Zobrazeno 1 - 10
of 199
pro vyhledávání: '"Laird, Carl"'
Alternative formulations for the optimization of chemical process flowsheets are presented that leverage surrogate models and implicit functions to replace and remove, respectively, the algebraic equations that describe a difficult-to-converge Gibbs
Externí odkaz:
http://arxiv.org/abs/2310.09307
Autor:
Ceccon, Francesco, Jalving, Jordan, Haddad, Joshua, Thebelt, Alexander, Tsay, Calvin, Laird, Carl D., Misener, Ruth
The optimization and machine learning toolkit (OMLT) is an open-source software package incorporating neural network and gradient-boosted tree surrogate models, which have been trained using machine learning, into larger optimization problems. We dis
Externí odkaz:
http://arxiv.org/abs/2202.02414
Autor:
Jalving, Jordan, Eydenberg, Michael, Blakely, Logan, Castillo, Anya, Kilwein, Zachary, Skolfield, J. Kyle, Boukouvala, Fani, Laird, Carl
Publikováno v:
In International Journal of Electrical Power and Energy Systems June 2024 157
Autor:
Bernal Neira, David E., Laird, Carl D., Lueg, Laurens R., Harwood, Stuart M., Trenev, Dimitar, Venturelli, Davide
Publikováno v:
In Computers and Chemical Engineering May 2024 184
Autor:
Stinchfield, Georgia, Morgan, Joshua C., Naik, Sakshi, Biegler, Lorenz T., Eslick, John C., Jacobson, Clas, Miller, David C., Siirola, John D., Zamarripa, Miguel, Zhang, Chen, Zhang, Qi, Laird, Carl D.
Publikováno v:
In Computers and Chemical Engineering April 2024 183
Publikováno v:
In IFAC PapersOnLine 2024 58(14):793-798
Autor:
Ammari, Bashar L., Johnson, Emma S., Stinchfield, Georgia, Kim, Taehun, Bynum, Michael, Hart, William E., Pulsipher, Joshua, Laird, Carl D.
Publikováno v:
In Computers and Chemical Engineering October 2023 178
The advent of efficient interior point optimization methods has enabled the tractable solution of large-scale linear and nonlinear programming (NLP) problems. A prominent example of such a method is seen in Ipopt, a widely-used, open-source nonlinear
Externí odkaz:
http://arxiv.org/abs/1909.08104
Publikováno v:
Computers and Chemical engineering 2019
We study the solution of block-structured linear algebra systems arising in optimization by using iterative solution techniques. These systems are the core computational bottleneck of many problems of interest such as parameter estimation, optimal co
Externí odkaz:
http://arxiv.org/abs/1904.11003
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