journal article·2025-05-29Open access

A Modelling Framework for the Hydraulic Simulation of a Water Distribution System Under Data Scarcity: Application in the City of Farsala, Greece

Pantelis Sidiropoulos, Achilleas Papadomanolakis, Aikaterini Lyra, Nikitas Mylopoulos, Lampros Vasiliades

Applied Sciences· Volume 15· Issue 11

Abstract

Access to safe and reliable water is a fundamental requirement for sustainable urban development. However, water distribution systems (WDSs), particularly in small and aging municipalities, face persistent challenges, including infrastructure degradation, population growth, and limited operational data. This study presents a comprehensive hydraulic modeling framework for the city of Farsala, Central Greece, an area characterized by significant data scarcity and outdated water network records. A novel methodology was developed that combines AutoCAD-based network digitization, GIS data integration, field surveys, and real-time SCADA telemetry to create a high-fidelity and operational hydraulic model using WaterGEMS software. The model was calibrated and validated using observed pressure and flow data, achieving high performance metrics, including a Nash–Sutcliffe efficiency (NSE) of 0.841 and R2 of 0.90. Extended period simulations (EPS) were conducted to evaluate system behavior over a 24 h cycle, revealing critical insights into pressure distribution, peak demand conditions, and leakage hotspots. The results demonstrate that even under constrained data conditions, it is possible to construct a robust and decision-supportive model, offering valuable guidance for future system upgrades, leakage control strategies, and smart infrastructure planning in similar urban environments.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Water Systems and Optimization · Urban Stormwater Management Solutions · Hydrology and Watershed Management Studies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Laboratory of Hydraulic Works and Environmental Management, School of Rural and Surveying Engineering, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece

Laboratory of Hydrology and Aquatic Systems Analysis, Department of Civil Engineering, School of Engineering, University of Thessaly, 38334 Volos, Greece

Funding

Municipal Water and Sewerage Company of Farsala

References (43)

