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Information on didactic, research and institutional assignments on this page are certified by the University; more information, prepared by the lecturer, are available on the personal web page and in the curriculum vitae indicated on this webpage.
Italiano
Information
LecturerCastelletti Andrea Francesco
QualificationFull professor full time
Belonging DepartmentDipartimento di Elettronica, Informazione e Bioingegneria
Scientific-Disciplinary SectorIINF-04/A - Systems And Control Engineering
Curriculum VitaeDownload CV (328.16Kb - 26/02/2025)
OrcIDhttps://orcid.org/0000-0002-7923-1498

Contacts
Office hours
DepartmentFloorOfficeDayTimetableTelephoneFaxNotes
Dipartimento di Elettronica e Informazione2216MondayFrom 10:00
To 11:00		3584---L'orario è indicativo, si prega di contattare il docente via e-mail per conferma o per concordare altra data.
E-mailandrea.castelletti@polimi.it
Personal websitehttp://www.ei.deib.polimi.it/

Data source: RE.PUBLIC@POLIMI - Research Publications at Politecnico di Milano

List of publications and reserach products for the year 2025 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Journal Articles
Artificial intelligence for modeling and understanding extreme weather and climate events (Show >>)
Non-linear multi-objective Bayesian MPC of water reservoir systems (Show >>)
Reinforcement Learning of Multi‐Timescale Forecast Information for Designing Operating Policies of Multi‐Purpose Reservoirs (Show >>)
Solving the robustness puzzle: The joint impact of optimization approach, robustness metrics, and scenarios on water resources management under deep uncertainty (Show >>)
Unwrapping the triptych of climatic, social and energy-market uncertainties in the operation of multipurpose hydropower reservoirs (Show >>)
What drives farmers’ behavior under climate change? Decoding risk awareness, perceived impacts, and adaptive capacity in northern Italy (Show >>)


List of publications and reserach products for the year 2024 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Abstract in Atti di convegno
A Multi-dimensional Safe Operating Space Evaluation Framework for Regional Water Resources Systems (Show >>)
Advancing Physical Interpretability of Arctic Sea Ice Dynamics through Automatic Feature Selection (Show >>)
Advancing drought detection and management using ML enhanced impact-based drought indexes (Show >>)
Assessing the Effect of Droughts on Complex Multi-sector Water Systems (Show >>)
Autoencoder- based model for improving reconstruction of heat waves using the analogue method (Show >>)
Bridging Transboundary Rivers: Adressing Inequities through Operational Flexibility in Cooperative Basin Management (Show >>)
Exploring the impact of robustness metrics and optimization approaches for decision support under deep uncertainty (Show >>)
From multi-decadal energy planning to hourly power dispatch: evaluating the reliability of energy projections in the Southern African Power Pool (Show >>)
Impact of socio-economic and climatic scenarios on power trade vulnerability in Africa (Show >>)
Inferring human preferences in multisector systems via Inverse Reinforcement Learning (Show >>)
Mastering multi-scale ensemble forecasts using Reinforcement Learning for advancing Forecast Informed Reservoir Operation (Show >>)
Merging social learning and behavior modelling to reinforce farmers adaptation to climate change (Show >>)
Multi-Objective Forecast-Informed Reservoir Operation at different time scales using a Neuro Evolutionary algorithm (Show >>)
Multi-sector Multi-purpose Adaptation of Alpine water Systems in a Changing World (Show >>)
On the impact of operational uncertainties on water distribution system design (Show >>)
Opportunities and challenges of Ensemble Forecast and Cross-Validation for MOEA optimisation in water resources management (Show >>)
Reconsidering hydropower in the African energy transition (Show >>)
Reoperating hydropower dams to improve sediment connectivity in the Mekong river basin (Show >>)
Robust water resources management: How optimization approaches influence robust policy and operational decisions under uncertainty (Show >>)
Social data, narratives, and agent-based modelling to explore farmers’ behaviour and climate change actions (Show >>)
Soft integration of an Integrated Assessment Model and an Energy System Model for the multi-sectorial evaluation of African energy transition pathways (Show >>)
Stakeholders dialogues to reinforce the governance of the WEFE nexus in complex water systems. Learning from Lake Como, Italy (Show >>)
