Acknowledgements

Authors SV, DE, PP and MP would like to acknowledge that part of this work has been partially funded by the European Union Horizon 2020 program under Grant Agreement No. 739551 (KIOS CoE), by the Interreg V-A Greece-Cyprus 2014-2020 program, co-financed by the European Union (ERDF) and National Funds of Greece and Cyprus under project SmartWater2020.

Authors AO and MQ would like to acknowledge that part of this work has been partially funded by the Deutsche Forschungsgemeinschaft (DFG).

Special thanks to Marios Kyriakou for the development of the software which generated the dataset and the EPANET-MATLAB Toolkit.

Thanks also to the ECE 807 students of the MSc in Intelligent Critical Infrastructure Systems of the University of Cyprus who assisted in evaluating the dataset.