions in Thailan
Sophon Muangchoo, Duangpun Kritchanchai Singkarin
T1C4.pdf

Evaluation of hospital pneumatic tube delivery system by simulatio
Waressara Weerawat, Thanya Nutthawuthisit
T1C5.pdf

Ensuring Home-based Rehabilitation Exercise by Using Kinect and Fuzzified Dynamic Time Warping Algorith
Chuan-Jun Su, Jing-Yen Huang, Shi-Feng Huang
T1C6.pdf

Scheduling and Sequencing 1

Reentrant Flow-shop Scheduling with Time Windows for Hard-disk Manufacturing by Hybrid Genetic Algorithm
Chettha Chamnanlor, Kanchana Sethanan, Chen Fu Chien, Mitsuo Gen
T1D1.pdf

Resource Scheduling on Shared Manufacturing Syste
Gorby Gandhianto Rasyid, Muhammad Akbar, Mohammad Mi'radj Isnaini, AnadMa'ruf
T1D2.pdf

Some GA approaches for the single-machine two-agent scheduling problem with ready times and learning effec
Wen Hung Wu, Chin Chia Wu, Chengqi Chen, Shin Yi Luo, Hau Chen
T1D3.pdf

Shift Pattern in Cyclic Scheduling with Between-Days Break-Time Constrain
Deny Ratna Yuniartha
T1D4.pdf

Solve the single-machine two-agent scheduling problem with deteriorating jobs by using some heuristic-based simulated annealing algorithm
Shuenn Ren Cheng, Win Chin Lin, Wen Hung Wu, Jungpin Wu, I FanCheng
T1D5.pdf

Job Shop Scheduling with Job Families and Sequence-dependent Setups: Minimizing the Total Family Flow Tim
Jung Hyeon Park, Dong Ho Lee
T1D6.pdf

Ergonomics 1

Consumption capability of ethyl alcohol by Broccoli under LED lighting syste
Masanori Kawauchi, Masaaki Kumagai, Takashi Oyabu, Zhaoxu Huang
T1E1.pdf

A Link Selection Method on Web Browser Using Eye-Gaze Inpu
Kazutaka Onishi, Yusuke Kajiwara, Munehiro Nakamura, Hidetaka Nambo, Haruhiko Kimura
T1E2.pdf

Age Groups Estimation by Walking Data Using a Pressure Sensors Arra
Junjiro Hasegawa, Takuya Tajima, Takehiko Abe, Haruhiko Kimura
T1E3.pdf

Support system for TV operation using an infrared pointing device Yuki Yokota, Yusuke Kajiwara, Munehiro Nakamura, Hidetaka Nambo
Haruhiko Kimura
T1E4.pdf

A Study of Hand Anthropometry of Kindergarten Children in the South of Thailan
Surasit Rawangwong, Jaknarin Chatthong, Worapong Boonchouytan
T1E5.pdf

On the development of Indonesian anthropometry database: Does occupation of subjects really matter
Ari Widyanti, Manik Mahachandra
T1E6.pdf

Quality Management

Statistical Methods Applied to PCB/LCD Surface Defect Detection and Classification Using Machine Vision Syste
Chien Chih Wang, Bernard C Jiang
T1F1.pdf

Discrimination of Out-of-Control Condition Using AIC in (x_bar, s) Control Char
Yasuhiko Takemoto, Ikuo Arizono
T1F2.pdf

Does Kanji’s Business Excellence Model Work Well? A Study from the measurement aspec
Chi Kuang Chen, Sarasin Songsithipornchai, Jiun Yi Jang
T1F3.pdf

Color-based Image Analysis for Statistical Sausage Production Contro
Chumpol Yuangyai, Piraya Kaewsuwan, Chen Yang Cheng
T1F4.pdf

Conjoint Analysis: Case Studies in SCG Vipawin Mekgrajang, Damrongpon Chokreansookchai, Kosit Noorit, Rawi
Yeerunsiri, Vithayavut Sereeviriyakul, Jaran Sabseree
T1F5.pdf

