Design-Expert 實驗設計家 22
實驗設計配方軟體; 產品製程改善必備軟體!!!
Software for Design of Experiments
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Features
Design Your Experiment
Design-Expert provides powerful tools to lay out an ideal experiment on your process, mixture or combination of factors and components. When in doubt, build it stout via in-line power calculations and the ability to add blocks and center points. Design-Expert’s design wizards and intuitive layouts such as the stoplight configuration for two-level factorials make it all far easier than you’d even imagine. Check it out!
Analyze Your Data
Design-Expert makes it easy to see what, if anything, emerges as statistically significant and how to model the results most precisely. It provides the confidence you need to present and, perhaps, publish your findings. Don’t take our word for it, test it out with one or more of the data sets that come with the software.
Visualize Your Results
Design-Expert offers a wide selection of graphs that help you identify standout effects and visualize your results. Its outputs create a strong impression when you communicate your findings to supervisors and peers. Download the free trial today, skim through the response surface tutorial provided under ‘Help’, and see for yourself.
Latest Release: Version 13!
The release of Design-Expert version 13 includes many new additions to its design, analysis, and visualization components. All done while keeping our intuitive and easy-to-use interface intact.
Overview
Design of Experiments (DOE) Made Easy
Make breakthrough improvements to your product and process with Design-Expert software. Screen for vital factors and components, characterize interactions and, ultimately, achieve optimal process settings and product recipes. Set flags and explore contours on interactive 2D graphs; then visualize the response surface from all angles with rotatable 3D plots. Finally, maximize desirability for all your responses simultaneously and overlay them to see the “sweet spot” meeting all specifications. Design-Expert makes it incredibly easy to apply powerful multifactor testing tools. Give it a try to see what it can do for accelerating your research and making it a huge success.
SnapShot
2水準因子設計
Box-Cox 轉換診斷
Cook's Distance VS 實驗順序
個別點之影響
如圖所示 Run 1,6是有影響的
Cube立方圖分析
DFBETAS VS 實驗順序
DFFITS VS 實驗順序
個別點之影響
如圖所示 Run 1,6是有影響的+
Pertubation
Pertubation分析
R-Square
Studentized 殘差
事先評估
事先評估
交互作用
半-常態效應機率圖
單因子 診斷
B-Tire 為負相關
單因子含信賴區間
因子 三維長條圖
因子交互作用分析
因子交互作用圖
因子交互作用圖
因子係數
因子選項
可為 模型 集區 誤差 誤略
因子選項
可為 模型 集區 誤差 誤略
巣型設計
常態效應機率圖
找出最佳化之表列排序
效應柏拉圖
效應表
E有52.67%
G有33.68%
最佳化
本例為找出最大值
最佳化
最佳化 以Ramp表現
最佳化 以長條圖表現
最佳化選項
標準誤 反應曲面 等高線 立體圖
標準誤 混合設計 三角等高線
標準誤 混合設計 三角等高線 立體圖
殘差 VS. 因子
殘差 常態分配機率表
很均勻 OK
殘差與實驗順序
呈現隨機狀OK
殘差與預測值
混合設計 三角等高線
混合設計 三角等高線
混合設計 三角等高線
混合設計 三角等高線 立體圖
混合設計 三角等高線 立體圖
混合設計 三角等高線 立體圖
等高線圖
裂區設計
設計流程
診斷表
如圖所示 Run 1,6是有影響的
變異數分析表
結論 模型顯著
因子也都顯著
資料整理
資料轉換
資料轉換 (log)
資料轉換 (log)
資料轉換 (Logit)
資料轉換 (sin)
資料轉換 (倒數)
資料轉換 (幕方)
資料轉換 (開平方)
資料轉換 (開平方後倒數)
選取B,G,E為重要因子
因為貢獻最顯著
預測與真實
Leverage 統計量 VS 實驗順序
01
Design-Expert LOGO
Design-Expert LOGO
Design-Expert光碟,Design-Expert代理證明
DOE Simplified
DX11
Workshops offered in Design of Experiments
三維旋轉圖
標準誤 曲面圖及等高線圖
標準誤 曲面圖及等高線圖
標準誤 等高線圖
---
Chung Yuan Christian University Department of Chemical Engineerring
Chung Yuan Christian University Department of Architecture
Chung Yuan Christian University Department of Bioscience Technology
KINIK COMPANY
Academia Sinica Institute of Molecular Biology
Academia Sinica Genomics Research Center
Academia Sinica Institute of Biological Chemistry
Chung Shan Medical University School of Health Policy and Management
Chung Chou University of Science and Technology Department of Mechanical & Automation Engineering
STANDARD FOOD R & D Department
Hsiuping University of Science and Technology Department of Mechanical Engineering
Chien Hsin University of Science and Technology Department of Marketing and Logistics Management
CHARSIRE Biotechnology Corp R & D Department
Yuanpei University of Medical Technology Department of Business Administration
Yuan Ze University Department of Chemical Engineering and Materials Science
Architecture and Building Research Institute, Ministry of the Interior
SoftHome International, Inc.
