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Automated modelling and design of urban stormwater control measures : doctoral dissertation = Avtomatizirano modeliranje in načrtovanje ukrepov za obvladovanje padavinskih voda v urbanih območjih : doktorska disertacijaRadinja, MatejStormwater control measures (SCMs) are technical elements designed to prevent and mitigate the negative effects of uncontrolled stormwater flow. To investigate the impact of SCMs at different spatial ... scales, SCM models need to be integrated into or coupled with catchments rainfall-runoff (RR) models. Moreover, approaches that include auto-calibration of the RR model and objective-driven automated SCM design can be of great assistance. This research focused on applying automated modelling by using the Process-Based Modelling Tool (ProBMoT) to (a) find the most suitable RR model combining the choices among multiple alternatives for describing hydrological processes, (b) to calibrate RR model parameters against measured data, and (c) to design SCMs based on a target catchment outflow. To this end, a new domain knowledge library that includes RR and SCMs models was encoded. Furthermore, a multi-criteria decision analysis was performed to rank SCMs according to additional criteria. The mark is derived from SCM design parameters and can range between 0 and 5.1, where 0 is the best score. Given the conceptual model of the case study area and the knowledge library, ProBMoT first explored 9 alternative structures of RR models. On average, the models achieved a value of the Nash-Sutcliffe coefficient of 0.82, confirming the efficiency of the proposed approach for calibration of model parameters. Given the target catchment outflow, six SCM scenarios (i.e., bio-retention cell, rain garden, green roof, infiltration trench, detention pond, and storage tank) were designed by using ProBMoT to reduce the peak and total volume of the catchment outflow. Finaly, the developed approach for multicriteria decision analysis was applied to evaluate the designed SCMs. The results showed that landscapeintegrated SCMs (i.e., detention pond, infiltration trench, rain garden, bio-retention cell) are better scored (1.44 - 2.24) than building-integrated SCMs (i.e., green roof, rainwater-harvesting storage tank) (2.57 – 2.73) and grey infrastructure (i.e., underground storage tank) (3.48). The results confirmed the effectiveness of applying automated modelling to the field of RR modelling and optimal SCM design. Furthermore, they underline the importance of multi-criteria SCM evaluation.Vrsta gradiva - disertacija ; neleposlovje za odrasleZaložništvo in izdelava - Ljubljana : [M. Radinja], 2022Jezik - angleškiCOBISS.SI-ID - 111834883
Povezava(-e):
Repozitorij Univerze v Ljubljani – RUL
Digitalna knjižnica Slovenije - dLib.siDostop z namenskih računalnikov v prostorih NUK
Avtor
Radinja, Matej
Drugi avtorji
Atanasova, Nataša, 1972- |
Džeroski, Sašo |
Kapelan, Zoran |
Krzyk, Mario |
Rusjan, Simon
Teme
Built Environment |
civil engineering |
doctoral thesis |
urban drainage |
stormwater control measures |
rainfall-runoff model |
automated modelling |
domain knowledge |
equation discovery |
processbased modelling |
Grajeno okolje |
gradbeništvo |
disertacije |
urbana odvodnja |
ukrepi za obvladovanje padavinskih voda |
model površinskega odtoka |
avtomatizirano modeliranje |
domensko znanje |
odkrivanje enačb |
procesni modeli
Knjižnica | Signatura – lokacija, inventarna št. ... | Status izvoda |
---|---|---|
Narodna in univerzitetna knjižnica, Ljubljana | GS II 745652 glavno skladišče | prosto - za čitalnico |
Fakulteta za gradbeništvo in geodezijo, Ljubljana | Centralna knjižnica na Jamovi 043.3 RADINJA M. Automated IN: 520220012 |
prosto - na dom, čas izposoje: 1 mes. |
Fakulteta za gradbeništvo in geodezijo, Ljubljana | Centralna knjižnica na Jamovi Č 043.3 RADINJA M. Automated IN: 520220013 |
prosto - za čitalnico |
Vnos na polico
Trajna povezava
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Leto | Faktor vpliva | Izdaja | Kategorija | Razvrstitev | ||||
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JCR | SNIP | JCR | SNIP | JCR | SNIP | JCR | SNIP |
Baze podatkov, v katerih je revija indeksirana
Ime baze podatkov | Področje | Leto |
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Povezave do osebnih bibliografij avtorjev | Povezave do podatkov o raziskovalcih v sistemu SICRIS |
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Radinja, Matej | 50603 |
Atanasova, Nataša, 1972- | 19443 |
Džeroski, Sašo | 11130 |
Kapelan, Zoran | |
Krzyk, Mario | 14111 |
Rusjan, Simon | 24342 |
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