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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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