Optimax Technology Corporation Department of Technology
Southern Taiwan University of Sience and Technology Department of Bioscience Technology
Nan Kai University of Technology Department of Electrical and Information Technology
Tainan University of Technology Department of Food & Beverage Services
FORMOSA PLASMA DISPLAY COPRORATION Panel Design Department
TSRC Corporation R&D Division
TSRC Corporation Application Center
Refining & Manufacturing Research Institute, CPC Corporation,Taiwan Environmental Resource Department.
STATS ChipPAC Taiwan Co., Ltd. R & D Center
Taiwan Semiconductor Manufacturing Company, Ltd. Backend Technology and Service Division
Delta Electronics,Inc.
Joben Bio-Medical co., Ltd.
InnoPharmax Inc. President Office
National Chung-Shan Institute of Science & Technology
National Chung-Shan Institute of Science & Technology
National Chung-Shan Institute of Science & Technology Institute of Chemistry
National Atomic Research Institute Engineering Group
National Synchrotron Radiation Research Center,NSRRC Group Leader (Acccelerator Operation Group)
Yageo Corporation Taiwan Ltd.
National Central University Graduate Institute of Environmental Engineering
National Sun Yat-sen University Department of Electro-Optical Engineering
National Sun Yat-sen University Institute of Medical Science and Technology
National Chung Hsing University Department of Chemical Engineerring
National Chung Hsing University Department of Soil and Environmental Sciences
National Chung Hsing University Department of marketing
National Chin-Yi University of Technology Department of Chemical and Materials Engineering
National Chin-Yi University of Technology Department of Industrial Engineering & Management
National Chin-Yi University of Technology Department of Mechanical Engineering
National Chin-Yi University of Technology Department of Electrical Engineering
National Chiayi University Guidance and Counseling Department
National Chiayi University Department of Wood Based Materials and Design
National Chiayi University Department of Food Science
National Ilan University Department of Mechanical and Mechatronic Engineering
National Pingtung University of Science and Technology Department of Plant Industry
National Pingtung University of Science and Technology Institute of Food Safety Management
National Pingtung University of Science and Technology Department of Food Science
National Cheng Kung University Department of Industrial and Information Management
National Cheng Kung University Department of Industrial Design
National Cheng Kung University Department of Materials Science and Engineering
National Cheng Kung University Department of Nursing
National Chengchi University Department of Education
National Dong-Hwa University
National Dong-Hwa University Department of Finance
National Tsing Hua University Industrial Engineering and Engineering Management Department
National Tsing Hua University Institute of Statistics
National Penghu University Department of Food Science
National United University Department of Mechanical Engineering
National United University Dpt.of Safety Health & Environmental Engineering
National United University Department of Energy Engineering
National Taichung University of Science and Technology Department of Distribution Management
NATIONAL TAIPEI UNIVERSITY Department of Statistics
National Taipei University of Technology Institute of Organic and Polymeric Materials
National Taipei University of Technology Department of Chemical Engineering and Biotechnology
National Taipei University of Technology Department of Industrial Engineering & Management
National Taipei University of Technology Department of Materials and Mineral Resources Engineering
National Taipei University of Technology Dept. of Energy and Refrigerating Air Conditioning Engineering
National Taitung University Department of Applied Science
National Taiwan University Department of International Business
National Taiwan University Department of Industrial Engineering
National Taiwan University Center for Teacher Education
National Taiwan University Graduate Institute of Environmental Engineering
National Taiwan University Department of Biochemical Science and Technology
National Taiwan University Department of Bioenvironmental Systems Engineering
National Taiwan University Department of Animal Science and Technology
National Taiwan University, College of Public Health
National Taiwan Normal University Department of Mechatronics Engineering
