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To detect pipes leakages over space and time of the water distribution in L-TOWN, this research study develops an alternative engineering tool, by combining the numerical capabilities of genetic algorithm and deep learning, which can pre-detect near and/or exact locations of pipe leakages within the water distribution network in L-TOWN over time. The genetic algorithm is programmed using an open-source Water Network Tool for Resilience (WNTR) in Python package. WNTR is an EPANET compatibledoi:10.5281/zenodo.3902945 fatcat:lvahfqn3wrdjvm6ku5bhjiqgju