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Applied Energy, ISSN 0306-2619, 04/2015, Volume 144, pp. 51 - 63
•Presentation of integrated optimization framework of a network of compressors.•Application to an industrial case study.•Presentation and demonstration of a... 
Industrial compressors | Regression models | Optimal load sharing | Energy savings | Real time optimization | Mathematical programming | ENGINEERING, CHEMICAL | DESIGN | DOMAIN | ENERGY & FUELS | MODEL | ONLINE OPTIMIZATION | Case studies | Chemical plants | Chemical industry | Herbicides | Pesticides industry | Energy conservation | Analysis
Journal Article
2012, Neural information processing series, ISBN 026201646X, ix, 494
The interplay between optimization and machine learning is one of the most important developments in modern computational science. Optimization formulations... 
Mathematical optimization | Mathematical models | Machine learning | Electronics & communications engineering | Technology
Book
Applied mathematics and optimization, ISSN 0095-4616
Journal
2006, ISBN 9780262220804, xiii, 232
Online decision making under uncertainty and time constraints represents one of the most challenging problems for robust intelligent agents. In an increasingly... 
Online algorithms | Operations research | Combinatorial optimization | Stochastic processes | General Theory of Computing | Computing and Processing
Book
2015, ISBN 9781498721127, 466
Choose the Correct Solution Method for Your Optimization ProblemOptimization: Algorithms and Applications presents a variety of solution techniques for... 
Algorithms & Complexity | Operations Research | Algorithms | Mathematical optimization | Numerical analysis
eBook
Operations Research, ISSN 0030-364X, 10/2015, Volume 63, Issue 5, pp. 1227 - 1244
We consider a non-stationary variant of a sequential stochastic optimization problem, in which the underlying cost functions may change along the horizon. We... 
non-stationary | stochastic approximation | online convex optimization | minimax regret | Non-stationary | Stochastic approximation | Online convex optimization | Minimax regret | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | MANAGEMENT | ALGORITHMS | Decision-making | Mathematical optimization | Analysis
Journal Article
Journal Article
IEEE Transactions on Control Systems Technology, ISSN 1063-6536, 03/2010, Volume 18, Issue 2, pp. 267 - 278
Journal Article
Industrial & Engineering Chemistry Research, ISSN 0888-5885, 08/2016, Volume 55, Issue 33, pp. 8979 - 8991
In this paper, we describe POP, a MATLAB toolbox for parametric optimization. It features (a) efficient implementations of multiparametric programming problem... 
ENGINEERING, CHEMICAL | EFFICIENT ONLINE COMPUTATION | INTEGER LINEAR-PROBLEMS | COMPLEXITY REDUCTION | GLOBAL OPTIMIZATION | POINT LOCATION PROBLEM | CONSTRAINED OPTIMAL-CONTROL | MULTIPARAMETRIC PROGRAMMING APPROACH | DISCRETE-TIME | MODEL-PREDICTIVE CONTROL | STATE ESTIMATION
Journal Article
IEEE Transactions on Automatic Control, ISSN 0018-9286, 02/2019, Volume 64, Issue 2, pp. 496 - 509
Journal Article
Renewable and Sustainable Energy Reviews, ISSN 1364-0321, 08/2015, Volume 48, pp. 413 - 424
Journal Article
Optimal control applications & methods, ISSN 0143-2087, 1980
Journal
Journal of Machine Learning Research, ISSN 1532-4435, 07/2011, Volume 12, pp. 2121 - 2159
We present a new family of subgradient methods that dynamically incorporate knowledge of the geometry of the data observed in earlier iterations to perform... 
Adaptivity | Subgradient methods | Online learning | Stochastic convex optimization | stochastic convex optimization | adaptivity | ALGORITHM | subgradient methods | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | online learning
Journal Article
2009, Studies in computational intelligence, ISBN 3642034500, Volume 239., 226
Various structures, such as buildings, bridges, and paved roads play an important role in our lives. However, these construction projects require large... 
Computational intelligence | Structural design | Artificial Intelligence (incl. Robotics) | Engineering | Computational Intelligence | Engineering Design | Civil Engineering
Book
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