National Taiwan Ocean University Department of Aquaculture
National Taiwan Ocean University Department of Systems Engineering and Naval Architecture
National Taiwan Ocean University Department of Shipping and Transportation Management
National Taiwan Ocean University Department of Food Science
National Taiwan University of Science and Technology Department of Mechanical Engineering
National Formosa University Department of Business Administration
National Formosa University Department of Power Mechanical Engineering
National Formosa University Department of Industrial Management
National Formosa University Department of Mechanical and Mechatronic Engineering
National Yang Ming Chiao Tung University (Guangfu Campus) Department of Industrial Engineering & Management
National Yang Ming Chiao Tung University (Taipei Campus) Department of Transportation & Logistics Management
National Yunlin University of Science & Technology Department of Chemical and Meterials Engineering
National Yunlin University of Science & Technology Department of Industrial Engineering & Management
National Yunlin University of Science & Technology Graduate School of Technological and Vocational Educatio
National Kaohsiung Normal University Department of Mathematics
National Kaohsiung Normal University
National Kaohsiung University of Science and Technology Department of Chemical and Meterials Engineering
National Kaohsiung University of Science and Technology Department of Moid and Die Engineering
National Kaohsiung University of Science and Technology Department of Seafood Science
National Kaohsiung University of Science and Technology DEPARTMENT OF INFORMATION MANAGEMENT
National Defense University Department of Power Vehicle and Systems Engineering
National Defense University Department of Mechatronic, Energy and Aerospace Engineering
Management College, National Defense University Graduate School of Resource Management and Decision Science
Tajen University Department of Pharmacy
TaTung University Department of Industrial Design
TaTung University Department of Information Management
Minth University of Science and Technology Department of Applied Life Science
Malico Inc.
Chitec Technology Co., Ltd.
HungKuo Delin University of Technology Department of Mechanical Engineering
Speed Tech CORP. New Technology Research Center
AQUAVAN TECHNOLOGY CO.,LTD. Administration Department
Kung Shan University Department of Business Administration
Kung Shan University Dept. Polymer Materials
Industrial Technology Research Institute Materials and Chemical Engineering
Industrial Technology Research Institute Mechanical Industry Research Laboratories
Industrial Technology Research Institute Biomedical Engineering Center
Industrial Technology Research Institute Green Energy & Environment Research Laboratories
Industrial Technology Research Institute Center for Measurement Standards
Industrial Technology Research Institute ELECTRONIC & OPTOELECTRONIC SYSTEM RESEARCH LABORATORIES
Industrial Technology Research Institute Materials and Chemical Engineering
Industrial Technology Research Institute Biomedical Engineering Center
Industrial Technology Research Institute Green Energy & Environment Research Laboratories
MingChi University of Technology Department of Chemical Engineerring
MingChi University of Technology Department of Industrial Engineering & Management
MingChi University of Technology Dpt.of Safety Health & Environmental Engineering
Minghsin University of Science & Technology Department of Industrial Engineering & Management
DOOIT TECHNOLOGY CO., LTD R & D Department
ORGCHEM TECHNOLOGIES, INC. Procurement Department
ChaoYang University of Technology Department of Industrial Engineering & Management
TungHai University Industrial Engineering & Enterprise Information
TungHai University Animal Science and Biotechnology
Linyuan Advanced Materials Technology Co., Ltd.. R & D Department
Shu-Te University Department of Distrbution Management
Cheng Shiu University Department of Industrial Engineering
Cheng Shiu University Department of Electrical Engineering
JENN FENG NEW ENERGY CO., LTD.
Mycenax Biotech Inc
YUEN FOONG YU CONSUMER PRODUCT CO., LTD. R & D Center
Tamkang University Department of Chemical and Meterials Engineering
Tamkang University Department of Civil Engineering
Tamkang University Department of Statistics
HannStar Display Corporation Adranced Array Department
THRUTEK APPLID MATERIALS CO.,LTD
Lotus Pharmaceutical co., ltd.
