| # | Title | Journal | Year | Citations |
|---|
| 1 | Deep learning for smart manufacturing: Methods and applications | Journal of Manufacturing Systems | 2018 | 1,052 |
| 2 | Data-driven smart manufacturing | Journal of Manufacturing Systems | 2018 | 1,003 |
| 3 | Current status and advancement of cyber-physical systems in manufacturing | Journal of Manufacturing Systems | 2015 | 704 |
| 4 | Review of digital twin about concepts, technologies, and industrial applications | Journal of Manufacturing Systems | 2021 | 695 |
| 5 | Industry 4.0 and Industry 5.0—Inception, conception and perception | Journal of Manufacturing Systems | 2021 | 686 |
| 6 | A critical review of smart manufacturing & Industry 4.0 maturity models: Implications for small and medium-sized enterprises (SMEs) | Journal of Manufacturing Systems | 2018 | 630 |
| 7 | Design of reconfigurable manufacturing systems | Journal of Manufacturing Systems | 2010 | 618 |
| 8 | Enabling technologies and tools for digital twin | Journal of Manufacturing Systems | 2021 | 611 |
| 9 | Cloud manufacturing: Strategic vision and state-of-the-art | Journal of Manufacturing Systems | 2013 | 495 |
| 10 | The evolution and future of manufacturing: A review | Journal of Manufacturing Systems | 2016 | 478 |
| 11 | Direct clustering algorithm for group formation in cellular manufacture | Journal of Manufacturing Systems | 1982 | 467 |
| 12 | A new approach to scheduling in manufacturing for power consumption and carbon footprint reduction | Journal of Manufacturing Systems | 2011 | 465 |
| 13 | The facility layout problem: Recent and emerging trends and perspectives | Journal of Manufacturing Systems | 1996 | 417 |
| 14 | Simulation for manufacturing system design and operation: Literature review and analysis | Journal of Manufacturing Systems | 2014 | 400 |
| 15 | Sustainable supplier selection: A multi-criteria intuitionistic fuzzy TOPSIS method | Journal of Manufacturing Systems | 2019 | 371 |
| 16 | Efficient solving of the group technology problem | Journal of Manufacturing Systems | 1987 | 367 |
| 17 | Metal additive manufacturing in the commercial aviation industry: A review | Journal of Manufacturing Systems | 2019 | 344 |
| 18 | The evolution of control architectures for automated manufacturing systems | Journal of Manufacturing Systems | 1991 | 330 |
| 19 | Reconfigurable manufacturing systems: Literature review and research trend | Journal of Manufacturing Systems | 2018 | 303 |
| 20 | Long short-term memory for machine remaining life prediction | Journal of Manufacturing Systems | 2018 | 292 |
| 21 | Digital twins-based smart manufacturing system design in Industry 4.0: A review | Journal of Manufacturing Systems | 2021 | 291 |
| 22 | Integration of AHP-TOPSIS method for prioritizing the solutions of reverse logistics adoption to overcome its barriers under fuzzy environment | Journal of Manufacturing Systems | 2015 | 288 |
| 23 | Security of smart manufacturing systems | Journal of Manufacturing Systems | 2018 | 288 |
| 24 | A review of lean assessment in organizations: An exploratory study of lean practices by electronics manufacturers | Journal of Manufacturing Systems | 2005 | 275 |
| 25 | Smart manufacturing process and system automation – A critical review of the standards and envisioned scenarios | Journal of Manufacturing Systems | 2020 | 259 |
| 26 | Bearing remaining useful life prediction based on deep autoencoder and deep neural networks | Journal of Manufacturing Systems | 2018 | 257 |
| 27 | Environmentally conscious design and manufacturing: A state-of-the-art survey | Journal of Manufacturing Systems | 1997 | 246 |
| 28 | A proposed hierarchical control model for automated manufacturing systems | Journal of Manufacturing Systems | 1986 | 241 |
| 29 | Industry 5.0: Prospect and retrospect | Journal of Manufacturing Systems | 2022 | 235 |
| 30 | Review of research in feature-based design | Journal of Manufacturing Systems | 1993 | 227 |
| 31 | A genetic algorithm approach for location-inventory-routing problem with perishable products | Journal of Manufacturing Systems | 2017 | 227 |
| 32 | A stochastic optimization model for integrated forward/reverse logistics network design | Journal of Manufacturing Systems | 2009 | 225 |
| 33 | A fog computing-based framework for process monitoring and prognosis in cyber-manufacturing | Journal of Manufacturing Systems | 2017 | 224 |
| 34 | A cloud-based cyber-physical system for adaptive shop-floor scheduling and condition-based maintenance | Journal of Manufacturing Systems | 2018 | 216 |
| 35 | Big data and stream processing platforms for Industry 4.0 requirements mapping for a predictive maintenance use case | Journal of Manufacturing Systems | 2020 | 213 |
| 36 | A novel critical point detection method for mechanical deformation in tightening processes | Journal of Manufacturing Systems | 2018 | 212 |
| 37 | Cyber-physical systems architectures for industrial internet of things applications in Industry 4.0: A literature review | Journal of Manufacturing Systems | 2021 | 212 |
| 38 | Multi-bearing remaining useful life collaborative prediction: A deep learning approach | Journal of Manufacturing Systems | 2017 | 209 |
| 39 | A review on wire arc additive manufacturing: Monitoring, control and a framework of automated system | Journal of Manufacturing Systems | 2020 | 206 |
| 40 | Digital twin modeling | Journal of Manufacturing Systems | 2022 | 203 |
| 41 | Sustainability in manufacturing operations scheduling: A state of the art review | Journal of Manufacturing Systems | 2015 | 199 |
| 42 | Cloud manufacturing as a sustainable process manufacturing route | Journal of Manufacturing Systems | 2018 | 199 |
| 43 | Automated guided vehicle systems, state-of-the-art control algorithms and techniques | Journal of Manufacturing Systems | 2020 | 199 |
| 44 | Modelling flexible manufacturing systems using mean-value analysis | Journal of Manufacturing Systems | 1984 | 195 |
| 45 | Scalability planning for reconfigurable manufacturing systems | Journal of Manufacturing Systems | 2012 | 195 |
| 46 | A survey of factory control algorithms that can be implemented in a multi-agent heterarchy: Dispatching, scheduling, and pull | Journal of Manufacturing Systems | 1998 | 194 |
| 47 | Porosity prediction: Supervised-learning of thermal history for direct laser deposition | Journal of Manufacturing Systems | 2018 | 191 |
| 48 | The automated manufacturing research facility of the national bureau of standards | Journal of Manufacturing Systems | 1982 | 187 |
| 49 | Economic measure of productivity, quality and flexibility in advanced manufacturing systems | Journal of Manufacturing Systems | 1987 | 185 |
| 50 | Outlook on human-centric manufacturing towards Industry 5.0 | Journal of Manufacturing Systems | 2022 | 185 |
