M
Matteo Giuliani
Researcher at Polytechnic University of Milan
Publications - 131
Citations - 3545
Matteo Giuliani is an academic researcher from Polytechnic University of Milan. The author has contributed to research in topics: Environmental science & Biology. The author has an hindex of 28, co-authored 98 publications receiving 2510 citations. Previous affiliations of Matteo Giuliani include Instituto Politécnico Nacional.
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Evolutionary algorithms and other metaheuristics in water resources
Holger R. Maier,Zoran Kapelan,Joseph R. Kasprzyk,Joshua B. Kollat,L. S. Matott,Maria da Conceição Cunha,Graeme C. Dandy,Matthew S. Gibbs,Edward Keedwell,Angela Marchi,Avi Ostfeld,Dragan Savic,Dimitri Solomatine,Jasper A. Vrugt,Aaron C. Zecchin,Barbara S. Minsker,Emily Barbour,George Kuczera,F. Pasha,Andrea Castelletti,Matteo Giuliani,Patrick M. Reed +21 more
TL;DR: Future EA-based applications to real-world problems require a fundamental shift of focus towards improving problem formulations, understanding general theoretic frameworks for problem decompositions, major advances in EA computational efficiency, and most importantly aiding real decision-making in complex, uncertain application contexts.
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Benefits and challenges of using smart meters for advancing residential water demand modeling and management
TL;DR: This manuscript is the first comprehensive review of the literature in this quickly evolving water research domain and contributes a general framework for the classification of residential water demand modeling studies, which allows revising consolidated approaches, describing emerging trends, and identifying potential future developments.
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Curses, Tradeoffs, and Scalable Management: Advancing Evolutionary Multiobjective Direct Policy Search to Improve Water Reservoir Operations
TL;DR: This analysis explores the technical and practical implications of using EMODPS through a careful diagnostic assessment of the effectiveness and reliability of the overall EModPS solution design as well as of the resulting Pareto-approximate operating policies.
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Robustness Metrics: How Are They Calculated, When Should They Be Used and Why Do They Give Different Results?
Cameron McPhail,Holger R. Maier,Jan H. Kwakkel,Matteo Giuliani,Andrea Castelletti,Seth Westra +5 more
TL;DR: A conceptual framework describing when relative robustness values of decision alternatives obtained using different metrics are likely to agree and disagree is introduced, used as a measure of how “stable” the ranking of decision alternative is when determined using different robustness metrics.
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Many‐objective reservoir policy identification and refinement to reduce policy inertia and myopia in water management
TL;DR: In this article, a decision analytic framework is proposed to overcome policy inertia and myopia in complex river basin management contexts, which combines reservoir policy identification, many-objective optimization under uncertainty, and visual analytics to characterize current operations and discover key trade-offs between alternative policies for balancing competing demands and system uncertainties.