Lotus Pharmaceutical co., ltd. Pharmaceutical Development
I-SHOU UNIVERSITY Department of Business Administration
I-SHOU UNIVERSITY Department of Chemical Engineerring
Lien Hwa Industrial Corporation R & D Department
Lien Hwa Milling Corporation R & D Department
E-One Moli Energy Corp. Advanced Technology Department
E-One Moli Energy Corp. Material Dept
Taipei City University of Science and Technology Department of Mechanical Engineering
Taipei Medical University Department of Dental Technology
Taipei Medical University Institute of Biomedical Materials and Tissue Engineering
Taipei Medical University Department of Pharmacy
Walsin Lihwa Corporation Product Engineering Department
Hua Fan University Industrial Engineering & Enterprise Information
Hua Fan University Department of Mechatronics Engineering
LINGSEN PRECISION INDUSTRIES, LTD Research & Development Dept.
VanNung University Department of Business Administration
VanNung University Department of Industrial Management
Lan Yang Institute of Technology Technology Automation Engineering
Institute of Occupational Safety and Health
Taiwan Seed Improvement and Propagation Station, Council of Agriculture, Executive Yuan
Livestock Research Institute, Council of Agriculture, Executive Yuan
Precision Machinery Research & Development Center
Metal Indutries Research & Development Center Natural Products innovation Laboratories
Food Industry Research and Development Institute
Food Industry Research and Development Institute Product and Process Research Center
Food Industry Research and Development Institute Food material
Fu Jen Catholic University Department of Business Administration
Fooyin University Department of Applied Chemistry and Material Science
Floriculture Research Center, TARI, COA
Taiwan Agricultural Research Institute, Ministry of Agriculture
Taiwan Agricultural Research Institute, Ministry of Agriculture Department of Agricultural Chemistry
Taiwan Agricultural Research Institute, Ministry of Agriculture Agricultural Engineering Division
Feng Chia University Department of Environmental Engineering & Science
Feng Chia University Department of Statistics
Chang Gung University Department of Chemical and Materials Engineering
Chang Gung University Department of Business Administration
LC Future Center Limited Taiwan Branch Mechanical Technology Dept.
KAO YUAN UNIVERSITY Department of Mechanical & Automation Engineering
Kaohsiung Medical University Department of Pharmacy
Kaohsiung Medical University Department of Healthcare Information and Management
Lunghwa University of Science and Technology Department of Chemical and Materials Engineering
Lunghwa University of Science and Technology Department of Industrial Management
Lunghwa University of Science and Technology Graduate School of Engineering
Chung Yuan Christian University Department of Architecture
Chung Yuan Christian University Department of Bioscience Technology
KINIK COMPANY
Academia Sinica Institute of Molecular Biology
Academia Sinica Genomics Research Center
Academia Sinica Institute of Biological Chemistry
Chung Shan Medical University School of Health Policy and Management
Chung Chou University of Science and Technology Department of Mechanical & Automation Engineering
STANDARD FOOD R & D Department
Hsiuping University of Science and Technology Department of Mechanical Engineering
Chien Hsin University of Science and Technology Department of Marketing and Logistics Management
CHARSIRE Biotechnology Corp R & D Department
Yuanpei University of Medical Technology Department of Business Administration
Yuan Ze University Department of Chemical Engineering and Materials Science
Architecture and Building Research Institute, Ministry of the Interior
SoftHome International, Inc.
Optimax Technology Corporation Department of Technology
Southern Taiwan University of Sience and Technology Department of Bioscience Technology
Nan Kai University of Technology Department of Electrical and Information Technology
Tainan University of Technology Department of Food & Beverage Services
FORMOSA PLASMA DISPLAY COPRORATION Panel Design Department
TSRC Corporation R&D Division
TSRC Corporation Application Center
Refining & Manufacturing Research Institute, CPC Corporation,Taiwan Environmental Resource Department.
STATS ChipPAC Taiwan Co., Ltd. R & D Center
Taiwan Semiconductor Manufacturing Company, Ltd. Backend Technology and Service Division
Delta Electronics,Inc.
Joben Bio-Medical co., Ltd.
InnoPharmax Inc. President Office
National Chung-Shan Institute of Science & Technology
National Chung-Shan Institute of Science & Technology
National Chung-Shan Institute of Science & Technology Institute of Chemistry
National Atomic Research Institute Engineering Group
National Synchrotron Radiation Research Center,NSRRC Group Leader (Acccelerator Operation Group)
Yageo Corporation Taiwan Ltd.