Quality Management in Software Engineering and Information Technolog
Aedah Abd Rahman, Shamsul Sahibuddin, Suhaimi Ibrahim
T1F6.pdf

Capacitated Two-stage Location-Allocation Problem for Multi-facility Services in Sugarcane Supply System by Two-phase Genetic Algorith
Woraya Neungmatcha, Kanchana Sethanan, Chen Fu Chien, Mitsuo Gen
T1G1.pdf

Solving Blocking Hybrid Flowshop Scheduling Problem with Sequence Dependent Setup/Changeover Times: A Genetic Algorithm Approach Pongpan Nakkaew, Nantachai Kantanantha, Wuthichai Wongthatsanekorn, Busab
Phruksaphanrat
T1G2.pdf

Selective Disassembly Sequencing with Sequence-dependent Setups for Multiple Target Component
Hee Jong Han, Jae Min Yu, Dong Ho Lee
T1G3.pdf

Solving a Multi-Objective, Source & Stage Location-Allocation Problem Using Differential Evolutio
Rapeepan Pitakaso, Thongpoon Thongdee
T1G4.pdf

Branch and Bound Method for Solving Line Balancing Problem in Footwear Sewing Line James C. Chen, Hutama Parwananta, Tran Dinh Duy Thao, Kung-Jeng Wang, Mari
Anityasari, Chun-Chieh Chen
T1G5.pdf

An Optimal Preventive Maintenance Policy for a Component with Two Failure Mode
Jayalal Wettasinghe and Huynh Trung Luong
T1G6.pdf

Global optimization versus human-operated local optimization for a two- stage production syste
Katsumi Morikawa, Katsuhiko Takahashi, Daisuke Hirotani
T2A1.pdf

Hybrid Tabu Search for Solving Multi Product Tanker Scheduling Problem (m-TSP) Considering Product Loading Compatibility Constrain
Ahmad Rusdiansyah, Siti Nurminarsih
T2A2.pdf

Minimizing Total Tardiness and Makespan for Hybrid Flow Shop Problem with Resource Constraint in Footwear Manufacturin
James C. Chen, Sudiana Wirasambada, I Nyoman Pujawan, K. J. Wang, C.W. Wu, C.J. Lin, S. Chiu
T2A3.pdf

Capacity Planning System for TFT-LCD Array Manufacturing James C. Chen, Yi-Feng Hung, Chien-Wei Wu, Yi-Kuei Lin, Qian-Fan
Tu, Bayu Rezki Pratama
T2A4.pdf

A study for the quantitative evaluation of wor
Masahiro Shibuya, Kenichi Iida, Koki Mikami
T2A5.pdf

Realtime Control Strategies of Batch Processing Machines in Semiconductor Manufacturin
Myung Soo Cha, Pyung-Hoi Koo, Jungjin Joe
T2A6.pdf

Product Design and Development 2

Effect of Flour Type on Cavity Forming for Selective Vacuum Manufacturin
Kittiya Janokul, Natthavika Chansri, Pisut Koomsap, Saranrat Akkakarn
T2B1.pdf

Incorporating ISO 26262 Development Process in DFS
Min Koo Lee, Sung Hoon Hong, Dong Chun Kim, Hyuck Moo Kwon
T2B2.pdf

Corrective Action Selection Methodology in FMEA-Initial Survey and New Research Challenge
Hyeon Ae Jang, Agung Sutrisno, Hyuck Moo Kwon
T2B3.pdf

Natural Bioceramics Bone Graft: A Comparative Study of Calcite Hydroxyapatite, Gypsum Hydroxyapatit, Bovine Hydroxyapatite and Cuttlefish Shell Hydroxyapatit
Muhammad Kusumawan Herliansyah, Candra Muzafar, Alva Edy Tontowi
T2B4.pdf

