@phdthesis{RadmardRahmani, author = {Radmard Rahmani, Hamid}, title = {Artificial Intelligence Approach for Seismic Control of Structures}, doi = {10.25643/bauhaus-universitaet.4135}, url = {http://nbn-resolving.de/urn:nbn:de:gbv:wim2-20200417-41359}, school = {Bauhaus-Universit{\"a}t Weimar}, abstract = {Abstract In the first part of this research, the utilization of tuned mass dampers in the vibration control of tall buildings during earthquake excitations is studied. The main issues such as optimizing the parameters of the dampers and studying the effects of frequency content of the target earthquakes are addressed. Abstract The non-dominated sorting genetic algorithm method is improved by upgrading generic operators, and is utilized to develop a framework for determining the optimum placement and parameters of dampers in tall buildings. A case study is presented in which the optimal placement and properties of dampers are determined for a model of a tall building under different earthquake excitations through computer simulations. Abstract In the second part, a novel framework for the brain learning-based intelligent seismic control of smart structures is developed. In this approach, a deep neural network learns how to improve structural responses during earthquake excitations using feedback control. Abstract Reinforcement learning method is improved and utilized to develop a framework for training the deep neural network as an intelligent controller. The efficiency of the developed framework is examined through two case studies including a single-degree-of-freedom system and a high-rise building under different earthquake excitation records. Abstract The results show that the controller gradually develops an optimum control policy to reduce the vibrations of a structure under an earthquake excitation through a cyclical process of actions and observations. Abstract It is shown that the controller efficiently improves the structural responses under new earthquake excitations for which it was not trained. Moreover, it is shown that the controller has a stable performance under uncertainties.}, subject = {Erdbeben}, language = {en} } @phdthesis{Habenberger2001, author = {Habenberger, J{\"o}rg}, title = {Beitrag zur Berechnung von nachgiebig gelagerten Beh{\"a}ltertragwerken unter seismischen Einwirkungen}, doi = {10.25643/bauhaus-universitaet.44}, url = {http://nbn-resolving.de/urn:nbn:de:gbv:wim2-20040225-466}, school = {Bauhaus-Universit{\"a}t Weimar}, year = {2001}, abstract = {In der Baupraxis werden zur Erfassung der bei seismischen Einwirkungen auftretenden Interaktionseffekte zwischen Beh{\"a}ltertragwerk, Fl{\"u}ssigkeit und Untergrund oftmals sogenannte Ingenieurverfahren eingesetzt. Diese sind durch die ihnen zugrundeliegenden einfachen mechanischen Modelle und die Anwendung der Strukturmethode zur Ber{\"u}cksichtigung der Beh{\"a}lter-Boden-Interaktion gekennzeichnet. Die modale Analyse der Interaktionsschwingung von Fl{\"u}ssigkeit und Beh{\"a}lterschale wird in der Arbeit durch die Integralgleichungsmethode behandelt. Diese wird sowohl auf die ideale Fl{\"u}ssigkeit als auch zur Untersuchung des Einflusses der Fl{\"u}ssigkeitskompressibilit{\"a}t angewendet. Es wird ein Modell zur Ber{\"u}cksichtigung der Fl{\"u}ssigkeitsviskosit{\"a}t entwickelt und daraus D{\"a}mpfungsfaktoren f{\"u}r die Schwingung der Fl{\"u}ssigkeitsoberfl{\"a}che abgeleitet. F{\"u}r die Beh{\"a}ltergr{\"u}ndung werden in Abh{\"a}ngigkeit von der Gr{\"u}ndungsflexibilit{\"a}t Impedanzfunktionen bestimmt. Aus dem Gesamtsystem von Beh{\"a}lter, Fl{\"u}ssigkeit und Untergrund werden D{\"a}mpfungsmaße und Frequenz{\"a}nderungen ermittelt, die f{\"u}r die Anwendung in einem normentauglichen Berechnungskonzept bestimmt sind.}, subject = {Beh{\"a}lter}, language = {de} } @article{HarirchianLahmerBuddhirajuetal., author = {Harirchian, Ehsan and Lahmer, Tom and Buddhiraju, Sreekanth and Mohammad, Kifaytullah and Mosavi, Amir}, title = {Earthquake Safety Assessment of Buildings through Rapid Visual Screening}, series = {Buildings}, volume = {2020}, journal = {Buildings}, number = {Volume 10, Issue 3}, publisher = {MDPI}, doi = {10.3390/buildings10030051}, url = {http://nbn-resolving.de/urn:nbn:de:gbv:wim2-20200331-41153}, pages = {15}, abstract = {Earthquake is among the most devastating natural disasters causing severe economical, environmental, and social destruction. Earthquake safety assessment and building hazard monitoring can highly contribute to urban sustainability through identification and insight into optimum materials and structures. While the vulnerability of structures