Unveiling behavioral heterogeneity: An Agent-Based Model exploration of farmer decision-making in the face of climate change (Show >>)
Use-case specific performance assessment of sub-seasonal to seasonal drought predictions for local-scale applications in the Netherlands, Spain, and Italy (Show >>)
Poster
Constructing a Social Media-Based Index to Capture the Socio-Economic Impacts of Droughts (Show >>)
Modeling heterogeneous farmers' response to climate change via agent-based simulation (Show >>)
Conference proceedings
Ensemble Forecasts with Blocked K-Fold Cross-Validation in Multi-Objective Water Systems Control (Show >>)
Incorporating flexibility in the long-term design of water distribution systems using operational variables (Show >>)
Interpretable Machine Learning for Extreme Events detection: An application to droughts in the Po River Basin (Show >>)
Journal Articles
A systematic framework for data augmentation for tropical cyclone intensity estimation using deep learning (Show >>)
Analysis, characterization, prediction, and attribution of extreme atmospheric events with machine learning and deep learning techniques: a review (Show >>)
Autoencoder‐based flow‐analogue probabilistic reconstruction of heat waves from pressure fields (Show >>)
Average domination: A new multi-objective value metric applied to assess the benefits of forecasts in reservoir operations under different flood design levels (Show >>)
Combining wavelet-enhanced feature selection and deep learning techniques for multi-step forecasting of urban water demand (Show >>)
Coupled simulation of urban water networks and interconnected critical urban infrastructure systems: A systematic review and multi-sector research agenda (Show >>)
Dam Reoperation to Mitigate Changing Climate Extremes in the Omo River Basin, Ethiopia (Show >>)
Downscaling, bias correction, and spatial adjustment of extreme tropical cyclone rainfall in ERA5 using deep learning (Show >>)
Exploring the Climate Puzzle: A Surprising Twist in Fighting Climate Change (Show >>)
Floating photovoltaics may reduce the risk of hydro-dominated energy development in Africa (Show >>)
How do irrigation district managers deal with climate change risks? Considering experiences, tipping points, and risk normalization in northern Italy (Show >>)
Integrating Inverse Reinforcement Learning and Direct Policy Search for Modeling Multipurpose Water Reservoir Systems (Show >>)
Long-term temperature prediction with hybrid autoencoder algorithms (Show >>)
Rethinking energy planning to mitigate the impacts of African hydropower (Show >>)
Robust Hydropower Planning Balances Energy Generation, Carbon Emissions and Sediment Connectivity in the Mekong River Basin (Show >>)
Robust Stackelberg Equilibrium Water Allocation Patterns in Shallow Groundwater Areas (Show >>)
Targeting farmers’ heterogeneity to enrich climate change adaptation policy design: findings from northern Italy (Show >>)
Transboundary cooperation in infrastructure operation generates economic and environmental co-benefits in the Lancang-Mekong River Basin (Show >>)


List of publications and reserach products for the year 2023 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Abstract in Atti di convegno
Climate change adaptation through integrated management of water reuse technologies (Show >>)
Closing the loop between water supply and demand in the Nile River Basin under global change (Show >>)
Clustering farmers’ adaptation preferences to face climate change in northern Italy (Show >>)
Combining farmers’ heterogeneity and risk preferences in the ABNexus model to reinforce behavior modelling and decision-making processes (Show >>)
Detection of Arctic rivers streamflow drivers through automatic feature selection (Show >>)
From Correlation to Causation: Discovering the Drivers of Urban Water Demands in the Contiguous United States (Show >>)
How effectively (or not) can science and research be turned into adopted solutions and policies? (Show >>)
Improving the spatial accuracy of extreme tropical cyclone rainfall in ERA5 using deep learning (Show >>)
Integrated planning methods to identify dam portfolios that minimize environmental and climatic impacts of new African hydropower (Show >>)
Integrating farmers’ risk aversion in climate change behavioral modelling to improve decision-making processes (Show >>)
Machine-learning enhanced forecast of tropical cyclone rainfall for anticipatory humanitarian action  (Show >>)
Operational considerations for the long-term design of water distribution systems (Show >>)
Political instability influence on hydropower planning in Africa: a continental scale analysis (Show >>)
