TY - JOUR A1 - Schulte, Emily A1 - Scheller, Fabian A1 - Sloot, Daniel A1 - Bruckner, Thomas T1 - A meta-analysis of residential PV adoption: the important role of perceived benefits, intentions and antecedents in solar energy acceptance JF - Energy Research & Social Science N2 - The adoption of residential photovoltaic systems (PV) is seen as an important part of the sustainable energy transition. To facilitate this process, it is crucial to identify the determinants of solar adoption. This paper follows a meta-analytical structural equation modeling approach, presenting a meta-analysis of studies on residential PV adoption intention, and assessing four behavioral models based on the theory of planned behavior to advance theory development. Of 653 initially identified studies, 110 remained for full-text screening. Only eight studies were sufficiently homogeneous, provided bivariate correlations, and could thus be integrated into the meta-analysis. The pooled correlations across primary studies revealed medium to large correlations between environmental concern, novelty seeking, perceived benefits, subjective norm and intention to adopt a residential PV system, whereas socio-demographic variables were uncorrelated with intention. Meta-analytical structural equation modeling revealed a model (N = 1,714) in which adoption intention was predicted by benefits and perceived behavioral control (R2 = .280), and benefits in turn could be explained by environmental concern, novelty seeking, and subjective norm (R2 = .641). Our results imply that measures should primarily focus on enhancing the perception of benefits. Based on obstacles we encountered within the analysis, we suggest guidelines to facilitate the future aggregation of scientific evidence, such as the systematic inclusion of key variables and reporting of bivariate correlations. Y1 - 2022 U6 - https://doi.org/10.1016/j.erss.2021.102339 SN - 2214-6326 VL - 84 SP - 102339 EP - 102339 ER - TY - JOUR A1 - Schulte, Emily A1 - Scheller, Fabian A1 - Bruckner, Thomas T1 - Enhancing Understanding of Geographical Adoption Patterns of Residential Rooftop Photovoltaic Using a Consumer Segmentation Model—A Case Study in Saxony, Germany JF - Zeitschrift für Energiewirtschaft N2 - This paper addresses two issues in spatial research on residential PV adoption: First, spatial analyses typically do not differentiate between households who have decision power over their rooftop, and households who do not, possibly causing indistinct results. Second, household characteristics like environmental attitudes and innovativeness are not accounted for sufficiently, despite their proven relevance for adoption decisions. We performed a statistical analysis with an innovative spatial data set of Saxony (Germany) in which households of (semi-) detached houses were analyzed separated from the remainder, and household characteristics were included through the Sinus-milieu model. PV saturation in subgroups of the sample was compared using the Mann-Whitney U test. Results show that PV saturation is high in affluent zip-codes with high shares of (semi-) detached houses, and is higher in rural than in urban areas. The presence of environmentally concerned households (Post-Materialists) is positively, and the presence of innovative households (Leaders) is negatively associated with PV saturation. Our results show that household characteristics beyond socio-economic measures are relevant to understand differences in PV saturation in the Saxonian zip-codes. The merits of distinguishing between decisive households and the remainder are less clear. N2 - Dieser Artikel befasst sich mit zwei Problemen in der wissenschaftlichen Analyse der räumlichen Verteilung von privaten Aufdach-Photovoltaikanlagen: Erstens wird bei räumlichen Analysen in der Regel nicht zwischen Haushalten, die Entscheidungsgewalt über ihr Dach haben, und Haushalten, die dies nicht haben, unterschieden, was zu unklaren Ergebnissen führen kann. Zweitens werden Haushaltsmerkmale wie Umwelteinstellungen und Innovativität nicht ausreichend berücksichtigt, obwohl sie nachweislich für die Entscheidung über Photovoltaikanlagen relevant sind. Dazu haben wir eine statistische Analyse mit einem innovativen räumlichen Datensatz aus Sachsen (Deutschland) durchgeführt, in der die Haushalte in Ein- und Zweifamilienhäusern getrennt von den übrigen Haushalten analysiert wurden und Haushaltsmerkmale durch das Sinus-Milieu Modell einbezogen wurden. Die PV-Sättigung in Untergruppen der Stichprobe wurde mit dem Mann-Whitney-U-Test verglichen. Die Ergebnisse zeigen, dass die PV-Sättigung in wohlhabenden Postleitzahlen mit einem hohen Anteil an Ein- und Zweifamilienhäusern hoch ist, und in ländlichen Gebieten höher ist als in städtischen Gebieten. Der Anteil umweltbewusster Haushalte (Post-Materialisten) ist positiv und der Anteil innovativer Haushalte (Leaders) negativ mit der PV-Sättigung verbunden. Unsere