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Sommerfeldt, Nelson, PhDORCID iD iconorcid.org/0000-0002-2603-7595
Publications (10 of 36) Show all publications
Rana, S., Sommerfeldt, N. & Pearce, J. M. (2025). Best practices of techno-economic methods for solar photovoltaic coupled heat pump analysis in cold climates. Energy and Buildings, 328, Article ID 115196.
Open this publication in new window or tab >>Best practices of techno-economic methods for solar photovoltaic coupled heat pump analysis in cold climates
2025 (English)In: Energy and Buildings, ISSN 0378-7788, E-ISSN 1872-6178, Vol. 328, article id 115196Article, review/survey (Refereed) Published
Abstract [en]

One of the most promising methods of decarbonizing the global building heating and cooling load is with solar photovoltaic (PV) powered heat pumps (HP). The complex nature of these systems and the interdependent interactions between each technology and the energy markets involve various sophisticated models to simulate accurately. This often leaves model descriptions lacking, particularly when qualitative discussion is required. This article reviews the models that exist and provides best practices for designing and simulating PV + HP systems of various complexities. The key performance indicators for electricity generation and total life cycle cost are summarized. This article then provides a detailed and comprehensive method for the techno-economic analysis of heat pumps powered with PV using an example of North American cold climates. For each component of the system, a model and boundary condition are described, and motivations are explained, as well as descriptions of alternatives and motivations for not using them. The result shows a method that combines five disparate models across multiple computer programs into a single analysis that produces critical metrics for technical, economic, and climate impact analysis. This paper identified the best practices for building energy demand and supply simulation with a particular focus on prosumer electrification via PV and HPs. This model is generalizable and the economic and policy implications of replacing fossil fuel heating with solar-powered heat pumps in both rural and urban areas that are discussed here, and future work is proposed to eliminate natural gas used for heating. High-leverage opportunities exist to enhance support for the development of free and open-source integrated systems modeling tools as well as open data to provide transparent trusted results to help guide policymakers and investors.

Place, publisher, year, edition, pages
Elsevier Ltd, 2025
Keywords
Building electrification, Decarbonization, Electrify everything, Heat pump, Net zero, Photovoltaic
National Category
Energy Engineering Energy Systems
Identifiers
urn:nbn:se:kth:diva-358105 (URN)10.1016/j.enbuild.2024.115196 (DOI)001392613300001 ()2-s2.0-85212398887 (Scopus ID)
Note

QC 20250121

Available from: 2025-01-07 Created: 2025-01-07 Last updated: 2025-01-21Bibliographically approved
Beltrán, F., Sommerfeldt, N., Reichl, C. & Madani, H. (2025). Cold solar: PVT heat exchanger designs for heat pump integration. Applied Thermal Engineering, 261, Article ID 125020.
Open this publication in new window or tab >>Cold solar: PVT heat exchanger designs for heat pump integration
2025 (English)In: Applied Thermal Engineering, ISSN 1359-4311, E-ISSN 1873-5606, Vol. 261, article id 125020Article in journal (Refereed) Published
Abstract [en]

There has been an increase in solar photovoltaic/thermal (PVT) research in recent years, however, relatively little research has been dedicated to the design of PVT collectors as part of a heat pump system. This study aims to identify cost-effective design strategies for a PVT collector absorber to be integrated into a ground source heat pump (GSHP) circuit and enhance heat capture from the ambient air. The effect of geometry, material selection, fins, and forced convection on the overall U-value and thermal performance coefficients of the collector, are evaluated under steady state conditions using numerical modelling tool COMSOL Multiphysics. An annual mean fluid temperature profile is derived from a PVT + GSHP system simulation to calculate the annual thermal energy output, energy-to-mass and energy-to-cost ratios of the absorbers. Results show that the addition of fins and forced convection have the greatest influence on collector thermal performance, while material selection has a negligible impact. The corrugated, polycarbonate absorber with 10 mm fins, generates 55 % more thermal energy (1,464 kWhth/m2-yr) than the reference metallic sheet and tube collector at an energy-to-cost ratio 1/10th the reference, suggesting good market potential. An exergy analysis reveals that thermal exergy contributes 20 % to 50 % of the total exergy output, highlighting that low-temperature PVT designs exhibiting a smaller thermal share relative to electrical exergy compared to their higher temperature counterparts. This work's novelty and contribution comes from PVT design specifically for GSHP integration, examined at component and system levels, from both technical and economic perspectives.

