S
Stefano Galelli
Researcher at Singapore University of Technology and Design
Publications - 97
Citations - 2436
Stefano Galelli is an academic researcher from Singapore University of Technology and Design. The author has contributed to research in topics: Emulation & Feature selection. The author has an hindex of 23, co-authored 81 publications receiving 1651 citations. Previous affiliations of Stefano Galelli include National University of Singapore & Lamont–Doherty Earth Observatory.
Papers
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An evaluation framework for input variable selection algorithms for environmental data-driven models
Stefano Galelli,G. Humphrey,Holger R. Maier,Andrea Castelletti,Graeme C. Dandy,Matthew S. Gibbs +5 more
TL;DR: A new framework is proposed for the evaluation and inter-comparison of IVS methods which takes into account a wide range of dataset properties that are relevant to real world environmental data, assessment criteria selected to highlight algorithm suitability in different situations of interest, and a website for sharing data, algorithms and results.
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Position Paper: A general framework for Dynamic Emulation Modelling in environmental problems
TL;DR: The main aim of the paper is to provide an introduction to emulation modelling together with a unified strategy for its application, so that modellers from different disciplines can better appreciate how it may be applied in their area of expertise.
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Tree-based reinforcement learning for optimal water reservoir operation
TL;DR: In this paper, a reinforcement learning approach, called fitted Q-iteration, is presented: it combines the principle of continuous approximation of the value functions with a process of learning off-line from experience to design daily, cyclostationary operating policies.
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Battle of the Attack Detection Algorithms: Disclosing Cyber Attacks on Water Distribution Networks
Riccardo Taormina,Stefano Galelli,Nils Ole Tippenhauer,Elad Salomons,Avi Ostfeld,Demetrios G. Eliades,Mohsen Aghashahi,Raanju R. Sundararajan,Mohsen Pourahmadi,M. Katherine Banks,Bruno Melo Brentan,Enrique Campbell,Gustavo Meirelles Lima,Daniel Manzi,David Ayala-Cabrera,Manuel Herrera,Idel Montalvo,Joaquín Izquierdo,Edevar Luvizotto,Sarin E. Chandy,Amin Rasekh,Zachary A. Barker,Bruce Campbell,M. Ehsan Shafiee,Marcio Giacomoni,Nikolaos Gatsis,Ahmad F. Taha,Ahmed A. Abokifa,Kelsey Haddad,Cynthia S. Lo,Pratim Biswas,M. Fayzul K. Pasha,Bijay Kc,Saravanakumar Lakshmanan Somasundaram,Mashor Housh,Ziv Ohar +35 more
TL;DR: The BATtle of the Attack Detection ALgorithms (BATADAL) is the most recent competition on planning and management of water networks undertaken within the Water Distribution Systems Analysis...
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Characterizing Cyber-Physical Attacks on Water Distribution Systems
TL;DR: This work contributes a modeling framework to characterize the effect of cyber-physical attacks (CPAs) on the hydraulic behavior of water distribution systems.