Ergebnisse zeigen, dass Haushaltsmerkmale, die über sozioökonomische Merkmale hinausgehen, für das Verständnis der räumlichen Verteilung von Aufdach-Photovoltaikanlagen in den sächsischen Postleitzahlen relevant sind. Die Vorteile einer Differenzierung zwischen entscheidenden und den übrigen Haushalten sind weniger klar. Y1 - 2022 U6 - https://doi.org/10.1007/s12398-022-00329-0 SN - 0343-5377 VL - 46 IS - 3 SP - 207 EP - 222 ER - TY - JOUR A1 - Schulte, Emily A1 - Scheller, Fabian A1 - Pasut, Wilmer A1 - Bruckner, Thomas T1 - Product traits, decision-makers, and household low-carbon technology adoptions: moving beyond single empirical studies JF - Energy Research & Social Science N2 - Although single empirical studies provide important insights into who adopts a specific LCT for what reason, fundamental questions concerning the relations between decision subject (= who decides), decision object (= what is decided upon) and context (= when and where it is decided) remain unanswered. In this paper, this research gap is addressed by deriving a decision framework for residential decision-making, suggesting that traits of decision subject and object are determinants of financial, environmental, symbolic, normative, effort and technical considerations preceding adoption. Thereafter, the decision framework is initially verified by employing literature on the adoption of photovoltaic systems, energy efficient appliances and green tariffs. Of the six proposed relations, two could be confirmed (financial and environmental), one could be rejected (effort), and three could neither be confirmed nor rejected due to lacking evidence. Future research on LCT adoption could use the decision framework as guidepost to establish a more coordinated and integrated approach, ultimately allowing to address fundamental questions. Y1 - 2022 U6 - https://doi.org/10.1016/j.erss.2021.102313 SN - 2214-6326 VL - 83 SP - 102313 EP - 102313 ER - TY - JOUR A1 - Urban, Kristof L. A1 - Scheller, Fabian A1 - Bruckner, Thomas T1 - Suitability assessment of models in the industrial energy system design JF - Renewable and Sustainable Energy Reviews N2 - This article reviews models in the scientific literature for industrial final-energy generation system design to evaluate their applicability in practice. Since energy efficiency has top priority worldwide and industry accounts for half of the world's energy consumption, it would be important to use state-of-the-art methodologies in real life applications. The contribution of the presented article to this matter is threefold. First, to facilitate the understanding of existing models', we developed a model evaluation method based on the attributes of industrial energy systems. We applied it to the reviewed scientific energy system models, providing the reader an overview of considered modelling approaches, design process steps, energy types, technological, economic and ecological aspects. Second, we conclude based on the results that current models for industrial cases are not completely suitable for wide practical implementation, among others because of the way they evaluate system operation and they do not incorporate every discussed requirement aspect. Third, this article draws up a potential modelling approach to fill these gaps, considering the missing points and omissions. Y1 - 2021 U6 - https://doi.org/10.1016/j.rser.2020.110400 SN - 1364-0321 VL - 137 SP - 110400 EP - 110400 ER - TY - JOUR A1 - Scheller, Fabian A1 - Burkhardt, Robert A1 - Schwarzeit, Robert A1 - McKenna, Russell A1 - Bruckner, Thomas T1 - Competition between simultaneous demand-side flexibility options: the case of community electricity storage systems JF - Applied Energy N2 - Community electricity storage systems for multiple applications promise benefits over household electricity storage systems. More economical flexibility options such as demand response and sector coupling might reduce the market size for storage facilities. This paper assesses the economic performance of community electricity storage systems by taking competitive flexibility options into account. For this purpose, an actor-related, scenario-based optimization framework is applied. The results are in line with the literature and show that community storage systems are economically more efficient than household storage systems. Relative storage capacity reductions of community storage systems over household storage systems are possible, as the demand and generation profiles are balanced out among end users. On average, storage capacity reductions of 9% per household are possible in the base scenario, resulting in lower specific investments. The simultaneous application of demand-side flexibility options such as sector coupling and demand response enable a further capacity reduction of the community storage size by up to 23%. At the same time, the competition between flexibility options leads to smaller