mainly depends on the structural resistance, the safety assessment of buildings can be highly challenging. In this paper, we consider the Rapid Visual Screening (RVS) method, which is a qualitative procedure for estimating structural scores for buildings suitable for medium- to high-seismic cases. This paper presents an overview of the common RVS methods, i.e., FEMA P-154, IITK-GGSDMA, and EMPI. To examine the accuracy and validation, a practical comparison is performed between their assessment and observed damage of reinforced concrete buildings from a street survey in the Bing{\"o}l region, Turkey, after the 1 May 2003 earthquake. The results demonstrate that the application of RVS methods for preliminary damage estimation is a vital tool. Furthermore, the comparative analysis showed that FEMA P-154 creates an assessment that overestimates damage states and is not economically viable, while EMPI and IITK-GGSDMA provide more accurate and practical estimation, respectively.}, subject = {Maschinelles Lernen}, language = {en} } @article{IşıkBueyueksaracLeventEkincietal., author = {I{\c{s}}{\i}k, Ercan and B{\"u}y{\"u}ksara{\c{c}}, Ayd{\i}n and Levent Ekinci, Yunus and Ayd{\i}n, Mehmet Cihan and Harirchian, Ehsan}, title = {The Effect of Site-Specific Design Spectrum on Earthquake-Building Parameters: A Case Study from the Marmara Region (NW Turkey)}, series = {Applied Sciences}, volume = {2020}, journal = {Applied Sciences}, number = {Volume 10, issue 20, article 7247}, publisher = {MDPI}, address = {Basel}, doi = {10.3390/app10207247}, url = {http://nbn-resolving.de/urn:nbn:de:gbv:wim2-20201022-42758}, pages = {23}, abstract = {The Marmara Region (NW Turkey) has experienced significant earthquakes (M > 7.0) to date. A destructive earthquake is also expected in the region. To determine the effect of the specific design spectrum, eleven provinces located in the region were chosen according to the Turkey Earthquake Building Code updated in 2019. Additionally, the differences between the previous and updated regulations of the country were investigated. Peak Ground Acceleration (PGA) and Peak Ground Velocity (PGV) were obtained for each province by using earthquake ground motion levels with 2\%, 10\%, 50\%, and 68\% probability of exceedance in 50-year periods. The PGA values in the region range from 0.16 to 0.7 g for earthquakes with a return period of 475 years. For each province, a sample of a reinforced-concrete building having two different numbers of stories with the same ground and structural characteristics was chosen. Static adaptive pushover analyses were performed for the sample reinforced-concrete building using each province's design spectrum. The variations in the earthquake and structural parameters were investigated according to different geographical locations. It was determined that the site-specific design spectrum significantly influences target displacements for performance-based assessments of buildings due to seismicity characteristics of the studied geographic location.}, subject = {Erdbeben}, language = {en} } @phdthesis{Bayer1999, author = {Bayer, Veit}, title = {Zur Zuverl{\"a}ssigkeitsbeurteilung von Baukonstruktionen unter dynamischen Einwirkungen}, doi = {10.25643/bauhaus-universitaet.19}, url = {http://nbn-resolving.de/urn:nbn:de:gbv:wim2-20040205-215}, school = {Bauhaus-Universit{\"a}t Weimar}, year = {1999}, abstract = {Die Arbeit befaßt sich mit varianzmindernden Verfahren zur Monte Carlo Simulation von stochastischen Prozessen, zum Zweck der Zuverl{\"a}ssigkeitsbeurteilung von Baukonstruktionen mit nichtlinearem Systemverhalten. Kap. 2 ist eine Literaturstudie zu varianzmindernden Monte Carlo Methoden. In Kap. 3 wird die Spektrale Darstellung eines station{\"a}ren, skalaren Gauß - Prozesses hergeleitet. Auf dieser Grundlage werden verschiedene Simulationsmodelle diskutiert. Das in Kap. 4 entwickelte varianzmindernde Simulationsverfahren basiert auf der Spektralen Darstellung. Nach einer ersten Pilotsimulation werden die Frequenzen f{\"u}r die Einf{\"u}hrung zuf{\"a}lliger Amplituden bestimmt und deren Parameter angepaßt. Der zweite Lauf erfolgt mit diesen Parametern nach dem Prinzip des Importance Sampling. Das Verfahren wird in Kap. 5 f{\"u}r eine Br{\"u}cke unter Erdbebenbelastung angewendet. Die Br{\"u}cke ist mit sog. Hysteretic Devices zur Energiedissipation ausger{\"u}stet. Es werden einerseits die Genauigkeit und Effizienz des Simulationsverfahrens, andererseits die Leistungsf{\"a}higkeit der Hysteretic Devices zur Erdbebenert{\"u}chtigung von Bauwerken demonstriert.}, subject = {Baukonstruktion}, language = {de} }