Place, publisher, year, edition, pages
Elsevier BV, 2025
Keywords
Absorber design, Economic analysis, Finned heat exchanger, Numerical modelling, Solar heat pumps, Solar hybrid, Techno-economic
National Category
Energy Engineering Energy Systems
Identifiers
urn:nbn:se:kth:diva-357918 (URN)10.1016/j.applthermaleng.2024.125020 (DOI)001373804100001 ()2-s2.0-85210903804 (Scopus ID)
Note

QC 20250120

Available from: 2024-12-19 Created: 2024-12-19 Last updated: 2025-01-20Bibliographically approved
Shahcheraghian, A., Ilinca, A. & Sommerfeldt, N. (2025). K-means and agglomerative clustering for source-load mapping in distributed district heating planning. Energy Conversion and Management: X, 25, Article ID 100860.
Open this publication in new window or tab >>K-means and agglomerative clustering for source-load mapping in distributed district heating planning
2025 (English)In: Energy Conversion and Management: X, E-ISSN 2590-1745, Vol. 25, article id 100860Article in journal (Refereed) Published
Abstract [en]

This study introduces a high-resolution, data-driven approach for optimizing district heating networks using source-load mapping, focusing on Stockholm as a case study. The methodology integrates detailed building energy performance data (2014–2022) with geographic data from the Swedish Survey Agency, employing advanced clustering techniques such as K-means Clustering, Agglomerative Clustering, DBSCAN, Spectral Clustering, and Gaussian Mixture Model (GMM) Clustering to identify optimal locations for distributed heat sources, including data centers, supermarkets, and water bodies. Quantitative results show that these environmentally friendly sources could supply 54 % of Stockholm's total annual heat demand of 7.7 TWh/year, equating to 4.2 TWh from residual heat sources. Data centers contribute 0.48 TWh, water bodies provide 3.4 TWh, and supermarkets contribute 0.3 TWh annually. Economic analysis further reveals that 98 % of residual heat sources are economically viable, with marginal costs of heat (MCOH) for data centers, supermarkets, and water bodies estimated at 12.7 EUR/MWh, 16.0 EUR/MWh, and 20.0 EUR/MWh, respectively—well below the Open District Heating (ODH) market price of 22.0 EUR/MWh. The policy implications of these findings are profound. Policymakers can leverage this methodology to identify economically viable heat sources, enabling the creation of regulations that incentivize the integration of distributed heat sources into existing district heating networks. This can lead to reduced energy costs, enhanced sustainability, and more resilient energy systems. Practically, urban planners and energy utilities can use clustering insights to optimize the placement of new infrastructure, such as data centers, ensuring they are strategically located in high-demand zones. Furthermore, the study's methodology can be replicated in other urban contexts, offering cities worldwide a scalable tool for improving the efficiency and sustainability of their heating networks. These findings support the transition to low-carbon energy solutions and provide actionable recommendations for the long-term development of urban energy systems.

Place, publisher, year, edition, pages
Elsevier BV, 2025
Keywords
Clustering, Distributed district heating, Economic viability, Energy performance certificates, Heat source allocation, Marginal cost of heat, Policy implications, Sustainability, Urban energy planning
National Category
Energy Engineering Energy Systems
Identifiers
urn:nbn:se:kth:diva-358270 (URN)10.1016/j.ecmx.2024.100860 (DOI)001413336800001 ()2-s2.0-85213552481 (Scopus ID)
Note

QC 20250226

Available from: 2025-01-08 Created: 2025-01-08 Last updated: 2025-02-26Bibliographically approved
Francisco, B., Sommerfeldt, N., Jaakko, E. & Madani Larijani, H. (2024). Empirical investigation of solar photovoltaic-thermal collectors for heat pump integration. Applied Thermal Engineering, 248, Article ID 123175.
Open this publication in new window or tab >>Empirical investigation of solar photovoltaic-thermal collectors for heat pump integration
2024 (English)In: Applied Thermal Engineering, ISSN 1359-4311, E-ISSN 1873-5606, Vol. 248, article id 123175Article in journal (Refereed) Published
Abstract [en]

This study empirically investigates the optimal design features of photovoltaic-thermal (PVT) collectors for integration with ground source heat pump (GSHP) systems, considering technical and economic factors. Outdoor experiments are conducted in Stockholm, Sweden, comparing five unglazed and uninsulated PVT collector designs a) Reference Sheet & Tube b) Sheet & Tube with a narrow air gap between PV and absorber plate c) Box-channel polypropylene d) Finned tube and e) Box-channel aluminum with fins at operating temperatures below ambient. The findings indicate that the box-channel aluminum design with fins, characterized by a superior combination of high zero-loss efficiency and a high U-value, emerges as the ideal PVT design for integration with ground source heat pumps, taking into account both technical and economic considerations. Despite having a relative specific thermal cost 9% higher than the reference collector, this design demonstrates the capability to generate 2,096 kWh/(m2a) of thermal energy, marking an 83.3% increase compared to the reference, with a 136% higher energy-to-mass ratio.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
Experimental analysis, PVT plus GSHP, Resource efficiency, Solar heat pumps, Techno-economic analysis
National Category
Energy Engineering
Identifiers
urn:nbn:se:kth:diva-346366 (URN)10.1016/j.applthermaleng.2024.123175 (DOI)001237421100001 ()2-s2.0-85191814872 (Scopus ID)
Note

