Smart Water Futures: designing the next generation of urban drinking water systems

Autoencoder-based Anomaly Detection in Streaming Data with Incremental Learning and Concept Drift Adaptation

Author(s): Jin Li; Kleanthis Malialis; Marios M. Polycarpou
Published in: 2023 International Joint Conference on Neural Networks (IJCNN), 2023
Publisher: IEEE
DOI: 10.1109/ijcnn54540.2023.10191328

Experimental setup for measuring the effect of biofilm build-up on heat transfer in drinking water pipes

Author(s): Glynis K., Blokker M., Savic D., Kapelan Z.
Published in: 2024
Publisher: WDSA/CCWI

Operational Considerations for the long Long-term Design of Water Distribution Networks

Author(s): Zanutto D., Castelletti A.F., Savic D.
Published in: 19th International Computing & Control for the Water Industry Conference, Leicester, UK, Issue 4-7 September 2023, 2023
Publisher: Oxford Abstracts

Towards a Digital Twin for expanding the capabilities of Water Distribution Networks: The case study of the TUBES experimental network

Author(s): Glynis K., Blokker M., Savic D., Kapelan Z.
Published in: 19th International Computing & Control for the Water Industry Conference, Leicester, UK, Issue 4-7 September 2023, 2023
Publisher: Oxford Abstracts

A review on staged design of water distribution networks

Author(s): Lydia Tsiami; Christos Makropoulos; Dragan Savic
Published in: Proc. 2nd International Joint Conference on Water Distribution Systems Analysis & Computing and Control in the Water Industry, Issue 18-22 July 2022, 2022, Page(s) 11
Publisher: UPV

Investigating the Suitability of Concept Drift Detection for Detecting Leakages in Water Distribution Networks

Author(s): Valerie Vaquet, Fabian Hinder, Barbara Hammer
Published in: Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods, 2024, Page(s) 296-303
Publisher: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0012361200003654

On the Fine Structure of Drifting Features

Author(s): Fabian Hinder, Valerie Vaquet, Barbara Hammer
Published in: ESANN 2024 proceesdings, 2024, Page(s) 63-68
Publisher: Ciaco - i6doc.com
DOI: 10.14428/esann/2024.es2024-89

Robust Feature Selection and Robust Training to Cope with Hyperspectral Sensor Shifts

Author(s): Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer
Published in: ESANN 2023 proceesdings, 2023, Page(s) 89-94
Publisher: Ciaco - i6doc.com
DOI: 10.14428/esann/2023.es2023-158

One Explanation to Rule them All — Ensemble Consistent Explanations

Author(s): André Artelt; Stelios Vrachimis; Demetrios Eliades; Marios Polycarpou; Barbara Hammer
Published in: Workshop on XAI at IJCAI 2022, Issue July 2022, 2022
Publisher: Tim Miller

SAM-kNN Regressor for Online Learning in Water Distribution Networks

Author(s): Jonathan Jakob; André Artelt; Martina Hasenjäger; Barbara Hammer
Published in: Proc. of ICANN 2022, Issue 15 (9), 2022, Page(s) 752-762, ISBN 978-3-031-15933-6
Publisher: Springer
DOI: 10.1007/978-3-031-15934-3_62

On the impact of operational uncertainties on water distribution system design

Author(s): Dennis Zanutto, Andrea Castelletti, Dragan Savic
Published in: 2024
Publisher: Copernicus GmbH
DOI: 10.5194/egusphere-egu24-5953

Staged Design of Water Distribution Networks: A Reinforcement Learning Approach

Author(s): Lydia Tsiami, Christos Makropoulos, Dragan Savic
Published in: The 3rd International Joint Conference on Water Distribution Systems Analysis &amp; Computing and Control for the Water Industry (WDSA/CCWI 2024), Issue 34, 2024, Page(s) 111
Publisher: MDPI
DOI: 10.3390/engproc2024069111

Incremental Learning with Concept Drift Detection and Prototype-based Embeddings for Graph Stream Classification

Author(s): Kleanthis Malialis, Jin Li, Christos G. Panayiotou, Marios M. Polycarpou
Published in: 2024 International Joint Conference on Neural Networks (IJCNN), 2024, Page(s) 1-7
Publisher: IEEE
DOI: 10.1109/ijcnn60899.2024.10650724

