Department of Chemical and Metallurgical Engineering

Process Systems Engineering

The Process Systems Engineering group, led by Prof. Iiro Harjunkoski combines elements from Chemical Engineering, Operations Research and Computer Science in solving problems related to planning and scheduling optimization of production processes and related supply chains. The integration of process and energy systems considering sustainability and strengthening circular economy are of special interest.
PSE covers many research topics and objectives under the "optimization umbrella"

The group of Process Systems Engineering (PSE) is working on classical topics such as planning and scheduling, supply chain optimization and mathematical optimization of chemical processes and related operational problems with a special attention to energy topics. Special fields of focus are:

  1. Process electrification: Converting processes powered by fossil fuels to those driven by electricity, either directly or indirectly, increases reliance on the fluctuating electricity supply and markets. However, it also opens up opportunities for more flexible operations by utilizing energy storage and collaborating with power grids. Investment decisions and the transformation process can be optimized, even when considering future uncertainties such as electricity pricing.
  2. Sustainable supply chains: Currently, a significant amount of material is being discarded without properly assessing its potential for reuse or recycling. By evaluating and optimizing different scenarios for integrating processes and value chains at a systems level, we anticipate a substantial increase in the reuse of raw materials and a reduction in environmental burden.
  3. Hybrid methods for optimizing large-scale problems: For large and complex mathematical optimization problems, we are reaching the limits of what standard tools can solve effectively. Hybrid methods integrate traditional mathematical solvers with techniques such as heuristics, decomposition methods, and machine learning tools, applied in both the modeling and solution phases

Other topics of interest are waste supply chain management, application of mixed integer linear and non-linear programming methods, and extending the PSE methods to new applications to improve sustainability with simultaneous focus and profitability and operability.

Research team members:

Events & Conferences

Here we list activities that the group members are participating at, e.g. conference presentations

Monthly Seminar Series on Process Systems Engineering

We host a monthly seminar series on various topics in PSE. The seminars are open to the public, will take place monthly, and shall provide an opportunity for researchers, students, and practitioners to learn and discuss emerging topics from process systems engineering.

The entire Aalto community (and beyond!) is invited to subscribe to our mailing list, where we will send calendar invitations, announcements, and related materials: Mailing List.

We are also open for outside presenters so if you are interested please contact Otacilio.

Latest publications:

Transforming the Process Industries through Electrification : Challenges and Opportunities

Michael Baldea, Elizabeth E. Endler, Elaine Hale, Christos T. Maravelias, Massimiliano Barolo, Iiro Harjunkoski, Mehmet Mercangoz, Sirish L. Shah, Masoud Soroush, Brent R. Young, Qi Zhang 2025 Industrial and Engineering Chemistry Research

Optimized Electricity Bidding under Price Uncertainty

Iiro Harjunkoski 2025 2025 21st International Conference on the European Energy Market, EEM 2025

A generalized disjunctive programming model for the static bike sharing rebalancing problem with demand intervals

Teemu J. Ikonen, Keijo Heljanko, Iiro Harjunkoski 2025 Optimization and Engineering

Supervised Learning of the Optimal Objective Function Value in Chemical Production Scheduling

Teemu J. Ikonen, Boeun Kim, Christos T. Maravelias, Iiro Harjunkoski 2025 Industrial and Engineering Chemistry Research

Sparse Spectral Methods for Approximating PDE Solutions in Particle Flow

Augusto Magalhães, Muhammad Emzir, Francesco Corona 2025 Proceedings of the 2025 SIAM Conference on Control and Its Applications

Circular supply chains for sustainable use of biomass

Maryam Mohammadi, Iiro Harjunkoski 2025 Computers & Chemical Engineering

SLS-BRD: A System-level Approach to Seeking Generalised Feedback Nash Equilibria

Otacilio B.L. Neto, Michela Mulas, Francesco Corona 2025 IEEE Transactions on Automatic Control

Machine learning in process systems engineering: Challenges and opportunities

Prodromos Daoutidis, Jay H. Lee, Srinivas Rangarajan, Leo Chiang, Bhushan Gopaluni, Artur M. Schweidtmann, Iiro Harjunkoski, Mehmet Mercangöz, Ali Mesbah, Fani Boukouvala, Fernando V. Lima, Antonio del Rio Chanona, Christos Georgakis 2024 Computers & Chemical Engineering

End-effect mitigation in multi-period stochastic programming of energy storage operations

Teemu Ikonen, Dongho Han, Jay H. Lee, Iiro Harjunkoski 2023 33rd European Symposium on Computer Aided Process Engineering

Likelihood Maximization of Lifetime Distributions With Bathtub-Shaped Failure Rate

Teemu J. Ikonen, Francesco Corona, Iiro Harjunkoski 2023 IEEE Transactions on Reliability
More information on our research in the Aalto research portal.
Research portal

Related content:

Iiro Harjunkoski

Iiro Harjunkoski has been appointed as Full Professor at the Department of Chemical and Metallurgical Engineering

Iiro Harjunkoski has been appointed as Full Professor position at the Department of Chemical and Metallurgical Engineering as of 1 September 2024. The field of the professorship is Process Systems Engineering.

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Professor Iiro Harjunkoski has been appointed as Deputy Head of the Department of Chemical Engineering and Metallurgy

Professor Iiro Harjunkoski has been appointed as Deputy Head of the Department of Chemical Engineering and Metallurgy for the period 1 September 2025 to 31 December 2026.

News
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Public defence in Chemical Engineering, M.Sc. Otacílio Bezerra Leite Neto

Advances in predictive control and feedback equilibrium-seeking with applications to autonomous water resource recovery (title of the thesis).

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