Explore the Product Innovation Potential Based on TRIZ 40 Inventive Principles and Trends of Evolutio
Sheng-Yuan Hsu
T2B5.pdf

Development of Screen Making System for Rapid Customized T-shirt Printin
Thomas Ony Kurniawan, Pisut Koomsap
T2B6.pdf

Health Care Systems 2

Ontology-based Personalized Diet Plan Web Service Using HL7 Health Screening Dat
Chuan-Jun Su, Chia-Wen Chih, Yin-An Chen
T2C1.pdf

Analyzing medical errors in the emergency department—A case study of a Taiwan medical cente
Rachel Pang, Ray F. Lin, Kuang-Chau Tsai
T2C2.pdf

Development of hemostatic agent from local materia
Wassanai Wattanutchariya, Whattanapong Changkowchai
T2C3.pdf

An Efficient Dynamic Patient Scheduling Approach for the Operating Theatr
Erhan Kozan
T2C4.pdf

Improvement of Patient Throughput by Efficient Bed Contro
Makoto Nakano, Kohsuke Katoh, Satoshi Korin
T2C5.pdf

The Link between Efficiency and Medical Products Distribution Business Process corresponding to Inpatient service performance in Hospital Supply Chain Tuangyot Supeekit, Tuanjai Somboonwiwat, Duangpun Kritcharncha
Singkarin
T2C6.pdf

Scheduling and Sequencing 2

Study of Optimal Control Based Real-Time Scheduling Model on Single and Two Machine System
Fariz Muharram Hasby, Rachmawati Wangsaputra
T2D1.pdf

Algorithm for Single Stage Parallel Machines Scheduling Considering Variable Processing Tim
Anas Ma’ruf, Astri Yulianty, Luh Ariani Budiadnja
T2D2.pdf

Job-shop Scheduling Model Considering Variable Processing Tim
Astri Yulianty, Anas Ma’ruf
T2D3.pdf

Spatial Schedule for Slip System in Shipbuilding Compan
Hongbae Kim, Shiegheun Koh
T2D4.pdf

Scheduling with Multi-attribute Setup Times in Polyvinyl Chloride Leather Plan
Cheng Hsiung Lee, Ching Jong Liao, Tsui Ping Chung
T2D5.pdf

Clustering Ensembles to Failure Pattern Identification for Semiconductor Wafer Bin Ma
Chia-Yu Hsu and Tsu-An Chao
T2D6.pdf

Ergonomics 2

Removal and Interpolation of Optical Flows in Images Obtained from Flexible Cystoscopein Images Obtained from Flexible Cystoscope Keisuke Se, Munehiro Nakamura, Yusuke Kajiwara, Hidetaka Nambo
Haruhiko Kimura
T2E1.pdf

Development of speech training system based upon voice database Hiroshi Arai, Syuichi Seto, Kimikazu Sugimori, Yuko Shimomura, Hiroyuk
Kawabe
T2E2.pdf

Voice Recognition System for Hearing Impaired Student --- Error Correction by Principle of Majority Rule --
Hiroyuki Kawabe, Kimikazu Sugimori, Yuko Shimomura, Shuichi Seto
T2E3.pdf

Development of glass supporting visual field defec
Yuko Shimomura, Hiroyuki Kawabe, Kimikazu Sugimori, Hidetaka Nanbo, Syoji Yamada, Yasuaki Matsumoto, Kentaro Fukamizu
T2E4.pdf

Mathematical Modelling of Waist and Hip Circumference Anthropometr
Herianto, Ardiyanto, Agus Darmawan, Ratih Kusumadewi
T2E5.pdf

Stressing Force of the Two Prosthetic Finger Mechanism
Davit Witjaksono, Ilham Priadythama, Susy Susmartini
T2E6.pdf

Mathematical Models

Manufacturing Intelligence for Equipment Condition Monitoring in Semiconductor Manufacturin
Chen-Fu Chien, Hui-Chun Yu and Chia-Yu Hsu
T2F1.pdf