Self-Supervised Learning from Incrementally Drifting Data Streams

Author(s): Valerie Vaquet, Jonas Vaquet, Fabian Hinder, Kleanthis Malialis, Christos Panayiotou, Marios Polycarpou, Barbara Hammer
Published in: ESANN 2024 proceesdings, 2024, Page(s) 431-436
Publisher: Ciaco - i6doc.com
DOI: 10.14428/esann/2024.es2024-49

Spatial Graph Convolution Neural Networks for Water Distribution Systems

Author(s): Inaam Ashraf, Luca Hermes, André Artelt, Barbara Hammer
Published in: International Symposium on Intelligent Data Analysis, Issue April, 2023
Publisher: Springer
DOI: 10.1007/978-3-031-30047-9_3

Attitude Consensus Control with Disturbance Rejection for Incompletely Cooperative Multi-agent Systems on $SO(3)$

Author(s): Qingkai Meng, Andreas Kasis, Marios M. Polycarpou
Published in: 2023 62nd IEEE Conference on Decision and Control (CDC), 2024, Page(s) 5117-5122
Publisher: IEEE
DOI: 10.1109/cdc49753.2023.10383409

A Hybrid Active-Passive Approach to Imbalanced Nonstationary Data Stream Classification

Author(s): Kleanthis Malialis; Manuel Roveri; Cesare Alippi; Christos G. Panayiotou; Marios M. Polycarpou
Published in: Proc. of IEEE Symposium Series on Computational Intelligence (SSCI), Issue 4-7 December 2022, 2022, Page(s) 1021-1027, ISBN 978-1-6654-8768-9
Publisher: IEEE
DOI: 10.1109/ssci51031.2022.10022140

A Water Futures Approach on Water Demand Forecasting with Online Ensemble Learning

Author(s): Dennis Zanutto, Christos Michalopoulos, Georgios-Alexandros Chatzistefanou, Lydia Vamvakeridou-Lyroudia, Lydia Tsiami, Konstantinos Glynis, Panagiotis Samartzis, Luca Hermes, Fabian Hinder, Jonas Vaquet, Valerie Vaquet, Demetrios Eliades, Marios Polycarpou, Phoebe Koundouri, Barbara Hammer, Dragan Savić
Published in: The 3rd International Joint Conference on Water Distribution Systems Analysis &amp; Computing and Control for the Water Industry (WDSA/CCWI 2024), Issue 15, 2024, Page(s) 60
Publisher: MDPI
DOI: 10.3390/engproc2024069060

Reinforcement Learning for Adaptive Water Distribution Network Planning: Exploring its Feasibility and Potential

Author(s): L. Tsiami, C. Makropoulos, and D. Savić
Published in: 19th International Computing & Control for the Water Industry Conference, Leicester, UK, Issue 4-7 September 2023, 2023
Publisher: Oxford Abstracts

Incorporating Flexibility in the Long-Term Design of Water Distribution Systems Using Operational Variables

Author(s): Dennis Zanutto, Andrea Castelletti, Dragan Savic
Published in: The 3rd International Joint Conference on Water Distribution Systems Analysis &amp; Computing and Control for the Water Industry (WDSA/CCWI 2024), Issue 141, 2024, Page(s) 46
Publisher: MDPI
DOI: 10.3390/engproc2024069046

Unsupervised Unlearning of Concept Drift with Autoencoders

Author(s): André Artelt, Kleanthis Malialis, Christos G. Panayiotou, Marios M. Polycarpou, Barbara Hammer
Published in: 2023 IEEE Symposium Series on Computational Intelligence (SSCI), 2024, Page(s) 703-710
Publisher: IEEE
DOI: 10.1109/ssci52147.2023.10372001

Causes of Rejects in Prototype-based Classification Aleatoric vs. Epistemic Uncertainty

Author(s): Johannes Brinkrolf, Valerie Vaquet, Fabian Hinder, Barbara Hammer
Published in: ESANN 2024 proceesdings, 2024, Page(s) 191-196
Publisher: Ciaco - i6doc.com
DOI: 10.14428/esann/2024.es2024-156

