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2024 | OriginalPaper | Buchkapitel

A Hybrid Multi-objective Genetic Algorithm Combined with Dispatching Rule for Wafer Test Scheduling

verfasst von : Chun-An Chen, Hung-Kai Wang, Chia-Le Wu

Erschienen in: Proceedings of Industrial Engineering and Management

Verlag: Springer Nature Singapore

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Abstract

Wafer test, also known as wafer probe or wafer sort, is a critical process that ensures the quality of dies after the wafer has been fabricated. Wafer testing process involves multiple components, including tester, prober, load board (LB), and probe card (PC), and solving the wafer test scheduling problem (WTSP) can be challenging due to its complexity. Traditional algorithms often struggle with large-scale problems in this domain. To address this issue, this paper aims to propose a hybrid multi-objective generic algorithm combined with a dispatching rule to solve WTSP. In this paper we compared our algorithm with dispatching rules and non-dominated sorting genetic algorithm (NSGAII) combined with variable neighborhood descent algorithm (VND) in terms of minimizing tardy jobs and reducing the changeover of PC and LB. The results demonstrate that our algorithm is capable of effectively solving large-scale scheduling problems.

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Literatur
1.
Zurück zum Zitat Uzsoy R, Lee C-Y, Martin-Vega LA (1992) A review of production planning and scheduling models in the semiconductor industry part I: system characteristics, performance evaluation and production planning. IIE Trans 24(4):47–60CrossRef Uzsoy R, Lee C-Y, Martin-Vega LA (1992) A review of production planning and scheduling models in the semiconductor industry part I: system characteristics, performance evaluation and production planning. IIE Trans 24(4):47–60CrossRef
2.
Zurück zum Zitat Pearn W, Chung S, Yang MH (2002) A case study on the wafer probing scheduling problem. Product Plann Control 13(1):66–75CrossRef Pearn W, Chung S, Yang MH (2002) A case study on the wafer probing scheduling problem. Product Plann Control 13(1):66–75CrossRef
3.
Zurück zum Zitat Doleschal D, Lange J, Weigert G, Klemmt A (2012) Improving flow line scheduling by upstream mixed integer resource allocation in a wafer test facility. In: Proceedings of the 2012 winter simulation conference (WSC), IEEE, pp 1–12 Doleschal D, Lange J, Weigert G, Klemmt A (2012) Improving flow line scheduling by upstream mixed integer resource allocation in a wafer test facility. In: Proceedings of the 2012 winter simulation conference (WSC), IEEE, pp 1–12
4.
Zurück zum Zitat Yoon HJ, Chae J (2019) Simulation study for semiconductor manufacturing system: dispatching policies for a wafer test facility. Sustainability 11(4):1119CrossRef Yoon HJ, Chae J (2019) Simulation study for semiconductor manufacturing system: dispatching policies for a wafer test facility. Sustainability 11(4):1119CrossRef
5.
Zurück zum Zitat Hu W, Liu M, Dong M, Liu T, Zhang Y, Cheng G (2023) A greedy-based crow search algorithm for semiconductor final testing scheduling problem. Comput Ind Eng 183:109423CrossRef Hu W, Liu M, Dong M, Liu T, Zhang Y, Cheng G (2023) A greedy-based crow search algorithm for semiconductor final testing scheduling problem. Comput Ind Eng 183:109423CrossRef
6.
Zurück zum Zitat Ying K-C, Lin S-W (2014) Efficient wafer sorting scheduling using a hybrid artificial immune system. J Operat Res Soc 65(2):169–179CrossRef Ying K-C, Lin S-W (2014) Efficient wafer sorting scheduling using a hybrid artificial immune system. J Operat Res Soc 65(2):169–179CrossRef
7.
Zurück zum Zitat Chang CC, Li FC (2013) Solving the wafer probing scheduling problem using water flow-like algorithm. In: 2013 IEEE 6th international workshop on computational intelligence and applications (IWCIA), IEEE, 161–165 Chang CC, Li FC (2013) Solving the wafer probing scheduling problem using water flow-like algorithm. In: 2013 IEEE 6th international workshop on computational intelligence and applications (IWCIA), IEEE, 161–165
8.
Zurück zum Zitat Lin J, Li Y-Y, Song H-B (2022) Semiconductor final testing scheduling using q-learning based hyper-heuristic. Expert Syst Appl 187:115978CrossRef Lin J, Li Y-Y, Song H-B (2022) Semiconductor final testing scheduling using q-learning based hyper-heuristic. Expert Syst Appl 187:115978CrossRef
9.
Zurück zum Zitat Bang J-Y, Kim Y-D (2011) Scheduling algorithms for a semiconductor probing facility. Comput Oper Res 38(3):666–673MathSciNetCrossRef Bang J-Y, Kim Y-D (2011) Scheduling algorithms for a semiconductor probing facility. Comput Oper Res 38(3):666–673MathSciNetCrossRef
Metadaten
Titel
A Hybrid Multi-objective Genetic Algorithm Combined with Dispatching Rule for Wafer Test Scheduling
verfasst von
Chun-An Chen
Hung-Kai Wang
Chia-Le Wu
Copyright-Jahr
2024
Verlag
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-97-0194-0_10

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