@article{Chen2025AiDigitalTwins,
  title = {{AI-enhanced digital twins in maintenance: Systematic review, industrial challenges, and bridging research–practice gaps}},
  author = {Chen, Siyuan and Turanoglu Bekar, Ebru and Bokrantz, Jon and Skoogh, Anders},
  year = {2025},
  journal = {Journal of Manufacturing Systems},
  volume = {82},
  pages = {678--699},
  doi = {10.1016/j.jmsy.2025.07.006},
  url = {https://research.chalmers.se/en/publication/547714}
}

@article{Chen2025UnsupervisedAnomalyDetection,
  title = {{Comparison of Unsupervised Image Anomaly Detection Models for Sheet Metal Glue Lines}},
  author = {Chen, Siyuan and Bandaru, Sunith and Marti, Silvan and Turanoglu Bekar, Ebru and Skoogh, Anders},
  year = {2025},
  journal = {Engineering Applications of Artificial Intelligence},
  volume = {153},
  pages = {110740},
  doi = {10.1016/j.engappai.2025.110740},
  url = {https://research.chalmers.se/en/publication/546373}
}

@inproceedings{Chen2026TransformerRulFault,
  title = {{A Transformer Approach for Remaining Useful Life Prediction and Fault Diagnosis of Mechanical Equipment}},
  author = {Liu, Yuchen and Chen, Siyuan and Turanoglu Bekar, Ebru},
  year = {2026},
  booktitle = {The 12th Swedish Production Symposium (SPS 2026)},
  series = {IOP Conference Series: Materials Science and Engineering},
  volume = {1342},
  number = {1},
  pages = {012059},
  doi = {10.1088/1757-899X/1342/1/012059},
  url = {https://research.chalmers.se/en/publication/553219}
}

@misc{Chen2026RobotProgramGeneration,
  title = {{Retrieval-grounded robot program generation and simulation-based correction via Model Context Protocol}},
  author = {Zhou, Zhichao and Chen, Siyuan and Salunkhe, Omkar and Turanoglu Bekar, Ebru and Stahre, Johan and Skoogh, Anders},
  year = {2026},
  doi = {10.48550/arXiv.2608.21417},
  url = {https://arxiv.org/abs/2608.21417},
  eprint = {2608.21417},
  archivePrefix = {arXiv},
  primaryClass = {cs.AI},
  note = {arXiv preprint; accepted for CIE53 2026; presented in Abu Dhabi}
}

@inproceedings{Chen2024DigitalTwinsDeep,
  title = {{Enhancing Digital Twins with Deep Reinforcement Learning: A Use Case in Maintenance Prioritization}},
  author = {Chen, Siyuan and Lopes, Paulo Victor and Marti, Silvan and Rajashekarappa, Mohan and Bandaru, Sunith and Windmark, Christina and Bokrantz, Jon and Skoogh, Anders},
  year = {2024},
  booktitle = {2024 Winter Simulation Conference (WSC)},
  pages = {1611--1622},
  doi = {10.1109/WSC63780.2024.10838867},
  url = {https://research.chalmers.se/en/publication/545197}
}

@misc{Chen2026LlmMultiAgent,
  title = {{LLM-enhanced multi-agent reinforcement learning for human-centric prescriptive maintenance in manufacturing}},
  author = {Chen, Siyuan and Turanoglu Bekar, Ebru and Bandaru, Sunith and Skoogh, Anders},
  year = {2026},
  doi = {10.2139/ssrn.6681288},
  url = {https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6681288},
  note = {Preprint, SSRN 6681288; posted 30 April 2026}
}

@phdthesis{Chen2025PrescriptiveMaintenanceLicentiate,
  title = {{Towards Prescriptive Maintenance Using Digital Twins and Artificial Intelligence}},
  author = {Chen, Siyuan},
  year = {2025},
  school = {Chalmers University of Technology},
  type = {Licentiate thesis},
  url = {https://research.chalmers.se/en/publication/547701}
}

@inproceedings{Chen2023StakeholderRequirementsDigital,
  title = {{Understanding Stakeholder Requirements for Digital Twins In Manufacturing Maintenance}},
  author = {Chen, Siyuan and González Sánchez, Juan Pablo and Turanoglu Bekar, Ebru and Bokrantz, Jon and Skoogh, Anders and Lopes, Paulo Victor},
  year = {2023},
  booktitle = {2023 Winter Simulation Conference (WSC)},
  pages = {2008--2019},
  doi = {10.1109/WSC60868.2023.10408657},
  url = {https://research.chalmers.se/en/publication/540143}
}

@inproceedings{Chen2026RagRobotCode,
  title = {{Developing RAGs for robot code generation}},
  author = {Salunkhe, Omkar and Chen, Siyuan and Syberfeldt, Anna and Stahre, Johan},
  year = {2026},
  booktitle = {The 12th Swedish Production Symposium (SPS 2026)},
  series = {IOP Conference Series: Materials Science and Engineering},
  volume = {1342},
  number = {1},
  pages = {012064},
  doi = {10.1088/1757-899X/1342/1/012064},
  url = {https://research.chalmers.se/en/publication/553220}
}

@inproceedings{Chen2023DigitalTwinMaintenance,
  title = {{Data-Driven Smart Maintenance Decision Analysis: A Drone Factory Demonstrator Combining Digital Twins and Adapted AHP}},
  author = {Lopes, Paulo Victor and Chen, Siyuan and González Sánchez, Juan Pablo and Turanoglu Bekar, Ebru and Bokrantz, Jon and Skoogh, Anders},
  year = {2023},
  booktitle = {2023 Winter Simulation Conference (WSC)},
  volume = {2023},
  pages = {1996--2007},
  doi = {10.1109/WSC60868.2023.10408351},
  url = {https://research.chalmers.se/en/publication/540104}
}

@inproceedings{Chen2026HumanoidRobotPersonalized,
  title = {{Toward Cognitive Augmentation: Personalization and Standardization of Humanoid Social Robot Instruction}},
  author = {Cao, Huizhong and Chen, Siyuan and Braun, Greta and Stahre, Johan},
  year = {2026},
  booktitle = {The 12th Swedish Production Symposium (SPS 2026)},
  series = {IOP Conference Series: Materials Science and Engineering},
  volume = {1342},
  number = {1},
  pages = {012045},
  doi = {10.1088/1757-899X/1342/1/012045},
  url = {https://research.chalmers.se/en/publication/553187}
}

@inproceedings{Chen2024SyntheticSimulationManufacturing,
  title = {{Synthetic simulated environment for discrete manufacturing systems: A demonstrator through a computational modeling approach}},
  author = {Marti, Silvan and Lopes, Paulo Victor and Chen, Siyuan and Rajashekarappa, Mohan and Rekabi Bana, Elham and Göppert, Amon and Despeisse, Mélanie and Stahre, Johan and Johansson, Björn},
  year = {2024},
  booktitle = {2024 Winter Simulation Conference (WSC)},
  pages = {1716--1727},
  doi = {10.1109/WSC63780.2024.10838939},
  url = {https://research.chalmers.se/en/publication/545198}
}

@incollection{Chen2024GenerativeAiSmart,
  title = {{Leveraging generative AI for smart maintenance: navigating technological tipping points in manufacturing}},
  author = {Chen, Siyuan},
  year = {2024},
  booktitle = {World Manufacturing Report 2024: New Perspectives for the Future of Manufacturing, Outlook 2030},
  publisher = {World Manufacturing Foundation},
  pages = {98--99},
  url = {https://worldmanufacturing.org/report/report-2024-new-perspectives-for-the-future-of-manufacturing-outlook-2030/}
}