WaterSafe: A Water Network Benchmark for Fault Diagnosis Research

Author(s): Vrachimis, Stelios G.; Santra, Srimanta; Agathokleous, Agathoklis; Pavlou, Pavlos; Kyriakou, Marios; Psaras, Michalis; Eliades, Demetrios G.; Polycarpou, Marios M.
Published in: Proc. 11th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes SAFEPROCESS 2022, Issue 8-10 June 2022, 2022, Page(s) 6, ISSN 2405-8963
Publisher: Elsevier Ltd
DOI: 10.1016/j.ifacol.2022.07.202

Sensor Selection for High-dimensional Swarm Systems Based on Observability Analysis

Author(s): Meng, Qingkai; Polycarpou, Marios M.
Published in: 2023 31st Mediterranean Conference on Control and Automation (MED), Issue 7, 2023, ISBN 979-8-3503-1543-1
Publisher: IEEE
DOI: 10.1109/MED59994.2023.10185854

Data Augmentation On-the-fly and Active Learning in Data Stream Classification

Author(s): Kleanthis Malialis; Dimitris Papatheodoulou; Stylianos Filippou; Christos G. Panayiotou; Marios M. Polycarpou
Published in: Proc. of IEEE Symposium Series on Computational Intelligence (SSCI), Issue 4-7 December 2022, 2022, Page(s) 1408-1414, ISBN 978-1-6654-8768-9
Publisher: IEEE
DOI: 10.1109/ssci51031.2022.10022133

Unsupervised Incremental Learning with Dual Concept Drift Detection for Identifying Anomalous Sequences

Author(s): Jin Li, Kleanthis Malialis, Christos G. Panayiotou, Marios M. Polycarpou
Published in: 2024 International Joint Conference on Neural Networks (IJCNN), 2024, Page(s) 1-8
Publisher: IEEE
DOI: 10.1109/ijcnn60899.2024.10649991

Distributed Backstepping Control for Nonlinear Switched Interconnected Systems: An Application of Water Transport Systems

Author(s): Milad Shahvali, Stelios G. Vrachimis, Marios M. Polycarpou
Published in: 2024 European Control Conference (ECC), 2024, Page(s) 1228-1233
Publisher: IEEE
DOI: 10.23919/ecc64448.2024.10590786

Localizing of Anomalies in Critical Infrastructure using Model-Based Drift Explanations

Author(s): Valerie Vaquet, Fabian Hinder, Jonas Vaquet, Kathrin Lammers, Lars Quakernack, Barbara Hammer
Published in: 2024 International Joint Conference on Neural Networks (IJCNN), 2024, Page(s) 1-8
Publisher: IEEE
DOI: 10.1109/ijcnn60899.2024.10651472

An Innovative Model-Based Methodology for Rapid Response to Drinking Water Contamination Events

Author(s): Sotirios Paraskevopoulos, Stelios G. Vrachimis, Marios S. Kyriakou, Mirjam Blokker, Patrick Smeets, Demetrios G. Eliades, Marios Polycarpou, Gertjan Medema
Published in: The 3rd International Joint Conference on Water Distribution Systems Analysis &amp; Computing and Control for the Water Industry (WDSA/CCWI 2024), 2024, Page(s) 45
Publisher: MDPI
DOI: 10.3390/engproc2024069045

Adaptive Security Control Using Output Only for Quantized Nonlinear Systems Under Irregularly Intermittent DoS Attacks

Author(s): Zhen Gao, Yongduan Song, Marios M. Polycarpou
Published in: IEEE Transactions on Cybernetics, Issue 54, 2024, Page(s) 6755-6766, ISSN 2168-2267
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/tcyb.2024.3438288

Disinfection scheduling in water distribution networks considering input time-delay uncertainty

Author(s): Stelios G. Vrachimis, Demetrios G. Eliades, Marios M. Polycarpou
Published in: Journal of Hydroinformatics, Issue 26, 2024, Page(s) 386-396, ISSN 1464-7141
Publisher: International Water Association Publishing
DOI: 10.2166/hydro.2024.099

The potential of virtual reality meetings in international research projects for greenhouse gas emission mitigation

Author(s): Peter van Thienen, Lydia Tsiami, Mollie Torello, Dragan Savić
Published in: Technological Sustainability, 2024, ISSN 2754-1312
Publisher: Emerald insight
DOI: 10.1108/techs-05-2024-0051

