Title :
Teaching - Learning-based optimization approach for enhancing remanufacturability pre-evaluation system´s reliability
Author :
Wen-Jing Gao ; Bo Xing ; Marwala, Tshilidzi
Author_Institution :
Fac. of Eng. & the Built Environ. (FEBE), Univ. of Johannesburg, Johannesburg, South Africa
Abstract :
Remanufacturability pre-evaluation is an important step at used products consolidation stage. In order to provide a quick sorting speed and reliable evaluation with a long lifespan, radio frequency identification (RFID) system is often employed in practice. A major factor that influences RFID system´s reliability is the inaccuracy arising from missing data and reading errors, which are magnified to produce deleterious effects on reliability. A good yet simple solution is to add more redundant components (i.e., RFID readers) to smooth the RFID system´s reliability. In this paper, we first formulate our focal scenario as a reliability-redundancy allocation problem (RRAP). Then, one of the recently developed swarm intelligence approach called teaching - learning-based optimization (TLBO), which is based on the effect of the influence of a teacher on the output of learners in a class, is employed to address our focal problem. Simulation results suggest that the proposed TLBO is a viable optimization technique in dealing with the optimization of RFID system´s reliability.
Keywords :
optimisation; production engineering computing; radiofrequency identification; recycling; reliability; swarm intelligence; RFID readers; RFID system reliability; RRAP; TLBO; deleterious effects; optimization technique; radio frequency identification system; redundant components; reliability-redundancy allocation problem; remanufacturability pre-evaluation system reliability; sorting speed; swarm intelligence approach; teaching-learning-based optimization approach; used products consolidation stage; Algorithm design and analysis; Benchmark testing; Inspection; Optimization; Particle swarm optimization; Radiofrequency identification; Reliability; radio frequency identification (RFID); reliability-redundancy allocation problem (RRAP); remanufacturability evaluation; swarm intelligence (SI); teaching - learning-based optimization (TLBO);
Conference_Titel :
Swarm Intelligence (SIS), 2013 IEEE Symposium on
Conference_Location :
Singapore
DOI :
10.1109/SIS.2013.6615184