Social-learning processes and behaviour modelling to reinforce climate change and policy design (Show >>)
Underlying farmers’ storylines and behaviour on climate change to reinforce risk assessment in northern Italy (Show >>)
Poster
A Neural Granger Causality Inference Approach to Identify Meteorological and Socio-Demographic Drivers of Urban Water Demand in the Contiguous United States (Show >>)
Evaluating the Value of Water Demand Forecasts for Real-Time Operation of Water Distribution Networks (Show >>)
Conference proceedings
Scenario-based model predictive control of water reservoir systems (Show >>)
Journal Articles
A survey of water utilities’ digital transformation: drivers, impacts, and enabling technologies (Show >>)
Balancing Sediment Connectivity and Energy Production via Optimized Reservoir Sediment Management Strategies (Show >>)
ChatGPT in Hydrology and Earth Sciences: Opportunities, Prospects, and Concerns (Show >>)
Climate change awareness, perceived impacts, and adaptation from farmers’ experience and behavior: a triple-loop review (Show >>)
Declining cost of renewables and climate change curb the need for African hydropower expansion (Show >>)
Exploding the myths: An introduction to artificial neural networks for prediction and forecasting (Show >>)
Investigating the characteristics of residential end uses of water: A worldwide review (Show >>)
Model Predictive Control of water resources systems: A review and research agenda (Show >>)
Multi-objective optimal design of interbasin water transfers: The Tagus-Segura aqueduct (Spain) (Show >>)
Operationalizing equity in multipurpose water systems (Show >>)
Operations Eclipse Sequencing in Multipurpose Dam Planning (Show >>)
Optimisation-based refinement of genesis indices for tropical cyclones (Show >>)
The determinants of household water consumption: A review and assessment framework for research and practice (Show >>)
Tropical Cyclone Genesis Potential Indices in a New High‐Resolution Climate Models Ensemble: Limitations and Way Forward (Show >>)


List of publications and reserach products for the year 2022 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Abstract in Atti di convegno
A triple-loop survey to delve into physical climate storylines and address climate risk management: Learning from farmers’ perception and behaviour in northern Italy (Show >>)
Advancing drought monitoring via feature extraction and multi-task learning algorithms (Show >>)
Advancing the operation of multipurpose water reservoirs with multi-timescale forecasts: Application to Lake Como (Show >>)
Arctic sea ice dynamics forecasting through interpretable machine learning (Show >>)
Balancing sediment connectivity and energy production via optimized reservoir sediment management strategies (Show >>)
Can Machine Learning Help Human-Water Systems Models “Behave” Better? (Show >>)
Carbon intensity of hydropower: a key driver of power capacity expansion under climate policy in the African continent (Show >>)
Climate change adaptation through water portfolios planning in Alpine water systems (Show >>)
Climate change risk and farmers’ behavior: Testing main driving factors from social learning in northern Italy (Show >>)
Climate change, hydrological variability, and declining cost of renewables reduce economic viability of African hydropower potential (Show >>)
Combining farmers and irrigation consortia’s perspectives on climate change to reduce risk aversion and reinforce policy making at the regional scale (Show >>)
Connecting spatial climate information to infrastructure operations using deep reinforcement learning (Show >>)
Connecting spatial climate information to infrastructure operations using deep reinforcement learning (Show >>)
Contrasting farmers' perception of climate change and climatic data: How (in)consistency supports risk reduction and resilience? (Show >>)
Cooperative adaptive climate policies to balance economic, temperature and inequality objectives in the presence of deep uncertainty in the RICE50+ IAM (Show >>)
Cooperative adaptive climate policies: an application of the EMODPS algorithm to deal with multiple objectives and deep uncertainty in the RICE50+ integrated assessment model (Show >>)
Data-driven Modelling of Urban Water Demands across Multiple Spatial and Temporal Scales: The Case Study of Milan, Italy (Show >>)
Dynamic Water-Energy-Food nexus management in transboundary river basins incorporating water infrastructure operation and demand control (Show >>)
Exploring the unintended consequences of climate change mitigation for African river basins (Show >>)
