Assessing the Effect of Reliability-Based Maintenance Approach in Job Shop Scheduling with Setup Time and Energy Consideration Using Simulation; A Simulation Study

被引:7
作者
Gupta, Shrajal [1 ]
Jain, Ajai [1 ]
机构
[1] Natl Inst Technol Kurukshetra, Dept Mech Engn, Kurukshetra, Haryana, India
关键词
Scheduling; simulation; job shop; reliability-centered preventive maintenance; reliability-centered periodic preventive maintenance; sequence-dependent setup time; MULTIOBJECTIVE GENETIC ALGORITHM; PREVENTIVE MAINTENANCE; PREDICTIVE MAINTENANCE; OPTIMIZATION; SYSTEM; TARDINESS; MODEL;
D O I
10.1080/23080477.2021.1938502
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Maintenance in a stochastic job shop scheduling environment significantly impacts real-time scheduling problems with the environmental aspect. This simulation research assesses the effect of a reliability-based preventive maintenance approach to system performance for considering job shop scheduling problems with sequence-dependent setup time (SDST). Two types of reliability-based maintenance approaches are considered, i.e., reliability-centered preventive maintenance (RCPM) and a reliability-centered periodic preventive maintenance approach (RCPPM). The shop comprises 10 different machines and six job types. Six scheduling and two energy-oriented performance measures (Pm-s) are considered for evaluating the system's performance. Results reveal that lower levels of reliability, namely, 0.74, 0.78, and 0.82 recommended for mean flow time, makespan, average operation energy consumption, average idle energy consumption, and total setups Pm-s. A 0.74 level of reliability is recommended for mean tardiness and the number of tardy jobs Pm-s for the RCPM approach. RCPPM approach provides the best system Pm-s by mean flow time, makespan, mean tardiness, average operation energy consumption, average idle energy consumption, and the number of tardy jobs when maintenance time is 5% of operation time. In contrast, mean setup, and total setups Pm-s are independent of maintenance time. Both approaches get compared, and its statistical analysis shows that if maintenance time is 15% or more than 15% of the operation time, the RCPM method is recommended. If maintenance time is 10% or less than 10% of the operation time, maintenance planning is recommended using the RCPPM approach. Considering real-time scheduling work with the environmental aspect represents the novelty of the present study. [GRAPHICS]
引用
收藏
页码:283 / 304
页数:22
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