Publications

Journal Papers

• Ikonen, T. J., Mostafaei, H., Ye, Y., Bernal, D. E., Grossmann, I. E. & Harjunkoski, I. Large-scale selective maintenance optimization using bathtub-shaped failure rates. Computers & Chemical Engineering (in press).

• Mostafaei, H., Ikonen, T. J., Kramb, J., Deneke, T., Heljanko, K. & Harjunkoski, I. Data-Driven Approach to Grade Change Scheduling Optimization in a Paper Machine. Industrial & Engineering Chemistry Research (in press). https://doi.org/10.1021/acs.iecr.9b06907

• Mostafaei, H. & Harjunkoski, I. (2019). Continuous‐time scheduling formulation for multipurpose batch plants. AIChE Journal (in press). https://doi.org/10.1002/aic.16804.

• Mostafaei, H., Castro, P. M., Relvas, S. & Harjunkoski, I. (2019). A holistic MILP model for scheduling and inventory management of a multiproduct oil distribution system. Omega (in press). https://doi.org/10.1016/j.omega.2019.102110.

Submitted Manuscripts

• Ikonen, T. J., Heljanko, K. & Harjunkoski, I. Reinforcement learning of adaptive decision-making on online rescheduling procedures. Submitted to Computers & Chemical Engineering.

Conference Papers

• Ikonen, T. J. & Harjunkoski, I. (2019). Decision-making of online rescheduling procedures using neuroevolution of augmenting topologies. Computer Aided Chemical Engineering, 46, pp. 1177-1182. https://doi.org/10.1016/B978-0-12-818634-3.50197-1.

• Mostafaei, H. & Harjunkoski, I. (2019). An MILP Approach for short-term scheduling of batch operations. Computer Aided Chemical Engineering, 46, pp. 649-654. https://doi.org/10.1016/B978-0-12-818634-3.50109-0

• Ikonen, T. J. & Harjunkoski, I. (2019). Incorporation of parameter prediction models of different fidelity into job shop scheduling. IFAC-PapersOnLine, 52(1), pp. 142-147. https://research.aalto.fi/files/38756720/CHEM_Ikonen_Harjunkoski_Incorporation_of_parameter_2019_Ifac.pdf.

• Mostafaei, H. & Harjunkoski, I. (2019). Single reference grid continuous-time formulation for batch scheduling. IFAC-PapersOnLine, 52(1), pp. 832-837. https://doi.org/10.1016/j.ifacol.2019.06.165.