Category: 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.

Stinchfield, G., J.C Morgan, S. Naik, L.T. Biegler, J.C. Eslick, C. Jacobson, D.C. Miller, J.D. Siirola, M.A. Zamarripa, C. Zhang, Q. Zhang, C.D. Laird, “A Mixed Integer Linear Programming Approach for the Design of Chemical Process Families”. Submitted to Computers and Chemical Engineering, FOCAPO/CPC23 Invited Special Issue.

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., Burgard, A.P., Miller, D.C., Dowling, A.W. Market Optimization and Technoeconomic Analysis of Hydrogen-Electricity Co-production Systems. Submitted.

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.

Cho, S., Tovar-Facio, J., & Grossmann, I.E. (2023) Disjunctive optimization model and algorithm for long-term capacity expansion planning of reliable power generation systems. Computers and Chemical Engineering, 174, 108243.

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.

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).

Parker, R., & Biegler, L. T. (2022). Dynamic modeling and nonlinear model predictive control of a moving bed chemical looping combustion reactor. IFAC-PapersOnLine, 55(7), 400-405.

Parker, R., Nicholson, B. L., Siirola, J., Laird, C. D., & Biegler, L. T. (2022). An implicit function formulation for nonlinear programming with index-1 differential algebraic equation systems. In Y. Yamashita & M. Kano (Eds.), 14th International Symposium on Process Systems Engineering (PSE2021+), Computer Aided Chemical Engineering, (Vol. 49, pp. 1141-1146). Elsevier.

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