Extracting the most valuable information from multi-timescale hydrological forecasts for informing the operation of multipurpose water systems (Show >>)
Farmers' attitudes regarding climate change: How risk awareness and perception effects adaptive capacity? (Show >>)
How water demand interventions can influence water management in the Nile River Basin (Show >>)
Hydropower capacity expansion in the African continent under different socio-economic and climate policy scenarios (Show >>)
Integrated real-time control of water reservoirs with deterministic and probabilistic multi-timescale forecasts: Application to the Lake Como (Show >>)
Integrating agent-based modelling and behavioural data analytics: A case study of climate change farmers’ perception in Italy (Show >>)
Linking sediment transport and river morphology (Show >>)
Multi-scale Modelling of Urban Water Demand under Urban Development and Societal Uncertainties: The Case Study of Milan, Italy (Show >>)
Multi-timescale hydro-meteorological forecasts for the optimal control of the multipurpose Lake Como (Show >>)
Operationalizing equity in multipurpose water systems control (Show >>)
Optimizing the operating rule of a controversial interbasin water transfer: the Tagus-Segura aqueduct (Spain) (Show >>)
Regulation of the Alpine Lake Como under climate change. Bottom-Up vs Top-Down approach, and CMIP5 vs CMIP6 (Show >>)
Robust Dam Planning in the Mekong River Basin accounting for GHGs Emissions and River Sediment Connectivity (Show >>)
Robust River Basin planning under extreme climate events and socio-economic changes: the Red River Basin in China-Vietnam (Show >>)
Tropical cyclone genesis potential in CMIP6 climate models (Show >>)
Understanding Arctic Sea Ice Variability and its Patterns: A Comparative Clustering Analysis (Show >>)
Unintended consequences of climate change mitigation for African river basins (Show >>)
Using Genetic Algorithms to Optimise Genesis Potential Indices for Tropical Cyclone Genesis (Show >>)
Contributions on scientific books
Multi-Objective Robust Planning Tools (Show >>)
Water and Climate Cange: Water Management in Transboundary River Basins Under Climate Change (Show >>)
Conference proceedings
Comparing Predictive Machine Learning Models for Short-and Long-Term Urban Water Demand Forecasting in Milan, Italy (Show >>)
Hourly operation of a regulated lake via Model Predictive Control (Show >>)
Integrating local and global projections for the generation of water demand scenarios in the Red River Basin, Vietnam (Show >>)
Surrogate modeling for water reuse planning in complex water systems (Show >>)
Journal Articles
A Dynamic, Network Scale Sediment (Dis)Connectivity Model to Reconstruct Historical Sediment Transfer and River Reach Sediment Budgets (Show >>)
Advancing reservoir operations modelling in SWAT to reduce socio-ecological tradeoffs (Show >>)
Climate uncertainty and technological innovation shape investments in renewable energy for small off-grid islands (Show >>)
Disentangling Sources of Future Uncertainties for Water Management in Sub-Saharan River Basins (Show >>)
From optimal to robust climate strategies: expanding integrated assessment model ensembles to manage economic, social, and environmental objectives (Show >>)
Learning-based hierarchical control of water reservoir systems (Show >>)
Neuro-Evolutionary Direct Policy Search for Multiobjective Optimal Control (Show >>)
On farmers’ perceptions of climate change and its nexus with climate data and adaptive capacity. A comprehensive review (Show >>)
Participatory design of robust and sustainable development pathways in the Omo-Turkana river basin (Show >>)
Save the Mekong Delta from drowning (Show >>)
Self‐Adaptive Multi‐Objective Climate Policies Align Mitigation and Adaptation Strategies (Show >>)
Soft-cooperation via data sharing eases transboundary conflicts in the Lancang-Mekong River Basin (Show >>)
Strategic planning of hydropower development: balancing benefits and socioenvironmental costs (Show >>)
Unintended consequences of climate change mitigation for African river basins (Show >>)


List of publications and reserach products for the year 2021 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Abstract in Atti di convegno
A Basin-Scale, Dynamic Sediment (Dis)Connectivity Model to Reconstruct Historical Geomorphological Disruptions and Explore Future Sediment Transport Trajectories (Show >>)
A dynamic, network scale sediment (dis)connectivity model to reconstruct historical sediment transfers and river reach sediment budgets (Show >>)