CCPM-MPL Representation for Monitoring Time Buffers in a Multiple-Output Syste
Nguyen Ngoc Thi Truc, Yoshinori Takei, Hiroyuki Goto, Hirotaka Takahashi
T2F2.pdf

Detection of Critical Points on an Interpolated Terrain Surface Using Digital Elevation Dat
Tatsuki Yoshizumi, Yoshiki Mikami, Hiroyuki Goto, Yoichi Shimakawa
T2F3.pdf

Efficient Contour Tracing and Calculation of the Area of a Closed Contou
Hiroyuki Goto, Yoichi Shimakawa, Tatsuki Yoshizumi
T2F4.pdf

Applying Dynamic Programming for Solving the Multimodal Transport Problem: A Case Study of Thai Multimodal Transport Operato
Apichit Manee-ngam, Wannalak Laotaweesub, Apinanthana Udomsakdigool, Kanokporn Sripathomswat
T2F5.pdf

Determining average control chart based on subgroups for lognormal proces
Yi Fang Chen, Shih Chou Kao
T2F6.pdf

E-Business/Information Technology

Information System for Regional Shopping Stree
Lin Zhong, Mitsuyoshi Horikawa, Mitsumasa Sugawara
T2G1.pdf

Usability analysis of children's iPad electronic picturebook
Pei-shiuan Tsai, Manlai You
T2G2.pdf

Relating News Sentiment to Google Trend
Youngdoo Son, Hyejin Park, Hyunwoong Ji, Myung Hwan Yun, Jaewook Lee
T2G3.pdf

Automatic generation of Augmented Reality enabled pedagogical system using Object-Oriented Analysis and Design in Process Modelin
Chuan-Jun Su, Po-Ting Liu, Ying-Cheng Lin
T2G4.pdf

Integration of Taguchi Method and Backpropagation Neural Networks for Function Approximation in Multi Response Surfac
Tendy Saktyaji, Rachmawati Wangsaputra
T2G5.pdf

A Simulation Model for a Consumer Electronic Supply Chain with Global Sourcing in the Presence of Continuous Risk
Bryan O. Gobaco and Harwin C. Chen
T2G6.pdf

Logistics and Supply Chain Management 3

Optimal Sales Strategies for Dual Sales Channel with Uncertainty of Customer’s Purchasing Preferenc
Kusukawa Etsuko, Tomita Masashi, Aso Takahiro
T3A1.pdf

A Threshold Accepting Algorithm for the Uncapacitated Single Allocaiton Hub Location Problem with Concave Functio
Hung-Jie Wang, Ching-Jung Ting
T3A2.pdf

Heuristic Approaches for Minimizing Reshuffle Operations at Container Yar
Kun-Chih Wu, Ching-Jung Ting
T3A3.pdf

Generalized Vehicle Routing Problem for Reverse Logistics Aiming at Low Carbon Transportatio
Yoshiaki Shimizu
T3A4.pdf

Estimating the space requirement under the segregation storage polic
Yeong Su Choi, Kap Hwan Kim
T3A5.pdf

Utilization of IT in Marketing 1

Development of Human Evacuation Simulator at Supermarke
Naohito Okuya, Hiroaki Murata, Munehiro Nakamura, Yusuke Kajiwara, Hidetaka Nambo, Haruhiko Kimura
T3B1.pdf

NIRS-based brain-computer interface for cursor control using brain activity in the prefrontal cortex Satoshi Sanno, Tadanobu Misawa, Tetsuya Shimokawa, Shigek
Hirobayashi
T3B2.pdf

A Study on Multiclass Classification by Two or More Cognitive Task
Kaori Goto, Tadanobu Misawa, Tetsuya Shimokawa, Shigeki Hirobayashi
T3B3.pdf

Prefrontal cortex activation during evaluation of product price: A NIRS stud
Yurie Mitsuda, Kaori Goto, Tadanobu Misawa, Tetsuya Shimokawa
T3B4.pdf