National Central University Graduate Institute of Environmental Engineering
National Sun Yat-sen University Department of Electro-Optical Engineering
National Sun Yat-sen University Institute of Medical Science and Technology
National Chung Hsing University Department of Chemical Engineerring
National Chung Hsing University Department of Soil and Environmental Sciences
National Chung Hsing University Department of marketing
National Chin-Yi University of Technology Department of Chemical and Materials Engineering
National Chin-Yi University of Technology Department of Industrial Engineering & Management
National Chin-Yi University of Technology Department of Mechanical Engineering
National Chin-Yi University of Technology Department of Electrical Engineering
National Chiayi University Guidance and Counseling Department
National Chiayi University Department of Wood Based Materials and Design
National Chiayi University Department of Food Science
National Ilan University Department of Mechanical and Mechatronic Engineering
National Pingtung University of Science and Technology Department of Plant Industry
National Pingtung University of Science and Technology Institute of Food Safety Management
National Pingtung University of Science and Technology Department of Food Science
National Cheng Kung University Department of Industrial and Information Management
National Cheng Kung University Department of Industrial Design
National Cheng Kung University Department of Materials Science and Engineering
National Cheng Kung University Department of Nursing
National Chengchi University Department of Education
National Dong-Hwa University
National Dong-Hwa University Department of Finance
National Tsing Hua University Industrial Engineering and Engineering Management Department
National Tsing Hua University Institute of Statistics
National Penghu University Department of Food Science
National United University Department of Mechanical Engineering
National United University Dpt.of Safety Health & Environmental Engineering
National United University Department of Energy Engineering
National Taichung University of Science and Technology Department of Distribution Management
NATIONAL TAIPEI UNIVERSITY Department of Statistics
National Taipei University of Technology Institute of Organic and Polymeric Materials
National Taipei University of Technology Department of Chemical Engineering and Biotechnology
National Taipei University of Technology Department of Industrial Engineering & Management
National Taipei University of Technology Department of Materials and Mineral Resources Engineering
National Taipei University of Technology Dept. of Energy and Refrigerating Air Conditioning Engineering
National Taitung University Department of Applied Science
National Taiwan University Department of International Business
National Taiwan University Department of Industrial Engineering
National Taiwan University Center for Teacher Education
National Taiwan University Graduate Institute of Environmental Engineering
National Taiwan University Department of Biochemical Science and Technology
National Taiwan University Department of Bioenvironmental Systems Engineering
National Taiwan University Department of Animal Science and Technology
National Taiwan University, College of Public Health
National Taiwan Normal University Department of Mechatronics Engineering
National Taiwan Ocean University Department of Aquaculture
National Taiwan Ocean University Department of Systems Engineering and Naval Architecture
National Taiwan Ocean University Department of Shipping and Transportation Management
National Taiwan Ocean University Department of Food Science
National Taiwan University of Science and Technology Department of Mechanical Engineering
National Formosa University Department of Business Administration
National Formosa University Department of Power Mechanical Engineering
National Formosa University Department of Industrial Management
National Formosa University Department of Mechanical and Mechatronic Engineering
National Yang Ming Chiao Tung University (Guangfu Campus) Department of Industrial Engineering & Management
National Yang Ming Chiao Tung University (Taipei Campus) Department of Transportation & Logistics Management
National Yunlin University of Science & Technology Department of Chemical and Meterials Engineering
National Yunlin University of Science & Technology Department of Industrial Engineering & Management
National Yunlin University of Science & Technology Graduate School of Technological and Vocational Educatio
National Kaohsiung Normal University Department of Mathematics
National Kaohsiung Normal University
National Kaohsiung University of Science and Technology Department of Chemical and Meterials Engineering
National Kaohsiung University of Science and Technology Department of Moid and Die Engineering
National Kaohsiung University of Science and Technology Department of Seafood Science
National Kaohsiung University of Science and Technology DEPARTMENT OF INFORMATION MANAGEMENT
National Defense University Department of Power Vehicle and Systems Engineering
National Defense University Department of Mechatronic, Energy and Aerospace Engineering
Management College, National Defense University Graduate School of Resource Management and Decision Science
Tajen University Department of Pharmacy
TaTung University Department of Industrial Design
TaTung University Department of Information Management
Minth University of Science and Technology Department of Applied Life Science
Malico Inc.
Chitec Technology Co., Ltd.
