Projects per year
Personal profile
Research profile
Lingkang Jin's research focuses on developing multi-physics asset integration and energy systems modeling through mathematical programming with support of AI and Machine Learning tools to reduce computational burdens.
He is a postdoctoral researcher at Electrical Engineering department, Electrical Energy Systems group, at Eindhoven University of Technology (TU/e).
Currently working on:
- Multi-physics based energy systems modeling
- Surrogate mode ( AI/ML) for the complex optimization models
- Power systems and energy systems planning and scheduling
Academic background
Obtained a master’s degree in mechanical engineering with thesis focused on a preliminary project on a offshore wind farm in the Mediterranea Sea.
Ph.D in Energy Systems at Università Politecnica delle Marche, Italy (UnivPM), with the thesis title “Energy storage in multi-energy carrier communities: Li-ion batteries and hydrogen multi-physical details for
integration into the planning stage”.
Quote
Nothing in life is to be feared, it is only to be understood. Now is the time to understand more, so that we may fear less. (Maria Skłodowska-Curie)
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 2 Zero Hunger -
SDG 7 Affordable and Clean Energy -
SDG 11 Sustainable Cities and Communities -
SDG 13 Climate Action
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Collaborations and top research areas from the last five years
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Projects
- 2 Finished
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DACS-HW: Digitale Aggregatie en Collectieve Sturing van Hybride Warmtepompen (MOOI322001)
Paterakis, N. G. (Project Manager), Markus, J. J. (Project member), Li, X. (Project member), Jin, L. (Project member) & Slootweg, J. G. (Project member)
1/01/23 → 31/12/25
Project: Third tier
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MOOI52109 NO-GIZMOS NetOptimalisatie voor GrootschaligeInpassing Zon- en windstroom Middels Opslag en Software¿
Pemen, A. J. M. (Project Manager), Paterakis, N. G. (Project member), Jin, L. (Project member) & Zhan, S. (Project member)
1/04/22 → 31/03/26
Project: Third tier
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Surrogate Models in Power System Scheduling Problems: Learning Active Constraints via Graph Neural Networks
Jin, L., Bliek, L. & Paterakis, N. G., 6 Apr 2026, (E-pub ahead of print) In: IEEE Transactions on Smart Grid. XX, 11475178.Research output: Contribution to journal › Article › Academic › peer-review
1 Link opens in a new tab Citation (Scopus) -
Learning Active Constraints for Bilevel Optimization: Evaluating Classification Metrics on Real-World Distribution System Data
Jin, L. (Corresponding author), Bliek, L. & Paterakis, N. G., Mar 2026, In: IEEE Transactions on Smart Grid. 17, 2, p. 1303-1314 12 p., 11245557.Research output: Contribution to journal › Article › Academic › peer-review
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Alkaline electrolysis for green hydrogen production: A novel, simple model for thermo-electrochemical coupled system analysis
Jin, L. (Corresponding author), Nogueira Nakashima, R., Comodi, G. & Lund Frandsen, H., 1 Mar 2025, In: Applied Thermal Engineering. 262, 15 p., 125154.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile24 Link opens in a new tab Citations (Scopus)1105 Downloads (Pure) -
Designing hybrid energy storage systems for steady green hydrogen production in residential areas: A GIS-based framework
Jin, L. (Corresponding author), Mosè, R., Monforti Ferrario, A., Mennilli, F. & Comodi, G., 1 Jul 2025, In: Applied Energy. 389, 19 p., 125765.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile14 Link opens in a new tab Citations (Scopus)95 Downloads (Pure) -
Empowering Low-Voltage Grids: Real-World Implementation of Home Batteries for Effective Congestion Management
Jin, L., Zhan, S., Cudjoe, S. & Paterakis, N. G., 6 Oct 2025, 2025 IEEE Kiel PowerTech, PowerTech 2025. Institute of Electrical and Electronics Engineers, 6 p. 11180463Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile2 Link opens in a new tab Citations (Scopus)4 Downloads (Pure)
Datasets
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Congestion Management in NL Workshop (2025) Structured Discussions Session Voting Data
Li, X. (Creator), Jin, L. (Contributor) & Paterakis, N. G. (Contributor), 4TU.Centre for Research Data, 9 Dec 2025
DOI: 10.4121/ba8c468a-262c-4162-98c1-d15065bd4583
Dataset