Battle of the Leakage Detection and Isolation Methods

Author(s): Stelios G. Vrachimis; Demetrios G. Eliades; Riccardo Taormina; Zoran Kapelan; Avi Ostfeld; Shuming Liu; Marios Kyriakou; Pavlos Pavlou; Mengning Qiu; Marios M. Polycarpou
Published in: Journal Water Resources Planning and Management, Issue 148 (12), 2022, Page(s) 20, ISSN 0733-9496
Publisher: American Society of Civil Engineers
DOI: 10.1061/(asce)wr.1943-5452.0001601

Water for Tomorrow: A Living Lab on the Creation of the Science-Policy-Stakeholder Interface

Author(s): Angelos Alamanos; Phoebe Koundouri; Lydia Papadaki; Tatiana Pliakou; Eleni Toli
Published in: Water, Issue 14 (18), 2022, Page(s) 21, ISSN 2073-4441
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/w14182879

Physics-Informed Graph Neural Networks for Water Distribution Systems

Author(s): Inaam Ashraf, Janine Strotherm, Luca Hermes, Barbara Hammer
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 38, 2024, Page(s) 21905-21913, ISSN 2374-3468
Publisher: AAAI
DOI: 10.1609/aaai.v38i20.30192

Model-based explanations of concept drift

Author(s): Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer
Published in: Neurocomputing, Issue 555, 2023, ISSN 0925-2312
Publisher: Elsevier BV
DOI: 10.1016/j.neucom.2023.126640

One or two things we know about concept drift—a survey on monitoring in evolving environments. Part B: locating and explaining concept drift

Author(s): Fabian Hinder, Valerie Vaquet, Barbara Hammer
Published in: Frontiers in Artificial Intelligence, Issue 7, 2024, ISSN 2624-8212
Publisher: Frontiers Media
DOI: 10.3389/frai.2024.1330258

Let's go to the Alien Zoo: Introducing an experimental framework to study usability of counterfactual explanations for machine learning

Author(s): Ulrike Kuhl, André Artelt, Barbara Hammer
Published in: Frontiers in Computer Science, Issue 5, 2023, ISSN 2624-9898
Publisher: Frontiers
DOI: 10.3389/fcomp.2023.1087929

A call for a fundamental shift from model-centric to data-centric approaches in hydroinformatics

Author(s): Babak Zolghadr-Asli, Ahmad Ferdowsi, Dragan Savić
Published in: Cambridge Prisms: Water, Issue 2, 2024, ISSN 2755-1776
Publisher: Cambridge Prisms
DOI: 10.1017/wat.2024.5

An Effective and Efficient Method for Identification of Contamination Sources in Water Distribution Systems Based on Manual Grab-Sampling

Author(s): Yiran Ji; Feifei Zheng; Jiawen Du; Yuan Huang; Weiwei Bi; Huan-Feng Duan; Dragan Savic; Zoran Kapelan
Published in: Water Resources Research, Issue 58, 2022, Page(s) e2022WR032784, ISSN 1944-7973
Publisher: AGU
DOI: 10.1029/2022wr032784

Alternative Types of Ambiguity and their Effects on Climate Change Regulation

Author(s): Phoebe KoundourI; Nikitas Pittis; Panagiotis Samartzis; Nikolaos Englezos; Andreas Papandreou
Published in: Open Research Europe, Issue 2 (9), 2022, Page(s) 18, ISSN 2732-5121
Publisher: DG RTD
DOI: 10.12688/openreseurope.14300.1

Interpretable SAM-kNN Regressor for Incremental Learning on High-Dimensional Data Streams

Author(s): Jakob, Jonathan; Artelt, André; Hasenjäger, Martina; Hammer, Barbara
Published in: APPLIED ARTIFICIAL INTELLIGENCE, Issue 37, 2023, ISSN 1087-6545
Publisher: Taylor & Francis
DOI: 10.1080/08839514.2023.2198846

Fairness-enhancing classification methods for non-binary sensitive features—<i>How to fairly detect leakages in water distribution systems</i>