Measuring Financial Market Risk in a Time Span by Simulatio
Chunhui Xu, Yanli Huo, Akiya Inoue
T3B5.pdf

E-Business/Information Technology 1

Brand Selection and its Matrix Structure-Expansion to the Second Order Lag for the Model Involving Customer Satisfaction
Kazuhiro Takeyasu, Yuki Higuchi
T3C1.pdf

A Hybrid Method to Improve Forecasting Accurac
Marie Takeuchi, Yuki Higuchi, Kazuhiro Takeyasu
T3C2.pdf

Brand Selection and its Matrix Structure-Expansion to the Model Involving Customer Satisfaction
Yuki Higuchi, Kazuhiro Takeyasu
T3C3.pdf

Consumers’ Activities for Brand Selection and Their Matrices Structure In the Case of Jewelry /Accessory Purchasin
Kazuhiro Takeyasu, Chie Ishio, Yuki Higuchi, Ayaka Shinano
T3C4.pdf

A Hybrid Method to Improve Forecasting Accuracy Utilizing Genetic Algorith
Kosuke Inoue, Yuki Higuchi, Kazuhiro Takeyasu
T3C5.pdf

Scheduling and Sequencing 3

A Study on Generalized Mixed-Model Sequencing Metho
Shusaku Hiraki, Takaya Ichimura, Kazuyoshi Ishii
T3D1.pdf

Experimental Analysis of Antennas Selection for Wireless Localizatio
Yi-Luo Lin, Cheng-Yang Cheng, Chumpol Yuangyai
T3D2.pdf

Solving integrated process planning and scheduling problem with constraint programmin
Luping Zhang, T.N. Wong
T3D3.pdf

Gas-type Allocation and Job Scheduling for Ion Implanter
Muh-Cherng Wu, Chin-Chuan Ling, Chie-Wun Chiou
T3D4.pdf

Adopting Standby Servers in the Appointment Service System: A Simulation Approac
Minjeong Baek, Bokyoung Kang, YooS. Hong
T3D5.pdf

Ergonomics 3

A Study of Foot Anthropometry of Kindergarten Children in the South of Thailan
Surasit Rawangwong, Jaknarin Chatthong, Worapong Boonchouytan
T3E1.pdf

Development of a User Interface Suitable for a Handling Force Databas
Atsushi Sugama, Akihiko Seo
T3E2.pdf

A Study of Visual Realism on Web Pages by Neural Network and Its Extension of Derivativ
Lan-Ting Wang, Chang-Franw Lee, Kun-Chou Lee
T3E3.pdf

Ergonomics Concept Implementation in Manufacture of Tradisional Loom
(Case Study: Pandai Sikek Traditional Looms in West Sumatra) Nilda Tri Putri, IchwanIchsyan
T3E4.pdf

A Survey of Workplace Noise in Electric Power Plan
Suparoek Junsupasen, Nantakrit Yodpijit
T3E5.pdf

Knowledge and Information Management 1

An Ontological Approach to Measure Similarity between Different Product Information Model
Joo Chang Lee, Heejung Lee
T3F1.pdf

An Optimal Weighting Method by Using the Category Information in Text Classification based on Metric Learnin
Kenta Mukawa, Takashi Ishida, Masayuki Goto
T3F2.pdf

A Study of Document Classification based on Polya Mixture Distributio
Gendo Kumoi, Kenta Mikawa, Masayuki Goto, Shigeichi Hirasawa
T3F3.pdf

A Comparison of Knowledge Map and Keyword Search in Knowledge Retrieva
Jen-Ying Shih
T3F4.pdf

Application of Management Information System Planning in Concurrent Engineering for Wooden Furniture Industr
Sakkarin Choodoung, Uttapol Smutkupt
T3F5.pdf

ICUT 2012 Special Session 2

Efficient Branch and Bound Algorithms for Solving Time-dependent Stochasti
Shortest Path Problem Lixing Yang (Beijing Jiaotong University)
T3G1.pdf

