Introduction
Scope
Energy-related keywords | Scheduling-related keywords | Intelligent strategies |
---|---|---|
Energy efficiency | Production scheduling | Swarm intelligence |
Energy consumption | Shop scheduling | Evolutionary algorithm |
Energy cost | Energy scheduling | Meta-heuristics |
Journals’ names | Number of publications |
---|---|
Journal of Cleaner Production | 16 |
International Journal of Production Research | 8 |
CIRP Annals-Manufacturing Technology | 5 |
IEEE Access | 4 |
Sustainability | 4 |
Computers & Chemical Engineering | 3 |
International Journal of Advanced Manufacturing Technology | 3 |
Journal of Engineering Manufacture | 3 |
Computers in Industry | 2 |
IEEE Transactions on Automation Science and Engineering | 2 |
IEEE Transactions on Industrial Informatics | 2 |
Mathematical Problems in Engineering | 2 |
Sensors | 2 |
Classification, analysis, and synthesis of existing achievements
Articles | Shop floor category | Model | Objectives | Approach (algorithm) | Energy consumption aspect |
---|---|---|---|---|---|
Lora et al., 2003 | Unknown | NLMIP | Energy | GA | Start-up and shut-down |
He et al., 2005 | Job shop | Others | Energy and makespan, | TS | Unknown |
Bruzzone et al., 2012 | Flexible flow shop | MIP | Energy | Heuristics | Unknown |
Cao et al., 2013 | Unknown | Neural network model | Energy | FSM | On/off, warm up, idle, and processing |
Chen et al., 2013 | Unknown | Others | Energy | Greedy algorithm | Machine start-up/shut-down |
Dai et al., 2013 | Flexible flow shop | Others | Energy and makespan | Genetic SA | Setup and idle |
Moon et al., 2013 | Unknown | MILP | Energy and makespan | Improved GA | Unknown |
Jiang et al., 2014 | Flexible job shop | Others | Energy and others | NSGAII | Processing |
Moon and Park, 2014 | Flexible job shop | MIP | Energy and others | CPLEX | Peak load, mid-load and off-peak load |
Pach et al., 2014 | FMS | Unknown | Energy and others | Unknown | Unknown |
Shrouf et al., 2014 | Single machine | Others | Energy | GA and analytical solution | Processing and Idle |
Zhang et al., 2014 | Flow shop | IP | Energy | Unknown | peak hour, mid-peak, and off peak |
Dai et al., 2015 | Job shop | MIP | Energy and makespan | Modified GA | Loading/unloading, processing |
Duerden et al., 2015 | Unknown | Others | Energy | Modified GA | Unknown |
Garcia-Santiago et al., 2015 | Job shop | Unknown | Energy | HS | Unknown |
Lee and Prabhu, 2015 | Unknown | Feedback control | Energy and others | Integral controller approach | Processing |
May et al., 2015 | Job shop | Others | Energy and makespan | Green GA | Processing, idle, setup, standby, and ramp |
Tang and Dai, 2015 | Job shop | MIP | Energy and makespan | Genetic SA | Setup, processing and idle |
Tong et al., 2015 | Unknown | MINLP | Energy | DICOPT | Unknown |
Zhang et al., 2015 | Multi-factories | Others | Energy | Distributed optimization | Unknown |
Escamilla et al., 2016 | Job shop | Others | Energy and makespan | GA and CPLEX | Unknown |
Li et al., 2016 | Specific product | MIP | Energy | CPLEX | Unknown |
Oddi and Rasconi, 2016 | Flexible job shop | Others | Energy and makespan | NLS | Unknown |
Salido et al., 2016a | Job shop | Others | Energy and others | CPLEX | Unknown |
Salido et al., 2016b | Job shop | Others | Energy and makespan | GA and CPLEX | Unknown |
Su et al., 2016 | Cracking production | MINLP | Energy and others | DICOPT | Unknown |
Tang et al., 2016 | Flexible flow shop | Others | Energy and makespan | Improved PSO | Setup, idle and operation |
Tonelli et al., 2016 | Unknown | MIP | Energy and tardiness | Multi-agent | Unknown |
Tong et al., 2016 | Unknown | Others | Energy | Improved GA | Unknown |
Yan et al., 2016 | Flexible flow shop | Others | Energy and makespan | GA | Unknown |
Yang et al., 2016 | Flexible job shop | Others | Energy and makespan | NSGA-II | Start-up, shut-down, idle and processing |
Zhang and Chiong, 2016 | Job shop | MILP | Energy and tardiness | MOGA | Processing and Idle energy |
Giglio et al., 2017 | Job shop scheduling | MIP | Energy | Relax-and-fix heuristic | Setup and processing |
Gong et al., 2017 | Specific product | Others | Energy and labor-aware | GA with heuristic | Unknown |
Kim et al., 2017 | Unknown | Unknown | Energy | Additive regression algorithm | Unknown |
Lee et al., 2017 | Single machine | MINLP | Energy and E/T | DIATC Heuristic | Unknown |
Lei et al., 2017 | Flexible job shop | Others | Energy and workload balance | SFLA | Unknown |
Liu et al., 2017 | Fuzzy flow shop | Others | Energy and tardiness | IGA with heuristics | Idle, setup and processing |
Lu et al., 2017 | Permutation flow shop | Others | Energy and makespan | HBSA | Setup, transportation, and idle |
Misra et al., 2017 | Specific product | MILP | Energy | FXOS | Unknown |
