20.500.12556/RUL-131838 Design and simulation of stormwater control measures using automated modeling Stormwater control measures (SCMs) are decentralized technical elements, which can prevent the negative effects of uncontrolled stormwater flow while providing co-benefits. Optimal SCMs have to be selected and designed to achieve the desired hydrological response of an urban catchment. In this study, automated modeling and domain-specific knowledge in the fields of modeling rainfall-runoff (RR) and SCMs are applied to automate the process of optimal SCM design. A new knowledge library for modeling RR and SCMs, compliant with the equation discovery tool ProBMoT (Process-Based Modeling Tool), was developed. The proposed approach was used to (a) find the optimal RR model that best fits the available pipe flow measurements, and (b) to find the optimal SCMs design that best fits the target catchment outflow. The approach was applied to an urban catchment in the city of Ljubljana, Slovenia. First, nine RR models were created that generally had »very good« performance according to the Nash–Sutcliffe efficiency criteria. Second, six SCM scenarios (i.e., detention pond, storage tank, bio-retention cell, infiltration trench, rain garden, and green roof) were automatically designed and simulated, enabling the assessment of their ability to achieve the target outflow. The proposed approach enables the effective automation of two complex calibration tasks in the field of urban drainage. stormwater control measures rainfall-runoff model automated modeling domain knowledge equation discovery process-based modeling ukrepi za obvladovanje padavinskih voda model površinskega odtoka avtomatizirano modeliranje domensko znanje odkrivanje enačb procesno bazirani modeli true false true Angleški jezik Slovenski jezik Članek v reviji 2021-10-04 13:11:42 2021-10-04 13:11:44 2022-09-10 04:14:06 0000-00-00 00:00:00 2021 0 0 26 str. iss. 16, art. 2268 Vol. 13 2021 0000-00-00 Zaloznikova Objavljeno apc 0000-00-00 0000-00-00 0000-00-00 004:626/627 2073-4441 10.3390/w13162268 73739779 RAZ_Radinja_Matej_2021.pdf RAZ_Radinja_Matej_2021.pdf 1 9C8ED0E3E635A3198FC2E8256971AB6A a6d12905932bb4a6dd30f76a0defd471ba4a8669d44a4889bd3861039565fa97 d6cbf77f-b669-11ec-8aca-00155dcfd717 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=155452 https://www.mdpi.com/2073-4441/13/16/2268 0 912d6553-2503-11ec-a523-00155dcfd717 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=149253 Fakulteta za gradbeništvo in geodezijo Fakulteta za upravo 0 0 0