Show source-provided references
1. A REVIEW OF MODELING AND APPLICATION OF WATER DISTRIBUTION NETWORKS (WDN) SOFTWARES
2. Integrated Water Resources Management in Cities in the World: Global Challenges10.1007/s11269-023-03475-3 ↗
3. Mehta, D.J., Yadav, V., Waikhom, S.I., and Prajapati, K. (2017, January 13–18). DESIGN OF OPTIMAL WATER DISTRIBUTION SYSTEMS USING WATERGEMS: A CASE STUDY OF SURAT CITY. Proceedings of the 37th IAHR World Congress, Kuala Lumpur, Malaysia.
4. Distribution Network Assessment Using EPANET for Intermittent and Continuous Water Supply10.1007/s11269-014-0707-y ↗
5. Wagner, E.G., Lanoix, J.N., and World Health Organization (1959). Water Supply for Rural Areas and Small Communities/Edmund G. Wagner, J.N. Lanoix, World Health Organization.
6. Mentes, A., Galiatsatou, P., Spyrou, D., Samaras, A., and Stournara, P. (2020). Hydraulic Simulation and Analysis of an Urban Center’s Aqueducts Using Emergency Scenarios for Network Operation: The Case of Thessaloniki City in Greece. Water, 12.10.3390/w12061627 ↗
7. Urban Water Demand Assessment for Sustainable Water Resources Management, under Climate Change and Socioeconomic Changes10.2166/ws.2019.199 ↗
8. Real-Time Water Distribution System Hydraulic Modeling Using Prior Demand Information by Formal Bayesian Approach10.1061/(ASCE)WR.1943-5452.0001137 ↗
9. Trends and Applications of Machine Learning in Water Supply Networks Management10.3926/jiem.3280 ↗
10. Identification of Critical Pipes for Water Distribution Network Rehabilitation10.1007/s11269-021-02994-1 ↗
11. Leakage Detection and Localization in a Water Distribution Network through Comparison of Observed and Simulated Pressure Data10.1061/(ASCE)WR.1943-5452.0001503 ↗
12. Exploring the Key Facets of Leakage Dynamics in Water Distribution Networks: Experimental Verification, Hydraulic Modeling, and Sensitivity Analysis10.1016/j.jclepro.2022.132236 ↗
13. Designing Water Supply Distribution Network Using Loop Software for Zone-I of Village Kherali
14. Comparative Study on Design of Water Supply Distribution Network Using LOOP and WaterGEMS Software: A Case Study10.1007/978-981-19-1862-9_66 ↗
15. Investigation into the Pressure-Driven Extension of the EPANET Hydraulic Simulation Model for Water Distribution Systems10.1007/s11269-016-1492-6 ↗
16. Dealing with Zero Flows in the Simulation of Water Distribution Networks with Low-Resistance Pipes Using the Global Gradient Algorithm10.1007/s11269-022-03100-9 ↗
17. Towards More Efficient Hydraulic Modeling of Water Distribution Networks Using the EPANET Software Engine
18. Hydraulic Analysis of Drinking Water Distribution Network Using WaterCAD Simulation: Case of Purba Medinipur in West Bengal
19. Pipe Technologies for Urban Water Conveyance Distribution Systems
20. A New Method for Quasi-Optimal Design of Water Distribution Networks10.1007/s11269-015-1118-4 ↗
21. Dealing with Uncertainty in Water Distribution System Models: A Framework for Real-Time Modeling and Data Assimilation10.1061/(ASCE)WR.1943-5452.0000325 ↗
22. Nunes, R., Arraut, E., and Pimentel, M. (2023). Risk Assessment Model for the Renewal of Water Distribution Networks: A Practical Approach. Water, 15.10.3390/w15081509 ↗
23. Water-Loss Management under Data Scarcity: Case Study in a Small Municipality in a Developing Country10.1061/(ASCE)WR.1943-5452.0001162 ↗
24. Mabrouki, J., and Mourade, A. (2024). Digitalization of a System Transport and Distribution of Drinking Water by Designing an Online Digital Model on a Virtual Platform. Technical and Technological Solutions Towards a Sustainable Society and Circular Economy, Springer.10.1007/978-3-031-56292-1 ↗
25. (2025, May 21). Esri New ArcGIS Solutions for Water Distribution System Data Management. Available online: https://www.esri.com/arcgis-blog/products/arcgis-solutions/water/new-arcgis-solutions-for-water-distribution-data-management.
26. Fahham, T.E. (2025, May 22). Youssef Al 4 Features That Set InfoWater Pro Apart as a GIS-Based Water Distribution Modeling Platform. One Water Blog 2023. Available online: https://www.autodesk.com/blogs/water/2023/09/11/4-features-that-we-think-set-infowater-pro-apart-as-a-gis-based-water-distribution-modeling-platform/.
27. Optimal Design of Water Distribution Network by Using WATERGEMS
28. Evaluation of Hydraulic Performance of Water Distribution System for Sustainable Management10.1007/s11269-021-03000-4 ↗
29. Calibration and Analysis of the Potable Water Network in the Al-Yarmouk Region Employing WaterGEMS and GIS10.1515/jmbm-2022-0038 ↗
30. Groundwater Quality, Nitrate Pollution and Irrigation Environmental Management in the Neogene Sediments of an Agricultural Region in Central Thessaly (Greece)10.1007/s12665-011-0926-y ↗
31. Risk Analysis Framework for the Optimum Remediation of a Contaminated Aquifer under Uncertainty: Application in Lake Karla Aquifer, Thessaly, Greece10.1007/s00477-022-02341-9 ↗
32. Quality of Groundwater in Western Thessaly the Problem of Nitrate Pollution10.30955/gnj.000283 ↗
33. Special Secretariat for Water (2025, May 21). Approved River Basin Management Plans—1st Update. Available online: https://wfdver.ypeka.gr/en/management-plans-en/1revision-approved-management-plans-en/.
34. (2025, May 21). Hazen-Williams Friction Loss Coefficients: Data & Reference Guide. Available online: https://www.engineeringtoolbox.com/hazen-williams-coefficients-d_798.html.
35. Model Calibration for a Hydraulic Network Using Genetic Algorithms10.58571/CNCA.AMCA.2022.015 ↗
36. Momeni, A., and Piratla, K.R. (2021). A Proof-of-Concept Study for Hydraulic Model-Based Leakage Detection in Water Pipelines Using Pressure Monitoring Data. Front. Water, 3.10.3389/frwa.2021.648622 ↗
37. Model Evaluation Guidelines for Systematic Quantification of Accuracy in Watershed Simulations10.13031/2013.23153 ↗
38. Evaluating the Use of “Goodness-of-Fit” Measures in Hydrologic and Hydroclimatic Model Validation10.1029/1998WR900018 ↗
39. Hydrologic and Water Quality Models: Performance Measures and Evaluation Criteria10.13031/trans.58.10715 ↗
40. River Flow Forecasting through Conceptual Models Part I—A Discussion of Principles10.1016/0022-1694(70)90255-6 ↗
41. A Method of Multi-Site Calibration of Distributed Hydrological Models Based on the Nash-Sutcliffe Efficiency10.24057/2071-9388-2024-3564 ↗
42. Performance Evaluation of Hydrological Models: Statistical Significance for Reducing Subjectivity in Goodness-of-Fit Assessments10.1016/j.jhydrol.2012.12.004 ↗
43. Advantages of the Mean Absolute Error (MAE) over the Root Mean Square Error (RMSE) in Assessing Average Model Performance10.3354/cr030079 ↗