HungKuo Delin University of Technology Department of Mechanical Engineering
Speed Tech CORP. New Technology Research Center
AQUAVAN TECHNOLOGY CO.,LTD. Administration Department
Kung Shan University Department of Business Administration
Kung Shan University Dept. Polymer Materials
Industrial Technology Research Institute Materials and Chemical Engineering
Industrial Technology Research Institute Mechanical Industry Research Laboratories
Industrial Technology Research Institute Biomedical Engineering Center
Industrial Technology Research Institute Green Energy & Environment Research Laboratories
Industrial Technology Research Institute Center for Measurement Standards
Industrial Technology Research Institute ELECTRONIC & OPTOELECTRONIC SYSTEM RESEARCH LABORATORIES
Industrial Technology Research Institute Materials and Chemical Engineering
Industrial Technology Research Institute Biomedical Engineering Center
Industrial Technology Research Institute Green Energy & Environment Research Laboratories
MingChi University of Technology Department of Chemical Engineerring
MingChi University of Technology Department of Industrial Engineering & Management
MingChi University of Technology Dpt.of Safety Health & Environmental Engineering
Minghsin University of Science & Technology Department of Industrial Engineering & Management
DOOIT TECHNOLOGY CO., LTD R & D Department
ORGCHEM TECHNOLOGIES, INC. Procurement Department
ChaoYang University of Technology Department of Industrial Engineering & Management
TungHai University Industrial Engineering & Enterprise Information
TungHai University Animal Science and Biotechnology
Linyuan Advanced Materials Technology Co., Ltd.. R & D Department
Shu-Te University Department of Distrbution Management
Cheng Shiu University Department of Industrial Engineering
Cheng Shiu University Department of Electrical Engineering
JENN FENG NEW ENERGY CO., LTD.
Mycenax Biotech Inc
YUEN FOONG YU CONSUMER PRODUCT CO., LTD. R & D Center
Tamkang University Department of Chemical and Meterials Engineering
Tamkang University Department of Civil Engineering
Tamkang University Department of Statistics
HannStar Display Corporation Adranced Array Department
THRUTEK APPLID MATERIALS CO.,LTD
Lotus Pharmaceutical co., ltd.
Lotus Pharmaceutical co., ltd. Pharmaceutical Development
I-SHOU UNIVERSITY Department of Business Administration
I-SHOU UNIVERSITY Department of Chemical Engineerring
Lien Hwa Industrial Corporation R & D Department
Lien Hwa Milling Corporation R & D Department
E-One Moli Energy Corp. Advanced Technology Department
E-One Moli Energy Corp. Material Dept
Taipei City University of Science and Technology Department of Mechanical Engineering
Taipei Medical University Department of Dental Technology
Taipei Medical University Institute of Biomedical Materials and Tissue Engineering
Taipei Medical University Department of Pharmacy
Walsin Lihwa Corporation Product Engineering Department
Hua Fan University Industrial Engineering & Enterprise Information
Hua Fan University Department of Mechatronics Engineering
LINGSEN PRECISION INDUSTRIES, LTD Research & Development Dept.
VanNung University Department of Business Administration
VanNung University Department of Industrial Management
Lan Yang Institute of Technology Technology Automation Engineering
Institute of Occupational Safety and Health
Taiwan Seed Improvement and Propagation Station, Council of Agriculture, Executive Yuan
Livestock Research Institute, Council of Agriculture, Executive Yuan
Precision Machinery Research & Development Center
Metal Indutries Research & Development Center Natural Products innovation Laboratories
Food Industry Research and Development Institute
Food Industry Research and Development Institute Product and Process Research Center
Food Industry Research and Development Institute Food material
Fu Jen Catholic University Department of Business Administration
Fooyin University Department of Applied Chemistry and Material Science
Floriculture Research Center, TARI, COA
Taiwan Agricultural Research Institute, Ministry of Agriculture
Taiwan Agricultural Research Institute, Ministry of Agriculture Department of Agricultural Chemistry
Taiwan Agricultural Research Institute, Ministry of Agriculture Agricultural Engineering Division
Feng Chia University Department of Environmental Engineering & Science
Feng Chia University Department of Statistics
Chang Gung University Department of Chemical and Materials Engineering
Chang Gung University Department of Business Administration
LC Future Center Limited Taiwan Branch Mechanical Technology Dept.
KAO YUAN UNIVERSITY Department of Mechanical & Automation Engineering
Kaohsiung Medical University Department of Pharmacy
Kaohsiung Medical University Department of Healthcare Information and Management
Lunghwa University of Science and Technology Department of Chemical and Materials Engineering
Lunghwa University of Science and Technology Department of Industrial Management
Lunghwa University of Science and Technology Graduate School of Engineering
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