benefits regarding the community storage flexibility potential, which reduces the market viability for these applications. In the worst case, the cannibalization effects reach up to 38% between the flexibility measures. The losses of the flexibility benefits outweigh the savings of the capacity reduction whereby sector coupling constitutes a far greater influencing factor than demand response. Overall, in consideration of the stated cost trends, the economies of scale, and the reduction possibilities, a profitable community storage model might be reached between 2025 and 2035. Future work should focus on the analysis of policy frameworks. Y1 - 2020 U6 - https://doi.org/10.1016/j.apenergy.2020.114969 SN - 1872-9118 VL - 269 SP - 114969 EP - 114969 ER - TY - JOUR A1 - Scheller, Fabian A1 - Graupner, Sören A1 - Edwards, James A1 - Weinand, Jann A1 - Bruckner, Thomas T1 - Competent, trustworthy, and likeable? Exploring which peers influence photovoltaic adoption in Germany JF - Energy Research & Social Science N2 - Little is known about the role of active peer effects (interpersonal contact) compared to passive peer effects (noticing or seeing) regarding residential photovoltaic (PV) diffusion. Recent literature suggests that peer effects are determined by the perceived credibility of one’s active peer connections regarding PV and passive peer effects. Utilising data from a survey of German house owners who either own a PV or indicate purchase intention (N = 1,165), this paper explores the underlying mechanisms of active peer effects during different stages of PV adoption decision-making. Our findings suggest that the perceived credibility of peers on PV related issues is positively associated with the reported number of adopters in the decision-maker’s peer group (passive peer effect) and also with the progress in the PV adoption decision process. Furthermore, we find a relationship between the perceived credibility of peers regarding PV and the reported influence strength of peer interactions throughout the decision-making processes of German householders, suggesting that subjective evaluations of peers play a role in active peer effects. Finally, we observe an association between the rate of self-initiated peer interactions about PV for respondents with a higher reported number of peers that have adopted PV, suggesting that passive effects (knowing peer PV adopters) play a role in initiating active peer interactions. These results are significant for all sub-groups, regardless of the decision progress. From a policy-making perspective, “bottom-up” efforts such as peer consultation and community-led outreach should be promoted in Germany to empower potential adopters. Y1 - 2022 U6 - https://doi.org/10.1016/j.erss.2022.102755 SN - 2214-6326 VL - 91 SP - 102755 EP - 102755 ER - TY - JOUR A1 - Scheller, Fabian A1 - Graupner, Sören A1 - Edwards, James A1 - Johanning, Simon A1 - Bergaentzlé, Claire A1 - Bruckner, Thomas T1 - Social Influence Throughout the Photovoltaic Adoption Process: Exploring the Impact of Stakeholder Perceptions JF - Energy RESEARCH LETTERS N2 - This paper explores the role of social interactions in residential photovoltaic (PV) adoption. Our survey data from Germany indicate that residential PV decision makers are influenced primarily by stakeholders to whom they ascribe beneficial attributes. The data further show that key attributes vary along the decision making process: integrity and likeability demonstrate the strongest association with influence strength at the awareness stage, while availability and trustworthiness have the strongest association at the planning stage. The perception of the competence of the stakeholder is associated with greater influence across all stages. Y1 - 2022 U6 - https://doi.org/10.46557/001c.33903 SN - 2652-6514 VL - 3 IS - 4 ER - TY - CHAP A1 - Scheller, Fabian A1 - Johanning, Simon A1 - Reichardt, Soren A1 - Reichelt, David G. A1 - Bruckner, Thomas T1 - Competition Effects of Simultaneous Application of Flexibility Options Within an Energy Community T2 - 15th International Conference on the European Energy Market (EEM) N2 - As part of an increased diffusion of decentralized renewable energy technologies, an additional need for flexibility arises. Studies indicate that operating battery storage systems for multiple uses as community electricity storage system (CES) promises superior benefits. This seems decisive, since cheaper flexibility options such as demand response (DR) are more applicable and might further reduce the market size for storage facilities. This research paper aims to analyze the competition effects of CES with simultaneous application of DR. The optimization results of the synthetic case studies provide insights in the profitability level, the service provision and the flexibility potential. While even under requested legal circumstances a CES is only partially profitable, the economic situation