Instance-Based Learning Algorithms
Machine Learning
Evaluating text categorization
HLT '91 Proceedings of the workshop on Speech and Natural Language
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Applying case-based reasoning: techniques for enterprise systems
Applying case-based reasoning: techniques for enterprise systems
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
A decision-support system for business acquisitions
Decision Support Systems
RainForest - A Framework for Fast Decision Tree Construction of Large Datasets
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Learning to Adapt for Case-Based Design
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Techniques and Knowledge Used for Adaptation During Case-Based Problem Solving
IEA/AIE '98 Proceedings of the 11th International Conference on Industrial and Engineering Applications of Artificial In telligence and Expert Systems: Tasks and Methods in Applied Artificial Intelligence
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
A case-based reasoning system for PCB principal process parameter identification
Expert Systems with Applications: An International Journal
Efficiency measures of PCB manufacturing firms using relational two-stage data envelopment analysis
Expert Systems with Applications: An International Journal
A RFID-case-based sample management system for fashion product development
Engineering Applications of Artificial Intelligence
An efficient greedy K-means algorithm for global gene trajectory clustering
Expert Systems with Applications: An International Journal
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Expert Systems with Applications: An International Journal
Review: A review of data mining applications for quality improvement in manufacturing industry
Expert Systems with Applications: An International Journal
Using grey relation analysis and TOPSIS to measure PCB manufacturing firms efficiency in Taiwan
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
| Hi-index | 12.06 |
The manufacturing process for a new Printed Circuit Board (PCB) design is often instable and might generate a number of defects during the complicated production process. Defects reduce the yield rate and increase the production costs. Although skilled engineers can predict the possible defect items for a new PCB product, this approach requires strong engineering experience and is time consuming. To conquer this problem, this research applies case-based reasoning (CBR) methodology to develop a defect prediction system for new PCB products. In the CBR system, each case is represented using the design specifications, defect items and corresponding costs. A vantage-based case indexing mechanism is developed to accelerate the case retrieval efficiency. In addition, a reasoning algorithm that considers the defect cost is proposed to infer the defect items that are interesting to PCB manufacturers. The system performance is analyzed to show the efficiency and accuracy of the proposed system. A practical implementation using a case-base provided by a PCB manufacturer is demonstrated.