A Stochastic Optimization Model for Timetabling in Subway System
Xiang Li (Beijing Jiaotong University)
T3G2.pdf

Uncertain assets pricin
Xiaowei Chen (Nankai University)
T3G3.pdf

Uncertain random proces
Kai Yao (Tsinghua University)
T3G4.pdf

Application of Management Information System Planning in Concurrent Engineering for Wooden Furniture Industr
Sakkarin Choodoung, Uttapol Smutkupt
T3G5.pdf

Logistics and Supply Chain Management 4

A Multiobjective Model for Locating Drop-off Points for Collecting Used Product
Ken-ichi Tanaka, Hirokazu Kobayashi, Kenji Yura
T4A1.pdf

A Heuristic Algorithm for Determining the Speed and Bunkering Port of a Ship Considering Greenhouse Gas Emission
Hwa Joong Kim, Jae Gon Kim
T4A2.pdf

Job Packing-based Vehicle Routing Planning System for Inbound Supply Chai
Kiyoul Lee, Mooyoung Jung
T4A3.pdf

Disturbances in the procurement process – case study in automotive industr
Paulina Golinska, Monika Kosacka
T4A4.pdf

Selection of transportation routes for exporting industrial products from the Northeast of Thailand to East Asia market
Sirawadee Arunyanart, Weerapat Sessomboon, Kazuho Yoshimoto
T4A5.pdf

Utilization of IT in Marketing 2

An Analysis on the Environmental Transformation of Global Marketin
Bin Fang
T4B1.pdf

Utilizing Financial Engineering for Corporate Fund Manager
Izumi Yamasaki
T4B2.pdf

Study of the process of linguistic transmission by multi-agent simulation Kazuo Nomura, Tadanobu Misawa, Tetsuya Shimokawa, Shigek
Hirobayashi
T4B3.pdf

Text Mining of English Textbooks in Finlan
Hiromi Ban, Takashi Oyabu
T4B4.pdf

Optimal Sales Strategy with Seasonal Demand under Product Life Cycle, Price-Dependent Demand and Discount Sale
Daiki Fujisono, Etsuko Kusukawa
T4B5.pdf

E-Business/Information Technology 2

A Hybrid Method to Improve Forecasting Accuracy -- An Introduction of a Day of the Week Inde
Kazuhiro Takeyasu, Keiko Nagata
T4C1.pdf

Analysis of Brand Selection in the Case of Necklace Purchasin
Kazuhiro Takeyasu, Chie Ishio, Yuki Higuchi, Momoko Yoshida
T4C2.pdf

Operational Capabilities of Offsore IT Development Vendor: Case study in an Indonesian IT compan
Rajesri Govindaraju, Kristianto Lukman
T4C3.pdf

Understanding Macau Consumers’ Preferences for Online Product Planning and Layout Tools on Apparel Web Site
Kin Meng Sam, Chris Chatwin
T4C4.pdf

A Proposal of Improved Naive Bayes Method for Collaborative Filtering by Introducing Clusterin
Takahiro Oi, Kenta Mikawa, Takashi Ishida, Masayuki Goto
T4C5.pdf

Lean Manufacturing/ Queuing Theory and Applications

Increasing Line Efficiency by using Time Study and Line Balancin
Johan Oscar Ong, Yosi Twentiarani
T4D1.pdf

Confirming Lean Transformation Outcomes by Using Simulatio
Mojtaba Shakeri Ravesh
T4D2.pdf

Model for Assembly Line Design Considering the Demand Fluctuation
T.M.A. Ari Samadhi, Totong
T4D3.pdf

Customer Waiting Time Improvement Using Taguchi Quality Loss Function And Learning Curve For Single Channel Single Server Queuing Syste
Cucuk Nur Rosyidi, Bitayani Widihastanti, Azizah Aisyati
T4D4.pdf

