Modeli mehke logike in nevronske mreže za analizo geotehničnih konstrukcij : doktorska disertacija

(UM)

Modeli mehke logike in nevronske mreže za analizo geotehničnih konstrukcij : doktorska disertacija

Jelušič, Primož

V doktorski disertaciji smo razvili nove modele za analizo voziščne konstrukcije, podporne konstrukcije in podzemne konstrukcije. Modele smo izdelali z adaptivnimi nevronskimi mrežami in mehkim ... identifikacijskim sistemom (adaptive network based fuzzy inference system, ANFIS). ANFIS metoda v splošnem omogoča izdelavo geotehničnih modelov, ki imajo večjo sposobnost napovedi kot konvencionalne analitične metode. ANFIS modele smo izdelali na podlagi geomehanskih računskih modelov in optimizacijskih modelov. Optimizacijske modele smo izdelali z nelinearnim programiranjem (nonlinear programming, NLP). Natančnost napovedi modelov je odvisna od nelinearnosti obravnavanega problema. Ugotovili smo, da je v ANFIS modelih bistvenega pomenarazvrstitev nevronov. Za ta namen smo razvili ANFIS modele z različno topologijo nevronov in uporabili tisto, ki je imela najmanjšo odstopanje gledena množico testnih podatkov. V doktorski disertaciji razviti ANFIS modeli voziščne konstrukcije omogočajo napovedovanje horizontalne specifične deformacije na dnu asfaltne plasti in vertikalne specifične deformacije na podlagi. Razviti modeli za podporno konstrukcijo s pasivnimi sidri omogočajo napovedovanje faktorja varnosti in optimalnega naklona pasivnih sider. Dobljeni ANFIS modeli za podzemne konstrukcije omogočajo napovedovanje optimalnih izdelavnih stroškov podzemnega skladišča plina in optimalne zasnove kaverne.

Type of material - dissertation ; adult, serious

Publication and manufacture - [Maribor : P. Jelušič], 2013

Language - slovenian

COBISS.SI-ID - 17239574

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Digital Library of the University of Maribor – DLUM
Digitalna knjižnica Slovenije - dLib.si

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Žlender, Bojan, 1957- | Kravanja, Stojan

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Library	Call number – location, accession no. ...	Copy status
Library of Technical Faculties, Maribor	pisarna A-003 (FERI) DD JELUŠIČ P. Modeli	available - reading room
University of Maribor Library	Skladišče II 84800	available - reading room

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Year	Impact factor		Edition		Category		Classification
Year	JCR	SNIP	JCR	SNIP	JCR	SNIP	JCR	SNIP

Links to authors' personal bibliographies	Links to information on researchers in the SICRIS system
Jelušič, Primož	34236
Žlender, Bojan, 1957-	07508
Kravanja, Stojan	07599

Source: Personal bibliographies and: SICRIS

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