Key Publications

Teng, S.Y., van Nooten, C.C., van Doorn, J.M., Ottenbros, A., Huijbregts, M.A.J. and Jansen, J.J., 2023. Near real-time predictions of renewable electricity production at substation level via domain adaptation zero-shot learning in sequence. Renewable and Sustainable Energy Reviews, 186, p.113662. https://doi.org/10.1016/j.cherd.2022.09.043

Teng, S.Y., Orosz, Á., How, B.S., Pimentel, J., Friedler, F. and Jansen, J.J., 2022. Framework to embed machine learning algorithms in P-graph: Communication from the chemical process perspectives. Chemical Engineering Research and Design, 188, pp.265-270. https://doi.org/10.1016/j.cherd.2022.09.043

Computational Tools

Flexible P-graph Library

S.Y. Teng (2022). tsyet12/Pgraph: Process Graphs for Process Network Synthesis (PNS), Zenodo Release 2 (v1.0-zenodo-2). Zenodo. https://doi.org/10.5281/zenodo.6778354

ASCA Python Library

ANOVA-Simultaneous Component Analysis in Python

Sin Yong Teng. (2022). tsyet12/ASCA: ASCA ANOVA-Simultaneous Component Analysis (v1.0). Zenodo. https://doi.org/10.5281/zenodo.7404343

Domain Adaptation for Renewables

New domain adaptation strategy allows transfer of information from perfect-information substations to incomplete-information substations. The new approach allows for highly accurate near real-time renewable energy prediction from weather, geospatial and physical data, with low reliance on the base prediction model.

Sin Yong Teng. (2023). tsyet12/DAZLS: DAZLS release v0.1 (release). Zenodo. https://doi.org/10.5281/zenodo.8269094

Conference Participation

  • Sustainable Process Integration Forum

    S.Y. Teng (2023). Molecules to Circular Energy Generation at Scale. Opening Keynote Speaker. SPI Forum. Kuala Lumpur, Malaysia. 5 January 2023.

  • 25th Conference on Process Integration, Modelling and Optimisation for Energy Saving and Pollution Reduction

    S.Y. Teng, J.J. Jansen (2022). What to do with greenhouse gases? A Chemical Network Analysis. 25th PRES Conference. Bol, Croatia. 5-8 September 2022.

  • 6th Sustainable Process Integration Laboratory Conference

    6th Sustainable Process Integration Laboratory Conference

    Sin Yong Teng, Ákos Orosz, Bing Shen How, Ferenc Friedler, Jeroen Jansen (2022). Retrofit Heat Exchanger Network Optimization via P-graph Framework. 6th SPIL Conference. Brno, Czechia. 14-15 November 2022.

  • 88th Society of Chemical Engineer Japan (SCEJ) Annual Meeting And Forum

    S.Y. Teng (2023). Graph theory approach to data-driven energy planning. 88th SCEJ Meeting. Tokyo, Japan. 15-17 March 2023.

Outreach Activities

UK-NL Trademission. London, United Kingdoms. 17-20 October 2022

Laboratory Visit at Oxford University. Oxford United Kingdoms. 23 November 2022.

NWA-ORC Measuring and Detecting workshop. Utrecht, Netherlands.. 31 January 2023.

SPIL Laboratory at Brno University of Technology. Brno, Czechia. 13 Febuary 2023.

Laboratory Visit at University of Nottingham. Nottingham, United Kingdoms. 21 November 2022

Supervised Master’s internship student (Ralph van Eerdt). Title of Thesis: Improving short-term forecasting models for renewable energy sources with key performance indicators. 21 July 2023