QC 20240617

Available from: 2024-05-14 Created: 2024-05-14 Last updated: 2024-06-17Bibliographically approved
Aparisi-Cerdá, I., Manso-Burgos, Á., Ribó-Pérez, D., Sommerfeldt, N. & Gómez-Navarro, T. (2024). Panel or check? Assessing the benefits of integrating households in energy poverty into energy communities. Sustainable Energy Technologies and Assessments, 71, Article ID 103970.
Open this publication in new window or tab >>Panel or check? Assessing the benefits of integrating households in energy poverty into energy communities
Show others...
2024 (English)In: Sustainable Energy Technologies and Assessments, ISSN 2213-1388, E-ISSN 2213-1396, Vol. 71, article id 103970Article in journal (Refereed) Published
Abstract [en]

This research raises the possibility for households in energy poverty to participate in shared photovoltaic systems in renewable energy communities (REC) to reduce their energy costs, with investment costs covered by public institutions. It begins by evaluating the current solution for vulnerable households, which relies on public subsidies to lower energy costs without addressing root causes or improving environmental impacts. The study compares traditional subsidies with REC participation for vulnerable households. By simulating a REC composed of such households, the results indicate that REC participation is more cost-effective for public institutions than energy subsidies. At the economically optimal size of 31 kWp, the cost of subsidies decreases by 58,000 €, a 50% reduction, with household savings increasing by 6%. At 58 kWp, the need for additional support checks is eliminated, increasing household savings by 65% but with a lower NPV of 22,500 €. The largest viable system, 75 kWp, increases average household savings by 82%. This approach also leads to a net reduction in GHG emissions, engaging previously excluded households in the energy transition.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
Energy checks, Energy poverty, Just energy transition, Renewable energy communities, Self-consumption
National Category
Energy Systems
Identifiers
urn:nbn:se:kth:diva-353909 (URN)10.1016/j.seta.2024.103970 (DOI)001321503700001 ()2-s2.0-85204046320 (Scopus ID)
Note

QC 20241014

Available from: 2024-09-25 Created: 2024-09-25 Last updated: 2024-10-14Bibliographically approved
Pourier, C., Beltran, F. & Sommerfeldt, N. (2024). Solar photovoltaic/thermal (PVT) technology collectors and free cooling in ground source heat pump systems. Solar Energy Advances, 4, Article ID 100050.
Open this publication in new window or tab >>Solar photovoltaic/thermal (PVT) technology collectors and free cooling in ground source heat pump systems
2024 (English)In: Solar Energy Advances, E-ISSN 2667-1131, Vol. 4, article id 100050Article in journal (Refereed) Published
Abstract [en]

Ground source heat pump (GSHP) systems offer a low carbon heating and cooling solution for the decarbonization of buildings. As global temperatures rise, the cooling requirements of buildings will grow, even in regions where cooling systems have been historically uncommon due to their colder climate, such as Sweden. The combination of free cooling (FC) with GSHPs seems like a natural way to meet the increasing cooling needs, since the heat extracted from the building during the summer months can be injected into the ground to potentially regenerate the borehole field and enhance heat pump performance. However, a technology that is generally integrated with GSHP systems for borehole regeneration are photovoltaic/thermal collectors. This study investigates the performance of a ground source heat pump system with free cooling for a multi-family building in Stockholm, Sweden, and the interference on the free cooling capabilities of the system when photovoltaic/thermal collectors are present. The results demonstrate that the integration of PVT and FC not only maintains the cooling supply but also enhances heat pump performance, all the while reducing borehole length and land area requirements.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
Heat pumps, Low energy buildings, Passive cooling, Solar hybrid, Solar PVT
National Category
Energy Engineering Building Technologies
Identifiers
urn:nbn:se:kth:diva-343193 (URN)10.1016/j.seja.2023.100050 (DOI)2-s2.0-85183573613 (Scopus ID)
Note

QC 20240209

Available from: 2024-02-08 Created: 2024-02-08 Last updated: 2024-02-09Bibliographically approved
Sommerfeldt, N. & Höjer, M. (2024). The Potential and Limits of Digital Energy Advisors. In: Proceedings - 2024 10th International Conference on ICT for Sustainability, ICT4S 2024: . Paper presented at 10th International Conference on ICT for Sustainability, ICT4S 2024, Hybrid, Stockholm, Sweden, Jun 24 2024 - Jun 28 2024 (pp. 346-356). Institute of Electrical and Electronics Engineers (IEEE)
Open this publication in new window or tab >>The Potential and Limits of Digital Energy Advisors
2024 (English)In: Proceedings - 2024 10th International Conference on ICT for Sustainability, ICT4S 2024, Institute of Electrical and Electronics Engineers (IEEE) , 2024, p. 346-356Conference paper, Published paper (Refereed)
Abstract [en]

