Research output per year
Research output per year
Personal profile
Profile
The primary scope of the research is process innovation and design in chemical and processing industries. Process design is by nature interdisciplinary and requires use and synthesis of wider spectrum of chemical engineering knowledge (material/energy balances, separations, reaction kinetics, reactor design, etc) and data sources (laboratory/pilot or full scale), process synthesis and process simulators (modeling, simulation, databases, information technology), applied mathematics (process and property models, simulation, optimization,) and applied statistics (uncertainty and sensitivity analysis, parameter estimation, quantitaitve risk analysis), environmental and process safety analysis.
The generic process design tools are then developed and applied to various industrial applications to identify novel and cost-competitive process solutions to wastewater treatment, biorefinery, biotechnology and pharmaceuticals industries.
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):
Education/Academic qualification
PhD , Ghent University Belgium
2000 → 2004
MSc, Middle East Technical University (METU), Turkey
1998 → 2000
BSc, Middle East Technical University (METU), Turkey
1994 → 1998
External positions
Assistant professor, Technical University of Denmark (DTU)
2008 → 2010
Keywords
- User defined:
- Monte Carlo Simulations
- Global Sensitivity Analysis
- Life science industries: water, biotechnology and biopharmaceuticals
- Machine learning/AI
- Process design and control
- Process modeling & simulation
- Process systems engineering (PSE)
- Optimization under uncertainty
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Collaborations and top research areas from the last five years
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Publications
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A systematic methodology for robust identification of droplet breakage kernels for emulsification processes
Touma, K., Lebaz, N., Sin, G. & Sheibat-Othman, N., 2025, In: Chemical Engineering Science. 312, 15 p., 121699.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile12 Downloads (Orbit) -
Enhancing Fault diagnosis for Chemical Processes via MSCNN with Hyperparameters Optimization and Uncertainty Estimation
Liang, J. & Sin, G., 2025, Proceedings of the 25th Nordic Process Control Workshop (NPCW 2025). Aalto University, p. 25-25Research output: Chapter in Book/Report/Conference proceeding › Conference abstract in proceedings › Research › peer-review
Open AccessFile2 Downloads (Orbit) -
Evaluating Hybrid Modelling for Process Safety Applications: A Novel Benchmark Model Based on Renewable Ammonia Production
Groll, N. & Sin, G., 2025, Proceedings of the 25th Nordic Process Control Workshop (NPCW 2025). Aalto University, p. 45-45Research output: Chapter in Book/Report/Conference proceeding › Conference abstract in proceedings › Research › peer-review
Open AccessFile4 Downloads (Orbit) -
Techno-economic Assessment of Sustainable Aviation Fuel Production via H2/CO2-Based Methanol Pathway
Guilloteau, P., Silva, H., Andreasen, A., Jensen, A. D. & Sin, G., 2025, Proceedings of the 25th Nordic Process Control Workshop (NPCW 2025). Aalto University, p. 18-18Research output: Chapter in Book/Report/Conference proceeding › Conference abstract in proceedings › Research › peer-review
Open AccessFile4 Downloads (Orbit) -
Virtual Sensor for Sustainable Large-Scale Process Monitoring
Boskabadi, M. R., Murugaiah, M., Nielsen, T. R., Sivaram, A., Sin, G. & Mansouri, S. S., 2025, In: Industrial Engineering Chemistry Research. 64, 7, p. 3902–3917Research output: Contribution to journal › Journal article › Research › peer-review
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Statistical machine learning and big data analytics for online risk monitoring and fault diagnosis
Liang, J. (PhD Student), Sin, G. (Main Supervisor) & Gernaey, K. V. (Supervisor)
01/10/2024 → 30/09/2027
Project: PhD
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Hybrid approaches for smart integration of AI/deep learning with model-based algorithms for online risk monitoring
Groll, N. (PhD Student), Sin, G. (Main Supervisor) & Huusom, J. K. (Supervisor)
01/09/2024 → 31/08/2027
Project: PhD
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Advanced sensitivity analysis and comprehensive validation methodology to improve credibility of QRAs studies in chemical process industries
Belda Ley, M. (PhD Student), Sin, G. (Main Supervisor), Abildskov, J. (Supervisor) & Alvarado Morales, M. (Supervisor)
01/06/2024 → 31/05/2027
Project: PhD
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Biomolecule Production Mapping via Biosynthesis using Quantum Generative Artificial Intelligence
Kailasanathan, R. (PhD Student), Mansouri, S. S. (Main Supervisor), Garg, S. (Supervisor), Sin, G. (Supervisor) & Sivaram, A. (Supervisor)
15/02/2024 → 14/02/2027
Project: PhD
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Scale-up, design and cost estimation of technologies under development
Asrav, T. (PhD Student), Sin, G. (Main Supervisor), Alvarado Morales, M. (Supervisor) & Mansouri, S. S. (Supervisor)
01/10/2023 → 30/09/2026
Project: PhD
Activities
- 10 Conference presentations
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A Simulation-Based Superstructure Optimization Approach for Process Synthesis and Design Under Uncertainty
Al, R. (Other), Gernaey, K. V. (Other) & Sin, G. (Lecturer)
12 Nov 2019Activity: Talks and presentations › Conference presentations
File -
Modelling Methane, Sulphide and Multiple Mineral Precipitation in a Full-Scale Industrial Granular Anaerobic Digester
Feldman, H. (Other), Flores Alsina, X. (Other), Kjellberg, K. (Other), Sin, G. (Other) & Gernaey, K. V. (Other)
9 May 2017 → 12 May 2017Activity: Talks and presentations › Conference presentations
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Feasibility-test of acomplete autotrophic nitrogen removal process treating the effluent of an industrial anaerobic digester
Feldman, H. (Other), Flores Alsina, X. (Other), Kjellberg, K. (Other), Blum, J.-M. (Other), Valverde Pérez, B. (Other), Sin, G. (Other), Smets, B. F. (Other) & Gernaey, K. V. (Other)
9 May 2017 → 12 May 2017Activity: Talks and presentations › Conference presentations
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In-Silico Tailoring Properties of Polylactide
Zubov, A. (Speaker) & Sin, G. (Other)
13 Nov 2016 → 18 Nov 2016Activity: Talks and presentations › Conference presentations
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Model Based Optimization of an Industrial Wastewater Treatment Plant Combining a Full-scale Granular Sludge Reactor and Autotrophic Nitrogen Removal
Feldman, H. (Other), Faraghi Parapari, N. (Other), Larsen, S. B. (Other), Kjellberg, K. (Other), Flores Alsina, X. (Other), Sin, G. (Other), Jeppsson, U. (Other) & Gernaey, K. V. (Other)
9 Oct 2016 → 14 Oct 2016Activity: Talks and presentations › Conference presentations
Datasets
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Longterm N2O emission data and deep learning model
Sin, G. (Creator), Technical University of Denmark, 2023
Dataset
Press/Media
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Conceptual design of bio-based value chains for a sustainable future - a process systems engineering approach facilitating the transition towards a circular economy
Vollmer, N., Gernaey, K. V., Mussatto, S. I. & Sin, G.
01/10/2019
1 Media contribution
Press/Media: Press / Media
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Modeling for production of bacterial cultures
02/11/2018
1 Media contribution
Press/Media: Press / Media