Modos et al., 2017 | Single machine | Others | Energy constraint | Branch-and-Bound and TS | Unknown |
Mokhtari and Hasani, 2017 | Flexible job shop | Unknown | Energy and makespan | Enhanced GA | Unknown |
Otis and Hampson, 2017 | Unknown | Unknown | Energy | Advanced scheduling and ERP | Changeover and start-up |
Plitsos et al., 2017 | Flexible job shop | DSS | Energy constraint | ILS | Processing, idle, subsidiary equipment |
Rahimi and Ziaee, 2017 | Permutation flow shop | Others | Energy and makespan | GA and SA | Setup and processing |
Raileanu et al., 2017 | Job shop | Others | Energy and makespan | CPLEX | Unknown |
Ramos and Leal, 2017 | Unknown | ILP | Energy | CPLEX | Unknown |
Sundstrom et al., 2017 | Unknown | MINLP | Energy and others | Systematic method | Unknown |
Wang et al., 2017 | Unknown | MINLP | Energy | DICOPT | Production |
Xu and Wang, 2017 | Job shop | Others | Energy and makespan | feedback control method | Unknown |
Yin et al., 2017 | Job shop | MIP | Energy and others | GA with simplex lattice design | Loading, idle, and processing |
Zhai et al., 2017 | Unknown | Time-series model | Energy | Dynamic scheduling | Unknown |
Zhang et al., 2017a | Flow shop | IP | Energy | Unknown | Unknown |
Zhang et al., 2017b | Flexible job shop | Others | Energy and makespan | BBO + VNS | Unknown |
Aghelinejad et al., 2018 | Single machine | Others | Energy | GA and CPLEX | Processing and idle energy |
Escamilla and Salido, 2018 | Job shop | Unknown | Energy and makespan | GA + LS | Unknown |
Feng et al., 2018 | Job shop | Monitoring system | Energy | Modified GA | Processing and idle |
Jiang and Deng 2018 | Flexible job shop | Others | Energy and E/T | DCSO | Processing and idle |
Jiang et al., 2018a | Job shop | Others | Energy and tardiness | GWO | Idle cost and tardiness |
Jiang et al., 2018b | Job Shop | Others | Energy and completion time | Improved WOA | Machine speed, processing, and idle |
Khalaf and Wang, 2018 | Flow shop | MILP | Energy | General Algebraic Modeling System | Unknown |
Lei et al., 2018 | Hybrid flow shop | Others | Energy and tardiness | TLBO | Unknown |
Leo and Engell, 2018 | Unknown | MILP | Energy | CPLEX | Unknown |
Li et al., 2018a | Hybrid flow shop | Others | Energy and makespan | MOA | Processing, standby, and setup |
Li et al., 2018b | Flow shop | Others | Energy and makespan | ABC | Unknown |
Liu et al., 2018a | Permutation flow shop | Others | Energy | NEH heuristic | Idle |
Liu et al., 2018b | Flexible flow shop | Others | Energy and makespan | Improved NSGAII | Unknown |
Lu et al., 2018 | Flow shop | Others | Energy and others | GWA + LS Grey wolf + LS | Unknown |
Meziane et al., 2018 | Flexible job shop | Others | Energy | NSGAII | Unknown |
Wang et al., 2018a | Blocking flow shop | Others | Energy and makespan | PVNS + LS + NEH | Blocking and idle energy |
Wang et al., 2018b | Flexible job shop | NLP | Energy and cost | GA + PSO | Unknown |
Wu et al., 2018 | Flexible flow shop | Others | Energy and makespan | Hybrid NSGA-II with local search | Processing and Idle |
Wu and Sun, 2018 | Flexible job shop | Others | Energy and others | NGSA_II with heuristics | Unknown |
Zhang et al., 2018a | Flexible job shop | Others | Energy and others | IMHGA | Processing, idle and transportation |
Zhang et al., 2018b | Flexible job shop | Unknown | Energy and makespan | Modified SFLP | Unknown |
Zhao et al., 2018 | Unknown | MILP | Energy | CPLEX. | Unknown |
Cui et al., 2019 | Unknown | NLMP | Energy | Sub-gradient descent | On-peak and off-peak |
Faria et al., 2019 | Unknown | Others | Energy | GA | Unknown |
Gong et al., 2019 | Flexible job shop | Others | Energy and others | NSGA-III | Processing, setup, idling |
Gong et al., 2019 | Specific product | Others | Energy and labor | MA and NSGA-II | Processing, setup, idling |
Hassani et al., 2019 | Job shop | MILP | Energy | CPLEX | Setup, processing, and inventory |
Jiang and Wang 2019 | permutation flow shop | Others | Energy and makespan | MOEA | Setup, processing, and transportation |
Jiang and Zhang, 2019 | Hybrid flow shop | MILP | Energy and tardiness | EOMO algorithm | Non-processing |
Lei et al., 2019 | Flexible job shop | Others | Energy constraint | ICA | Unknown |
Liu et al., 2019 | Flexible job shop | MIP | Energy and makespan | GA + GSO | Processing and transportation |
Meng et al., 2019a | Flexible job shop | MILP | Energy | CPLEX | Idle and common consumption |
Meng et al., 2019b | Hybrid flow shop | MILP | Energy | IGA | Processing, idle, and common |
Shen et al., 2019 | Unknown | Others | Energy | Improved GA | Processing and failure |
Wu et al., 2019 | Unknown | MILP | Energy | Score ranking algorithm | Unknown |
Zhang et al., 2019 | Flexible job shop | Others | Energy and makespan | NSGA-II | Processing, idle, and setup |