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Decentralized PV systems in Sweden: Techno-economic analysis with a case study of Stockholm
KTH, School of Industrial Engineering and Management (ITM), Energy Technology, Heat and Power Technology.ORCID iD: 0000-0001-6866-3036
2025 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Photovoltaic (PV) systems could be a promising option for accelerating sustainable transition in the power sector. However, it is not straightforward to implement solar PV in Sweden. While the huge gap between current and desired solar capacity generates great opportunities for solar PV technologies, the challenges arise regarding accurate performance prediction, optimization of sizing and installation, optimization for high latitude regions and integration with other technologies. This study focuses on a multi-dimensional probe into the potential and feasibility of PV systems in Sweden with a case study of Stockholm. The techno-economic potential of PV systems is evaluated regarding weather, space, infrastructure, operation configuration and economics. The results reveal the technical and economic feasibility of PV systems in Swedish contexts, despite limitations on existing infrastructure. The research highlights the significant PV generation loss due to snow conditions. The annual electricity generation loss is found to be 14.7%, which is greater than most prior research findings. Regarding this significant snow loss, bifacial PV can reduce snow-induced PV generation losses by up to 6 percentage points under heavy snow conditions. It also outperforms monofacial PV with lower levelized cost of electricity (LCoE) and shorter payback year in Sweden. Wall-mounted PV could also be an alternative. Compared to fixed-tilt PV, wall-mounted PV can achieve comparable annual benefits due to higher generation during the snow season when the electricity price is rather high. Future projections indicate an anticipated increase in PV generation by approximately 5% compared to historical periods. The change in PV generation is expected to be relatively minor during future periods, with an estimated variation of less than 30 kWh/kWp by 2100. Additionally, an optimal tilt angle has been determined for Sweden, applicable across all cities, which could enhance PV generation by 3-6% compared to the common installation angle.

Abstract [sv]

Solceller (PV) kan vara ett lovande alternativ för att påskynda en hållbar omställning inom kraftsektorn. Det är dock inte okomplicerat att implementera solceller i Sverige. Medan det enorma gapet mellan nuvarande och önskad solkapacitet genererar stora möjligheter för solcellstekniker, uppstår utmaningarna när det gäller exakt prestandaförutsägelse, optimering av dimensionering och installation, optimering för regioner med hög latitud och integration med andra teknologier. Denna studie fokuserar på en flerdimensionell undersökning av potentialen och genomförbarheten av solcellssystem i Sverige med en fallstudie av Stockholm. Den tekniska-ekonomiska potentialen hos PV-system utvärderas med avseende på väder, utrymme, infrastruktur, driftkonfiguration och ekonomi. Resultaten visar den tekniska och ekonomiska genomförbarheten av solcellssystem i svenska sammanhang, trots begränsningar av befintlig infrastruktur. Forskningen belyser den betydande förlusten av PV-generering på grund av snöförhållanden. De årliga elproduktionsförlusterna visar sig vara 14,7 %, vilket är större än de flesta tidigare forskningsrön. När det gäller denna betydande snöförlust kan bifacial PV minska snöinducerade PV-genereringsförluster med upp till 6 procentenheter under tunga snöförhållanden. Den överträffar också monofacial PV med lägre utjämnad elkostnad (LCoE) och kortare återbetalningsår i Sverige. Väggmonterad PV kan också vara ett alternativ. Jämfört med PV med fast lutning kan väggmonterad PV uppnå jämförbara årliga fördelar på grund av högre produktion under snösäsongen när elpriset är ganska högt. Framtida prognoser indikerar en förväntad ökning av solcellsproduktionen med cirka 5 % jämfört med historiska perioder. Förändringen i PV-generering förväntas vara relativt liten under framtida perioder, med en uppskattad variation på mindre än 30 kWh/kWp år 2100. Dessutom har en optimal lutningsvinkel bestämts för Sverige, tillämplig över alla städer, vilket skulle kunna öka PV-genereringen med 3–6 % jämfört med den vanliga installationsvinkeln.