improves in terms of an optimal storage utilization. This, however, is reduced through competition effects with DR. Y1 - 2018 SN - 978-1-5386-1488-4 U6 - https://doi.org/10.1109/eem.2018.8470007 SP - 1 EP - 5 ER - TY - JOUR A1 - Scheller, Fabian A1 - Johanning, Simon A1 - Seim, Stephan A1 - Schuchardt, Kerstin A1 - Krone, Jonas A1 - Haberland, Rosa A1 - Bruckner, Thomas T1 - Legal Framework of Decentralized Energy Business Models in Germany: Challenges and Opportunities for Municipal Utilities JF - Zeitschrift für Energiewirtschaft N2 - Feasible and profitable business models to better integrate and harness decentrally generated renewable energy are expected to constitute a key element for the energy transition in Germany. Until now, generated electricity of decentralized systems is to the largest extent only used by the property owner directly or fed into the public grid. To make better use of the generated electricity, it is necessary to find business models that provide an opportunity for different market actors, such as municipal utilities and residential prosumers. Due to the importance, yet low-anticipated monetary potential of such solutions, the legislator encourages their implementation by exemption of statutory fees, levies and taxes as well as by offering public remunerations, premiums and compensations in some cases. Capitalizing on these benefits, however, is only feasible under compliance with the legal requirements. In the light of the considerations above, this work states and analyzes the legal and regulatory framework of different business models within the German energy landscape. The major aim is to identify opportunities and challenges for the implementation of the business models self consumption, direct consumption, direct marketing, demand response, community electricity storage and net metering at the municipal level. The findings show that the profitability of various decentralized on-site business models depends primarily on the current statutory cost exemptions and compensations. At the same time, the regulation is characterized by unsystematic specific exemptions which leads to uncertainty regarding long-term planning. Additionally, although not directly privileged by the existing legal framework, municipal utilities are better suited to handle the legal burdens due to their experience and their administrative infrastructure. Y1 - 2018 U6 - https://doi.org/10.1007/s12398-018-0227-1 SN - 0343-5377 VL - 42 IS - 3 SP - 207 EP - 223 ER - TY - CHAP A1 - Scheller, Fabian A1 - Johanning, Simon A1 - Bruckner, Thomas ED - Johanning, Simon ED - Scheller, Fabian ED - Kühne, Stefan ED - Bruckner, Thomas T1 - Integrierte techno-sozio-ökonomische Modellierung urbaner Systeme T2 - Agentenbasierte Modellierung urbaner Transformationsprozesse T3 - Studien zu Infrastruktur und Ressourcenmanagement - Band 12 Y1 - 2022 SN - 9783832554132 U6 - https://doi.org/10.30819/5413.01 SP - 7 EP - 17 ER - TY - JOUR A1 - Scheller, Fabian A1 - Krone, Jonas A1 - Kühne, Stefan A1 - Bruckner, Thomas T1 - Provoking Residential Demand Response Through Variable Electricity Tariffs - A Model-Based Assessment for Municipal Energy Utilities JF - Technology and Economics of Smart Grids and Sustainable Energy N2 - With the suitable infrastructure of information and communication technologies in place, customers are able to perform demand response (DR), meaning that they can decrease or increase their electricity consumption in response to changes in their electricity tariff. In this research, different variable electricity tariffs are designed taking both customer and utility preferences into account. Subsequently, a model-based analysis on the basis of optimization model IRPopt (Integrated Resource Planning and Optimization) is carried out. Electricity customers are exposed to the designed tariffs in order to find out whether variable electricity tariffs are a suitable instrument for municipal energy utilities to exploit the potential laying in residential DR. Loads considered for DR in this work are those of selected electric household appliances and the loads of electric heat pumps. One major contribution of this work is that the assessment differentiates between different types of energy utilities, whose specific generation profiles are taken into account in the design of the variable tariffs. The results show that variable electricity tariffs have a small economic potential. However, customers only benefit if the design of the business model includes a proper compensation mechanism. In this context, successful business models require the direct cooperation of different municipal energy market actors. Furthermore, taking the specific generation profiles of municipal energy utilities into account in the design of variable electricity tariffs helps to increase the energy autonomy of municipalities. Y1 - 2018 U6 - https://doi.org/10.1007/s40866-018-0045-x VL - 3 IS - 1 ER -