Author(s): Janine Strotherm, Inaam Ashraf, Barbara Hammer
Published in: PeerJ Computer Science, Issue 10, 2024, Page(s) e2317, ISSN 2376-5992
Publisher: PeerJ
DOI: 10.7717/peerj-cs.2317

Secure state estimation of networked switched systems under denial-of-service attacks

Author(s): Qingkai Meng, Andreas Kasis, Hao Yang, Marios M. Polycarpou
Published in: European Journal of Control, 2024, Page(s) 101037, ISSN 0947-3580
Publisher: Lavoisier
DOI: 10.1016/j.ejcon.2024.101037

Behavioral Economics and Neuroeconomics of Environmental Values

Author(s): Koundouri, P., Hammer, B., Kuhl, U., Velias, A
Published in: Annual Review of Resource Economics, Issue 15, 2023, ISSN 1941-1340
Publisher: Annual Reviews Inc.
DOI: 10.1146/annurev-resource-101722-082743

Actuator fault detection and isolation in a class of nonlinear interconnected systems

Author(s): Hamed Tirandaz, Christodoulos Keliris, Marios Polycarpou
Published in: International Journal of Control, 2024, Page(s) 1-21, ISSN 0020-7179
Publisher: Taylor & Francis
DOI: 10.1080/00207179.2024.2310606

Nonstationary data stream classification with online active learning and siamese neural networks

Author(s): Christos Panayiotou; Marios Polycarpou; Kleanthis Malialis
Published in: Neurocomputing, Issue 512(1), 2022, Page(s) 235-252, ISSN 1872-8286
Publisher: Elsevier B.V.
DOI: 10.48550/arxiv.2210.01090

Fault-tolerant Safe Control for Water Networks: An Interconnected Switched System Approach

Author(s): Qingkai Meng, Stelios Vrachimis, Marios M. Polycarpou
Published in: IFAC-PapersOnLine, Issue 58, 2024, Page(s) 294-299, ISSN 2405-8963
Publisher: Elsevier
DOI: 10.1016/j.ifacol.2024.07.233

Actuator and sensor fault isolation in a class of nonlinear dynamical systems

Author(s): Hamed Tirandaz, Christodoulos Keliris, Marios M. Polycarpou
Published in: Journal of Automation and Intelligence, Issue 3, 2024, Page(s) 57-72, ISSN 2949-8554
Publisher: Elsevier B.V.
DOI: 10.1016/j.jai.2024.03.001

Contamination event diagnosis in drinking water networks: A review

Author(s): Demetrios G. Eliades, Stelios G. Vrachimis, Alireza Moghaddam, Ioannis Tzortzis, Marios M. Polycarpou
Published in: Annual Reviews in Control, Issue 55, 2023, Page(s) 420-441, ISSN 1367-5788
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.arcontrol.2023.03.011

Feature-based analyses of concept drift

Author(s): Fabian Hinder, Valerie Vaquet, Barbara Hammer
Published in: Neurocomputing, Issue 600, 2024, Page(s) 127968, ISSN 0925-2312
Publisher: Elsevier BV
DOI: 10.1016/j.neucom.2024.127968

One or two things we know about concept drift—a survey on monitoring in evolving environments. Part A: detecting concept drift

Author(s): Fabian Hinder, Valerie Vaquet, Barbara Hammer
Published in: Frontiers in Artificial Intelligence, Issue 7, 2024, ISSN 2624-8212
Publisher: Frontiers Media
DOI: 10.3389/frai.2024.1330257

Modeling the health impact of wastewater contamination events in drinking water networks

Author(s): Sotirios Paraskevopoulos, Stelios Vrachimis, Marios Kyriakou, Demetrios G. Eliades, Patrick Smeets, Marios Polycarpou, Gertjan Medema
Published in: Journal of Cleaner Production, Issue 479, 2024, Page(s) 143997, ISSN 0959-6526
Publisher: Elsevier BV
DOI: 10.1016/j.jclepro.2024.143997

FairGLVQ: Fairness in Partition-Based Classification

Author(s): Felix Störck, Fabian Hinder, Johannes Brinkrolf, Benjamin Paassen, Valerie Vaquet, Barbara Hammer
Published in: Lecture Notes in Networks and Systems, Advances in Self-Organizing Maps, Learning Vector Quantization, Interpretable Machine Learning, and Beyond, 2024, Page(s) 141-151
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-67159-3_17

