001046650 001__ 1046650
001046650 005__ 20250926163328.0
001046650 037__ $$aFZJ-2025-03882
001046650 1001_ $$0P:(DE-HGF)0$$aMangold, Miael$$b0
001046650 1112_ $$aReal Estate Research Conference$$cMalmö$$d2025-05-09 - 2025-05-09$$w 
001046650 245__ $$aStreet view images, multimodal Large Language Models and analyses for the implementation of EPBD
001046650 260__ $$c2025
001046650 3367_ $$0PUB:(DE-HGF)1$$2PUB:(DE-HGF)$$aAbstract$$babstract$$mabstract$$s1758897156_29686
001046650 3367_ $$033$$2EndNote$$aConference Paper
001046650 3367_ $$2BibTeX$$aINPROCEEDINGS
001046650 3367_ $$2DRIVER$$aconferenceObject
001046650 3367_ $$2DataCite$$aOutput Types/Conference Abstract
001046650 3367_ $$2ORCID$$aOTHER
001046650 520__ $$aDuring 2025 and 2026, the Energy Performance of Buildings Directive (EPBD) will be implemented in the European Union member states. The authors of this paper have been involved in the analyses for the Swedish EPBD implementation process. The lack of a national register of buildings with heritage values and the incomplete estimates of the renovation state of buildings are seen as shortcomings by the involved authorities. As part of the analyses, buildings in street view images have been analysed using multimodal Large Language Models (LLM) to estimate aspects of heritage value and building renovation state (N=154 710). Using zero-shot predictions by LLMs for governmental decision support documents is an under-researched topic. In this paper, the results of the predictions are presented and related to the EPBD process. Potential risks for authorities using LLM-based data are also addressed, with a focus on issues of transparency, error detection and their seductive influence
001046650 536__ $$0G:(DE-HGF)POF4-1111$$a1111 - Effective System Transformation Pathways (POF4-111)$$cPOF4-111$$fPOF IV$$x0
001046650 536__ $$0G:(DE-HGF)POF4-1112$$a1112 - Societally Feasible Transformation Pathways (POF4-111)$$cPOF4-111$$fPOF IV$$x1
001046650 7001_ $$0P:(DE-HGF)0$$aJohansson, Tim$$b1
001046650 7001_ $$0P:(DE-Juel1)191098$$aDabrock, Kristina$$b2$$ufzj
001046650 909CO $$ooai:juser.fz-juelich.de:1046650$$pVDB
001046650 9101_ $$0I:(DE-HGF)0$$6P:(DE-HGF)0$$a RISE Research Institutes of Sweden AB$$b0
001046650 9101_ $$0I:(DE-HGF)0$$6P:(DE-HGF)0$$aRISE Research Institutes of Sweden AB$$b1
001046650 9101_ $$0I:(DE-588b)5008462-8$$6P:(DE-Juel1)191098$$aForschungszentrum Jülich$$b2$$kFZJ
001046650 9131_ $$0G:(DE-HGF)POF4-111$$1G:(DE-HGF)POF4-110$$2G:(DE-HGF)POF4-100$$3G:(DE-HGF)POF4$$4G:(DE-HGF)POF$$9G:(DE-HGF)POF4-1111$$aDE-HGF$$bForschungsbereich Energie$$lEnergiesystemdesign (ESD)$$vEnergiesystemtransformation$$x0
001046650 9131_ $$0G:(DE-HGF)POF4-111$$1G:(DE-HGF)POF4-110$$2G:(DE-HGF)POF4-100$$3G:(DE-HGF)POF4$$4G:(DE-HGF)POF$$9G:(DE-HGF)POF4-1112$$aDE-HGF$$bForschungsbereich Energie$$lEnergiesystemdesign (ESD)$$vEnergiesystemtransformation$$x1
001046650 9141_ $$y2025
001046650 920__ $$lyes
001046650 9201_ $$0I:(DE-Juel1)ICE-2-20101013$$kICE-2$$lJülicher Systemanalyse$$x0
001046650 980__ $$aabstract
001046650 980__ $$aVDB
001046650 980__ $$aI:(DE-Juel1)ICE-2-20101013
001046650 980__ $$aUNRESTRICTED