Abstract:
Radio-frequency identification (RFID) is an automatic identification system which has become a hot topic in the fields of manufacturing, logistics, and so on. The purpose...Show MoreMetadata
Abstract:
Radio-frequency identification (RFID) is an automatic identification system which has become a hot topic in the fields of manufacturing, logistics, and so on. The purpose of this research is to propose a methodology for designing the RFID network planning problem (RNP) for application in the Mackay Memorial Hospital in Hsinchu, Taiwan. In this study, the RFID network is first considered as a grid and divided into several small squares. A soft computing methodology called FKB-SSO is proposed to solve the RNP problem based on simplified swarm optimization (SSO) by integrating k-means, fuzzy adaptive resonance theory (fuzzy-ART), and binary search. The proposed FKB-SSO will provide the basis for strategic decisions in constructing the RFID network to reduce the number of RFID readers with a minimal budget under the constraint of 100% coverage rate. The proposed FKB-SSO is more efficient than PSO and experts' manual solution in both run time and solution quality.
Published in: 2012 IEEE Congress on Evolutionary Computation
Date of Conference: 10-15 June 2012
Date Added to IEEE Xplore: 02 August 2012
ISBN Information:
ISSN Information:
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- IEEE Keywords
- Index Terms
- Network Design ,
- Radio Frequency Identification ,
- Mackay Memorial Hospital ,
- Coverage Rate ,
- Small Square ,
- Planning Problem ,
- Binary Search ,
- Adaptive Theory ,
- Simple Optimization ,
- Automatic Identification System ,
- Field Of Manufacturing ,
- Radio Frequency Identification Reader ,
- Soft Computing ,
- Neural Network ,
- Food And Drug Administration ,
- Convergence Rate ,
- Evolutionary Algorithms ,
- Fitness Function ,
- Particle Swarm Optimization ,
- Nodes In Layer ,
- Radio Frequency Identification Tags ,
- Typical Readers ,
- Facility Layout ,
- Coverage Radius ,
- Swarm Intelligence ,
- Input Patterns ,
- Random Movement ,
- Population-based Optimization
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Network Design ,
- Radio Frequency Identification ,
- Mackay Memorial Hospital ,
- Coverage Rate ,
- Small Square ,
- Planning Problem ,
- Binary Search ,
- Adaptive Theory ,
- Simple Optimization ,
- Automatic Identification System ,
- Field Of Manufacturing ,
- Radio Frequency Identification Reader ,
- Soft Computing ,
- Neural Network ,
- Food And Drug Administration ,
- Convergence Rate ,
- Evolutionary Algorithms ,
- Fitness Function ,
- Particle Swarm Optimization ,
- Nodes In Layer ,
- Radio Frequency Identification Tags ,
- Typical Readers ,
- Facility Layout ,
- Coverage Radius ,
- Swarm Intelligence ,
- Input Patterns ,
- Random Movement ,
- Population-based Optimization
- Author Keywords