TY - JOUR
T1 - Energy-efficient on/off control in serial production lines with Bernoulli machines
AU - Wang, Xiaohan
AU - Dai, Yaping
AU - Jia, Zhiyang
N1 - Publisher Copyright:
© The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022.
PY - 2024/3
Y1 - 2024/3
N2 - Achieving energy-efficient production has always been a critical issue for the manufacturing industry. In many production systems, the waste of energy mainly results from unbalanced machine efficiency, which brings about a considerable amount of idle time. One of the most important approaches to addressing this problem is to adopt an On/Off control policy on those underutilized machines. In this paper, serial production lines with multiple unreliable machines and finite buffers are considered. All machines are assumed to obey the Bernoulli reliability model, which is commonly used when the machine downtime is relatively short and comparable to the production cycle time (e.g., engine assembly). Besides, considering that in industrial practice, machines usually have to go through a preparation phase during mode switching, a non-negligible warm-up (cool-down) period is taken into account. An On/Off control policy is calculated for lines with two or three machines based on a Markov decision process (MDP) model, then the results are extended to multi-machine lines using a decomposition procedure. Numerical experiments show that the proposed policy achieves better system performance compared to the threshold policy that is commonly used in energy-efficient On/Off control.
AB - Achieving energy-efficient production has always been a critical issue for the manufacturing industry. In many production systems, the waste of energy mainly results from unbalanced machine efficiency, which brings about a considerable amount of idle time. One of the most important approaches to addressing this problem is to adopt an On/Off control policy on those underutilized machines. In this paper, serial production lines with multiple unreliable machines and finite buffers are considered. All machines are assumed to obey the Bernoulli reliability model, which is commonly used when the machine downtime is relatively short and comparable to the production cycle time (e.g., engine assembly). Besides, considering that in industrial practice, machines usually have to go through a preparation phase during mode switching, a non-negligible warm-up (cool-down) period is taken into account. An On/Off control policy is calculated for lines with two or three machines based on a Markov decision process (MDP) model, then the results are extended to multi-machine lines using a decomposition procedure. Numerical experiments show that the proposed policy achieves better system performance compared to the threshold policy that is commonly used in energy-efficient On/Off control.
KW - Bernoulli reliability model
KW - Energy-efficient manufacturing
KW - On/off control
KW - Production system engineering
KW - Serial production line
UR - http://www.scopus.com/inward/record.url?scp=85143902787&partnerID=8YFLogxK
U2 - 10.1007/s10696-022-09481-8
DO - 10.1007/s10696-022-09481-8
M3 - Article
AN - SCOPUS:85143902787
SN - 1936-6582
VL - 36
SP - 103
EP - 128
JO - Flexible Services and Manufacturing Journal
JF - Flexible Services and Manufacturing Journal
IS - 1
ER -