Adaptive normative constraints to mitigate climate change induced conflicts in a snowmelt dominated water system (Show >>)
Advancing drought monitoring via feature extraction (Show >>)
An agent-based negotiating framework for international climate agreements (Show >>)
Can we use flood control infrastructures in forecast-based drought management in a drying climate? (Show >>)
Connecting Spatial Climate Information to Infrastructure Operations using Deep Reinforcement Learning (Show >>)
Disentailing Sources of Future Uncertainties for Water Management Policies in a Subtropical Water System. (Show >>)
Exploring socio-natural factors of farmers’ adaptation: A review on risk awareness and perception towards climate change (Show >>)
Flexible Balance of Adaptation and Mitigation via Self-Adaptive Multi-Objective Climate Policies (Show >>)
How far is climate change adaptation policy from practice? Contrasting the effectiveness and acceptance of local and regional strategies in irrigated agricultural systems in Northern Italy (Show >>)
Improving the decision-making in DICE: self-adaptive climate policies to handle explicit uncertainty and adaptation modelling (Show >>)
Joint design of floating solar plant and dam operating policies for waterborne epidemics control: an assessment on the Kariba dam (Show >>)
Modelling farmer behaviours in coupled human-nature systems under changing climate and society (Show >>)
Policy Representation Learning for Multiobjective Reservoir Policy Design with Different Objective Dynamics (Show >>)
Rethinking reservoir operations: how expanding operation goals can yield win-win climate adaptation outcomes (Show >>)
Robust African Hydropower Development under Global Socio-Economic Uncertainties (Show >>)
Robust multi-scale strategies for increasing the resilience of the Mekong Delta (Show >>)
Social surveys to support personal experience in human-water-climate change interactions. A review on farmers' behavior (Show >>)
Social-learning from Farmers’ Experience and Behavior: A Triple-loop Analysis on Climate Change Awareness, Perceived Impacts, and Adaptation (Show >>)
Strategic Dam Planning Accounting for Greenhouse Gases Emissions and River Sediment Connectivity (Show >>)
The AWESOME Project: A decision analytic framework for managing Water Energy Food and Ecosystems across sectors and scales in the South Mediterranean (Show >>)
The HydroSocial Cycle approach to deepen on socio-ecological systems analysis and water management (Show >>)
When Timing Matters - Misdesigned Dam Filling Impacts Hydropower Sustainability (Show >>)
ide3a: A Digital Campus for Transdisciplinary Research on Interconnected Urban Critical Infrastructure Systems (Show >>)
Poster
Comparative analysis of different spatial clustering techniques to model Arctic sea ice dynamics (Show >>)
Data-driven Modelling of Urban Water Demand in Major European Cities: the Case Study of Milan, Italy. (Show >>)
Contributions on scientific books
Water Resources Planning and Management in a Changing Climate and Society (Show >>)
Conference proceedings
Time-Variant Variational Transfer for Value Functions (Show >>)
Journal Articles
A State-of-the-Art Review of Optimal Reservoir Control for Managing Conflicting Demands in a Changing World (Show >>)
Advancing the representation of reservoir hydropower in energy systems modelling: The case of Zambesi River Basin (Show >>)
Descriptive or normative: How does reservoir operations modeling influence hydrological simulations under climate change? (Show >>)
Designing With Information Feedbacks: Forecast Informed Reservoir Sizing and Operation (Show >>)
Exploring future vulnerabilities of subalpine Italian regulated lakes under different climate scenarios: bottom‐up vs top-down and CMIP5 vs CMIP6 (Show >>)
Hydroclimatic change challenges the EU planned transition to a carbon neutral electricity system (Show >>)
Long-term water conservation is fostered by smart meter-based feedback and digital user engagement (Show >>)
Persistent inequality in economically optimal climate policies (Show >>)
Policy Representation Learning for Multiobjective Reservoir Policy Design With Different Objective Dynamics (Show >>)
Sediment transport at the network scale and its link to channel morphology in the braided Vjosa River system (Show >>)
Strategic basin and delta planning increases the resilience of the Mekong Delta under future uncertainty (Show >>)
Urban water consumption at multiple spatial and temporal scales. A review of existing datasets (Show >>)
When timing matters—misdesigned dam filling impacts hydropower sustainability (Show >>)
manifesti v. 3.9.3 / 3.9.3
Area Servizi ICT
29/04/2025