Forecasting Spot Price of Crude Oil using Three-Agent Mode
Minsu Cho, Sujin Pyo, Kiyoul Lee, Mooyoung Jung
T4D5.pdf

Ergonomics 4

Indonesian Workers Anthropometrics, An Overview of Past and Presen
Manik Mahachandra, Ari Widyanti
T4E1.pdf

A study on the effect of a difference between defect and background colors on detection rate in visual inspectio
Hidenori Koh, Ryosuke Nakajima, Keisuke Shida
T4E2.pdf

A study on the effect of head movement on defect detection in visual inspectio
Ryosuke Nakajima, Keisuke Shida
T4E3.pdf

Development of Evaluation Function for Estimating Upper-Limb Load during Visual Inspectio
Takuya Hida, Akihiko Seo
T4E4.pdf

The Perceived Quality of Experience (QoE) for Multimedia on the iPhon
Young-Hee Kim, Murat Copcu, Byung Nam Kim, Hong-In Cheng
T4E5.pdf

Knowledge and Information Management 2

A Study on Preliminary Implementation Reference Models of Knowledge Management Ming-Tzong Wang, Sophia S.C. Wang, Simon Wang, Szu-Chi Huang, Cin-M
Tjong, Min-Fang Wu, Shi-Hung Wu
T4F1.pdf

Developing a Plant System Prediction Model for Technology Transfe
Yasuo Yamane, Katsuhiko Takahashi, Kunihiro Hamada, Katsumi Morikawa, Senator Nur Bahagia, Lucia Diawati, Andi Cakravastia
T4F2.pdf

Development of Knowledge Management System for Architectural Coating Manufacturing Proces
Tzu-Hao Hung, Chen-Yang Cheng, Pu-Yuan Chang
T4F3.pdf

Simulation Metamodeling Using Sequential Bisectioning Interpolation Technique: Theory and Applicatio
Tzu-Hsiang Lin, Kuo-Hao Chang
T4F4.pdf

Process Construct in the Virtual R&D Teams Nader Ale Ebrahim, Shamsuddin Ahmed, Salwa Hanim Abdul Rashid, Zahar
Taha, Marjan Mohammadjafari
T4F5.pdf

Supply Chain Management 2

The Holistic Relationship between Supply Chain Integration and Governance Form
Feng Chin Chou, Hui Ling Huang, Yue Yang Chen
T5A1.pdf

Inventory Rationing with Multiple Demand Classes: The Case of Group Buyin
Zhiyuan Chen, Xiaoying Liang, Haifeng Wang, Houmin Yan
T5A2.pdf

A Framework of Managing Supply Chain Disruption Risks using Network Reliabilit
Shunichi Ohmori, Kazuho Yoshimoto
T5A3.pdf

Development of a Composite Revenue Sharing-Quantity Flexibility Contrac
Huynh Trung Luong, Pasuree Lumsakul
T5A4.pdf

Supply Chain Contract with Put and Call Option: The Case of Non-Linear Option Premium Pric
Chirakiat Saithong, Huynh Trung Luong
T5A5.pdf

Metaheuristics & Evolutionary Algorithms 2

A Modified Savings Heuristic for the Close-Open Mixed Vehicle Routing Proble
Tantikorn Pichpibul, Ruengsak Kawtummachai
T5B1.pdf

Multi-valued Document Classification based on Generalized Bradley-Terry Classifiers Utilizing Accuracy Informatio
Tairiku Ogihara, Kenta Mikawa, Gou Hosoya, Masayuki Goto
T5B2.pdf

A Comparison of ILS and VNS Heuristics for Multi-stages and Multi- objectives Location-routing Proble
Natthapong Nanthasamroeng, Rapeepan Pitakaso
T5B3.pdf

A Study on Commercial Facility Location Problem by Binary Particle Swarm Optimization - Evaluation using the Return On Investment
Hanyong Choi, Shunichi Ohmori, Kazuho Yoshimoto
T5B4.pdf

