Category: 2023 Publications

Ammari, B.L., E.S. Johnson, G. Stinchfield, T.Kim, M. Bynum, W.E. Hart, J. Pulsipher, C.D. Laird, “Linear Model Decision Trees as Surrogates in Optimization of Engineering Applications”, Computers and Chemical Engineering, Volume 178, October 2023, 108347.

Jalving, J., Ghouse, J., Cortes, N., Gao, X., Knueven, B., Agi, D., Martin, S., Chen, X., Guittet, D., Tumbalam-Gooty, R., Bianchi, L., Beattie, K., Gunter, D., Siirola, J.D., Miller, D.C., Dowling, A.W. Beyond price taker: Conceptual design and optimization of integrated energy systems using machine learning market surrogates. Applied Energy. 2023. 351, 121767.

S. Cho, J. Tovar-Facio, I. E. Grossmann, Disjunctive optimization model and algorithm for long-term capacity expansion planning of reliable power generation systems, Computers and Chemical Engineering, Volume 174, June 2023, 108243. https://doi.org/10.1016/j.compchemeng.2023.108243

Stinchfield, G., Morgan, J.C., Naik, S., Biegler, L.T., Eslick, J.C., Jacobson, C., Miller, D.C., Siirola, J.D., Zamarripa, M., Zhang, C. and Zhang, Q., 2024. A mixed integer linear programming approach for the design of chemical process families. Computers & Chemical Engineering, p.108620.  

Laky, D.J., Cortes, N.P., Eslick, J.C., Noring, A., Susarla, N., Okoli, C., Zamarripa-Perez, M.A., Allan, D., Brewer, J.H., Iyengar, A.K.S., Wang, M., Burgard, A.P., Miller, D.C., Dowling, A.W. Market Optimization and Technoeconomic Analysis of Hydrogen-Electricity Co-production Systems. To be submitted to Energy & Environmental Science.

Stinchfield, G., B.L., Ammari, J. Morgan, J. Siirola, M. Zamarripa, C.D. Laird, “Optimization of Process Families for Improved Deployment of Industrial Decarbonization Processes using Machine Learning Surrogates,” Computer Aided Chemical Engineering, Volume 52, 2023, 1331-1337.

Rodriguez, J. S., Parker, R., Laird, C., Nicholson, B., Siirola, J., & Bynum, M. (2023). Scalable parallel nonlinear optimization with PyNumero and Parapint. INFORMS Journal on Computing, 35(2), 265-517. https://doi.org/10.1287/ijoc.2023.1272

Dabadghao, V., Ghouse, J., Eslick, J., Lee, A., Burgard, A.P., Miller, D., & Biegler, L. (2023). A complementarity-based vapor-liquid equilibrium formulation for equation-oriented simulation and optimization. AIChE Journal, 69 (4). https://doi.org/10.1002/aic.18029