Challenges, Methods, Data–A Survey of Machine Learning in Water Distribution Networks

Author(s): Valerie Vaquet, Fabian Hinder, André Artelt, Inaam Ashraf, Janine Strotherm, Jonas Vaquet, Johannes Brinkrolf, Barbara Hammer
Published in: Lecture Notes in Computer Science, Artificial Neural Networks and Machine Learning – ICANN 2024, 2024, Page(s) 155-170
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-72356-8_11

Optimal Control Approaches to Sustainability Under Uncertainty

Author(s): Koundouri, P., Papayiannis, G.I., Yannacopoulos, A.N
Published in: SDGs in the European Region . Implementing the UN Sustainable Development Goals – Regional Perspectives, 2022, ISBN 978-3-030-91261-1
Publisher: Springer
DOI: 10.1007/978-3-030-91261-1_46-1

Adversarial Attacks on Leakage Detectors in Water Distribution Networks

Author(s): Paul Stahlhofen, André Artelt, Luca Hermes, Barbara Hammer
Published in: Lecture Notes in Computer Science, Advances in Computational Intelligence, 2023, Page(s) 451-463
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-43078-7_37

A Remark on Concept Drift for Dependent Data

Author(s): Fabian Hinder, Valerie Vaquet, Barbara Hammer
Published in: Lecture Notes in Computer Science, Advances in Intelligent Data Analysis XXII, 2024, Page(s) 77-89
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-58547-0_7

For Better or Worse: The Impact of Counterfactual Explanations’ Directionality on User Behavior in xAI

Author(s): Ulrike Kuhl, André Artelt, Barbara Hammer
Published in: Communications in Computer and Information Science, Explainable Artificial Intelligence, 2023, Page(s) 280-300
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-44070-0_14

Fairness-Enhancing Ensemble Classification in Water Distribution Networks

Author(s): Janine Strotherm, Barbara Hammer
Published in: Lecture Notes in Computer Science, Advances in Computational Intelligence, 2023, Page(s) 119-133
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-43085-5_10

A Robust Multi‐Objective Pressure Sensor Placement Method for Burst Detection in Water Distribution Systems

Author(s): Kun Du, Jinxin Yu, Feifei Zheng, Wei Xu, Dragan Savic, Zoran Kapelan
Published in: Water Resources Research, Issue 60, 2024, ISSN 0043-1397
Publisher: American Geophysical Union
DOI: 10.1029/2024wr037258

Making Waves: Towards data-centric water engineering

Author(s): Guangtao Fu, Dragan Savic, David Butler
Published in: Water Research, Issue 256, 2024, Page(s) 121585, ISSN 0043-1354
Publisher: Elsevier BV
DOI: 10.1016/j.watres.2024.121585

Improving the Understanding of Secondary Impacts of Isolation Valve Closures on the Performance of Water Distribution Systems

Author(s): Zixuan Zheng, Feifei Zheng, Zhexian Qi, Jinhua Wen, Junyi Chen, Huan-Feng Duan, Dragan Savic, Zoran Kapelan
Published in: Journal of Water Resources Planning and Management, Issue 150, 2024, ISSN 0733-9496
Publisher: American Society of Civil Engineers
DOI: 10.1061/jwrmd5.wreng-6505

Optimal rehabilitation planning for aged water distribution mains considering cascading failures of interdependent infrastructure systems

Author(s): Amin Minaei, Mohsen Hajibabaei, Dragan Savic, Enrico Creaco, Robert Sitzenfrei
Published in: Journal of Hydroinformatics, Issue 25, 2023, Page(s) 2084-2105, ISSN 1464-7141
Publisher: International Water Association Publishing
DOI: 10.2166/hydro.2023.165

Optimized phased planning for dynamic rehabilitation of integrated municipal infrastructure

Author(s): Amin Minaei, Soliman Abusamra, Mohsen Hajibabaei, Dragan Savic, Aaron C. Zecchin, Enrico Creaco, Robert Sitzenfrei
Published in: AQUA — Water Infrastructure, Ecosystems and Society, Issue 73, 2024, Page(s) 1389-1405, ISSN 2709-8028
Publisher: IWA publishing
DOI: 10.2166/aqua.2024.083

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