Particle swarm optimization for solving location routing proble
Liu Jie, Voratas Kachitvichyanukul
T5B5.pdf

E-Business/Information Technology 3

A Study of Recommender System based on Mixed and Constrained Latent Dirichlet Allocatio
Shunsuke Sakamoto, Yusuke Izawa, Kenta Mikawa, Masayuki Goto
T5C1.pdf

The Agent-Based Simulation Analysis of Collaborative Filtering Using Mixed Membership Stochastic Block Model
Yusuke Izawa, Kenta Mikawa, Masayuki Goto
T5C2.pdf

Ontology matching by using ConceptNe
Mehdi Keshavarz, Yong-Han Lee
T5C3.pdf

Hybrid Recommender System With Seasonalit
Guhya Eka Wijaya, Yong-Han Lee
T5C4.pdf

A Study of Recommender System to Improve Aggregate Diversity based on Latent Class Mode
Takeshi Suzuki, Kenta Mikawa, Masayuki Goto
T5C5.pdf

CIM /FMS / Engineering Economy

A Shift-tolerant Dissimilarity Measure for Surface Defect Detectio
I Yung Chiang, Hao Hsu, Wei Yao Chiu
T5D1.pdf

A Fuzzy Time-Driven Activity-Based Costing Model in an Uncertain Manufacturing Environment Annaruemon Phoonsiri Chansaad, Wanida Rattanamanee, Supapan Chaiprapat
Pisal Yenradee
T5D2.pdf

Application of Time Driven Activity Based Costing to an Industrial Service Provide
Dyah Santhi Dewi, Rita di Mascio, Erik J van Voorthuysen
T5D3.pdf

Development of Robust and Redesigning Cellular Manufacturing System Model Considering Routing Flexibility, Setup Cost, and Demand Change
Muhammad Shodiq Abdul Khannan, Anas Maruf
T5D4.pdf

Hotel Room Demand Forecasting via Observed Reservation Informatio
Naragain Phumchusri, Prachya Mongkolkul
T5D5.pdf

Inventory Modeling & Warehouse Management

Coordinated replenishment in multi-item inventory based on important shipping characteristic
Keisuke Nagasawa, Takashi Irohara, Yosuke Matoba, Shuling Liu
T5E1.pdf

A Mathematical and Numerical Analysis on Multi-Period Clearance Pricing Considering Reference Price Effec
Takeshi Koide, Hiroaki Sandoh
T5E2.pdf

A two-warehouse inventory model for deteriorating items with decreasing rental over tim
Jonas C.P. Yu, S. J. Cheng, Marivic Padilan, H.M. Wee
T5E3.pdf

Analysis of Unit-load Warehouses with Nontraditional Aisles and Multiple P&D Point
Otto Darío Gálvez, Ching-Jung Ting
T5E4.pdf

Analysis and optimization in an M/D/1 base stock system with demand requiring multiple product
Koichi Nakade, Hayato Okada
T5E5.pdf

Industrial Engineering Education

Risk Based Schedule Reliability in Construction Phases of EPC Projects in Power Industr
Shiva Mansoorzadeh, Sha’ri Mohd Yusof
T5F1.pdf

Ontology-based Mobile Augmented Reality for Personalized U-Campu
Chuan-Jun Su, Tzu-Ning Yeh, Yu-Ming Yang
T5F2.pdf

Evaluation of a Restful Web Services Driven Three Dimensional E-learning Platform with Mashup for Ubiquitous and Personalized Learnin
Chuan-Jun Su, Po-Ting Liu, Pei-Yu Liao
T5F3.pdf

A Study of Organizational Culture and Organizational Learning Type to Improve Innovation Process in Indonesian SME
Jahja Hamdani Widjaja, Christina Wirawan
T5F4.pdf

A Proposed Maintenance Performance Measures for Manufacturing Companie
Emelia Sari, Awaluddin Mohamed Shaharoun
T5F5.pdf