Place, publisher, year, edition, pages
Stockholm, Sweden: KTH Royal Institute of Technology, 2025. , p. xxii, 112
Series
TRITA-ITM-AVL ; 2025:16
Keywords [en]
Photovoltaic, Techno-economic analysis, Snow-loss model, climate change, Swedish contexts
Keywords [sv]
Solceller, Teknoekonomisk analys, Snöförlustmodell, klimatförändringar, svenska sammanhang
National Category
Energy Systems
Research subject
Energy Technology
Identifiers
URN: urn:nbn:se:kth:diva-362565ISBN: 978-91-8106-262-5 (print)OAI: oai:DiVA.org:kth-362565DiVA, id: diva2:1953076
Public defence
2025-05-15, Kollegiesalen / https://kth-se.zoom.us/j/68360743311, Brinellvägen 8, Stockholm, 09:30 (English)
Opponent
Supervisors
Available from: 2025-04-17 Created: 2025-04-17 Last updated: 2025-05-12Bibliographically approved
List of papers
1. Potential of grid-connected decentralized rooftop PV systems in Sweden
Open this publication in new window or tab >>Potential of grid-connected decentralized rooftop PV systems in Sweden
2023 (English)In: Heliyon, E-ISSN 2405-8440, Vol. 9, no 6, article id e16871Article in journal (Refereed) Published
Abstract [en]

Solar power generation in Sweden is far from required capacity to help with transition towards 100% renewables in the power sector by 2040. Decentralized PV system attracts attentions given the conflicts of future increasing demands and land scarcity in the urban areas. However, it is not easy to implement it due to challenges on local conditions and lack of references. This paper aims to propose an overview of the potential of small-scale grid-connected PV systems in a Swedish context and offer an example for urban PV system planning in Sweden or high latitude areas. A model considering weather, space, infrastructures and economics is developed and implemented with a real case in the Swedish context. The findings verify the technical and economic feasibility of urban decentralized rooftop PV systems in the Swedish context. It is found that this kind of system does have considerable power potential in the Swedish context without land requirements. This kind of PV system could be a promising option for future power generation which satisfies part of demands and reduces pressure on external grids. The full potential could be only achieved with improved infrastructures, and the profitability of the system relies heavily on market and political conditions. This study can be a refence for other high latitude areas.

Place, publisher, year, edition, pages
Elsevier BV, 2023
Keywords
Decentralized PV system, Grid networks, Swedish contexts, Techno-economic analysis, Urban areas
National Category
Energy Systems
Identifiers
urn:nbn:se:kth:diva-331448 (URN)10.1016/j.heliyon.2023.e16871 (DOI)001041541900001 ()37484290 (PubMedID)2-s2.0-85161352148 (Scopus ID)
Note

QC 20230710

Available from: 2023-07-10 Created: 2023-07-10 Last updated: 2025-04-17Bibliographically approved
2. A new optimal PV installation angle model in high-latitude cold regions based on historical weather big data
Open this publication in new window or tab >>A new optimal PV installation angle model in high-latitude cold regions based on historical weather big data
Show others...
2024 (English)In: Applied Energy, ISSN 0306-2619, E-ISSN 1872-9118, Vol. 359, article id 122690Article in journal (Refereed) Published
Abstract [en]

PV technologies are regarded as one of the most promising renewable options for the transition towards Net Zero. Despite the rapid development of PV systems in recent years, achieving the necessary goals requires more than a threefold increase in annual capacity deployment by 2030. However, current PV systems often fall short of optimal performance due to improper installation angles. In high-latitude cold regions, the actual PV generation capacity is frequently overestimated due to the omission of snow conditions. This study introduces a novel model designed for high-latitude regions to predict local optimal PV installation angle that maximizes PV power generation, utilizing historical weather big data, including snowfall and melting effects. A case study is presented within a Swedish context to demonstrate the implementation of these methods. The results highlight the crucial role snow conditions play in determining PV performance, resulting in an average reduction of 14.7% in annual PV power generation. Optimal installation angle could yield approximately a 4.8% improvement compared to common installation angles. The study also explores the application of snow removal agents, which could potentially increase PV generation by 0.1–2.3%. Additionally, the new PV installation angle successfully captures the impact of the local weather changes on PV power generation, potentially serving as a bridge between climate change adaptation and future PV power generation endeavors.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
High-latitude region, Optimal PV installation angle, Snow condition, Snow-PV yield model, Weather big data
National Category
Energy Systems
Identifiers
urn:nbn:se:kth:diva-344017 (URN)10.1016/j.apenergy.2024.122690 (DOI)001170659600001 ()2-s2.0-85185176041 (Scopus ID)
Note

QC 20240229

Available from: 2024-02-28 Created: 2024-02-28 Last updated: 2025-04-17Bibliographically approved
3. Potential of Wall-Mounted Solar PV Panel in high-latitude areas-A case study in Swedish contexts
Open this publication in new window or tab >>Potential of Wall-Mounted Solar PV Panel in high-latitude areas-A case study in Swedish contexts
2025 (English)In: Energy Proceedings, Applied Energy Innovation Institute (AEii) , 2025, Vol. 51Conference paper, Published paper (Refereed)
Abstract [en]

To catch up with the sustainability transition progress, the global capacity of PV system is predicted to grow dramatically in the following decades, including high-latitude regions. To effectively use the urban space resource for PV power generation in the high-latitude areas, wall-mounted PV system is becoming an attractive solution. This paper evaluates the potential of wallmounted PV system in the high-latitude areas with a case study in Swedish contexts through a PV power generation model by considering weather conditions (including snowfall, icing and melting), orientation, and economics. The key performances are compared with rooftop fixed-tilt angle PV systems in Swedish contexts. Although the annual power generation of the wallmounted PV system is around 5% lower under heavy snow conditions, its power generation during the snow season (from October to April) increases significantly. In general, the power generation in March almost doubled and the increase could be more than 25% in April. Therefore, wall-mounted PV system can contribute to the winter electricity supply in high-latitude areas, when the electricity price is high.

Place, publisher, year, edition, pages
Applied Energy Innovation Institute (AEii), 2025
Keywords
High-latitude areas, Snow conditions, Techno-economic analysis, Wall-mounted PV
National Category
Energy Systems Fusion, Plasma and Space Physics Other Engineering and Technologies
Identifiers
urn:nbn:se:kth:diva-356946 (URN)10.46855/energy-proceedings-11449 (DOI)2-s2.0-85209574607 (Scopus ID)
Conference
16th International Conference on Applied Energy, ICAE 2024, Niigata, Japan, Sep 1 2024 - Sep 5 2024
Note

QC 20241129

Available from: 2024-11-28 Created: 2024-11-28 Last updated: 2025-04-17Bibliographically approved
4. Impact of climate change on the potential of photovoltaic power generation in Sweden over the next 75 years
Open this publication in new window or tab >>Impact of climate change on the potential of photovoltaic power generation in Sweden over the next 75 years
Show others...
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Solar photovoltaic (PV) generation strongly relies on weather conditions, which will be significantly affected by future climate change. Traditional methods for estimating PV power generation potential often overlook detailed PV installation factors and snow impacts, leading to inaccuracies in high-latitude areas. We assess future PV performance in Sweden using a new validated PV installation model that incorporates air temperature, radiation and snow conditions. Applying this model to four Swedish cities under two future climate change scenarios (SSP1- 2.6 and SSP3-7.0) and three climate simulations, we project an approximate 5% increase in PV generation with optimal installation angle. The combined effects of air temperature and snowfall are as crucial as solar radiation for PV power generation in Sweden. Thus, the PV generation change will be relatively limited (<30 kWh/kWp) by 2100 in the future. An optimized tilt angle is obtained for all the four cities, which could help increase PV generation by 3-6% compared to standard commercial angle. While limited by the number of climate simulations and study sites, our findings provide valuable insights into PV potential in a changing climate.  

Keywords
Future PV generation, Climate change impact, Optimal PV installation angle, Snow condition, High latitude regions
National Category
Energy Engineering
Identifiers
urn:nbn:se:kth:diva-362563 (URN)
Note

QC 20250417

Available from: 2025-04-17 Created: 2025-04-17 Last updated: 2025-04-17Bibliographically approved
5. Techno-economic analysis of urban bifacial PV in high-latitude area
Open this publication in new window or tab >>Techno-economic analysis of urban bifacial PV in high-latitude area
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Bifacial PV technology is attracting attention from both public and academics since it has higher power density and lower levelized cost of electricity (LCoE) when compared to conventional monofacial PV modules. However, due to the complexities of snow effects, there is still lacking detailed analysis for evaluating its techno-economic performance in high latitude areas. This paper aims to provide an overview of the feasibility of urban bifacial PV systems with a Swedish case. Both monofacial and bifacial modules are modeled and compared by considering weather conditions, shading effects, space requirements, and economic factors under two different operation modes. The results imply that bifacial PV systems can produce 9.1-12.8% more electricity with snow conditions and achieve lower LCoE by 8.8 – 9.7% on average. Based on weather conditions in the high-latitude areas, bifacial PV systems show both technical and economic competitiveness compared to monofacial PV. However, self-sufficiency and self- consumption for bifacial PVs are quite similar with around 2% difference. In addition, though it is potentially profitable over the lifetime, NPV and payback year heavily rely on market conditions, such as electricity prices, discounted rates and subsidies.  

Keywords
Bifacial PV, Techno-economic analysis, Snow conditions, High-latitude areas, Maximum solar power potential
National Category
Energy Engineering
Identifiers
urn:nbn:se:kth:diva-362564 (URN)
Note

QC 20250417

Available from: 2025-04-17 Created: 2025-04-17 Last updated: 2025-04-17Bibliographically approved

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Ruan, Tianqi

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