Information asymmetry between building owners and suppliers of sustainable building renovations threatens to slow the energy transition. This study introduces the concept of a Digital Energy Advisor (DEA) which autonomously and transparently provides personalized guidance in an educational way about the technical, economic, and environmental aspects of sustainable buildings. The technical requirements of building a DEA are described, including model structure and input data, which connects to the barriers found in being able to realize such a tool available to the public. It is shown that while it is technically possible, data procurement costs, personal privacy via GDPR, and the intellectual property of private firms establish the limits for creating a non-profit, publicly accessible DEA. Technical and commercial pathways around the barriers are discussed, and the conclusion is that an open-source business model has the greatest potential for a public DEA.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2024
Keywords
consumer education, data protection, GDPR, Information asymmetry, urban building energy model
National Category
Energy Engineering
Identifiers
urn:nbn:se:kth:diva-359660 (URN)10.1109/ICT4S64576.2024.00042 (DOI)001412766300033 ()2-s2.0-85216086912 (Scopus ID)
Conference
10th International Conference on ICT for Sustainability, ICT4S 2024, Hybrid, Stockholm, Sweden, Jun 24 2024 - Jun 28 2024
Note

Part of ISBN 9798331505288

QC 20250206

Available from: 2025-02-06 Created: 2025-02-06 Last updated: 2025-03-10Bibliographically approved
Sommerfeldt, N. & Pearce, J. M. (2023). Can grid-tied solar photovoltaics lead to residential heating electrification?: A techno-economic case study in the midwestern US. Applied Energy, 336, Article ID 120838.
Open this publication in new window or tab >>Can grid-tied solar photovoltaics lead to residential heating electrification?: A techno-economic case study in the midwestern US
2023 (English)In: Applied Energy, ISSN 0306-2619, E-ISSN 1872-9118, Vol. 336, article id 120838Article in journal (Refereed) Published
Abstract [en]

This study aims to quantify the techno-economic potential of using solar photovoltaics (PV) to support heat pumps (HP) towards the replacement of natural gas heating in a representative North American residence from a house owner's point of view. For this purpose, simulations are performed on: (1) a residential natural gas-based heating system and grid electricity, (2) a residential natural gas-based heating system with PV to serve the electric load, (3) a residential HP system with grid electricity, and (4) a residential HP+PV system. Detailed descriptions are provided along with a comprehensive sensitivity analysis for identifying specific boundary conditions that enable lower total life cycle cost. The results show that under typical inflation conditions, the lifecycle cost of natural gas and reversable, air-source heat pumps are nearly identical, however the electricity rate structure makes PV costlier. With higher rates of inflation or lower PV capital costs, PV becomes a hedge against rising prices and encourages the adoption of HPs by also locking in both electricity and heating cost growth. The real internal rate of return for such prosumer technologies is 20x greater than a long-term certificate of deposit, which demonstrates the additional value PV and HP technologies offer prosumers over comparably secure investment vehicles while making substantive reductions in carbon emissions. Using the large volume of results generated, impacts on energy policy are discussed, including rebates, net-metering, and utility business models.

Place, publisher, year, edition, pages
Elsevier BV, 2023
Keywords
Photovoltaic, Solar energy, Heat pump, Electrification, Residential heating, Energy policy
National Category
Energy Engineering
Identifiers
urn:nbn:se:kth:diva-325239 (URN)10.1016/j.apenergy.2023.120838 (DOI)000944389600001 ()2-s2.0-85148363295 (Scopus ID)
Note

QC 20230404

Available from: 2023-04-04 Created: 2023-04-04 Last updated: 2023-04-04Bibliographically approved
Adesanya, A. A., Sommerfeldt, N. & Pearce, J. M. (2022). Achieving 100% Renewable and Self-Sufficient Electricity in Impoverished, Rural, Northern Climates: Case Studies from Upper Michigan, USA. Electricity, 3(3), 264-296
Open this publication in new window or tab >>Achieving 100% Renewable and Self-Sufficient Electricity in Impoverished, Rural, Northern Climates: Case Studies from Upper Michigan, USA
2022 (English)In: Electricity, E-ISSN 2673-4826, Vol. 3, no 3, p. 264-296Article, review/survey (Refereed) Published
Abstract [en]

The development of 100% renewable electricity (RE) systems play a pivotal role in ensuring climate stability. Many municipalities blessed with wealth, an educated and progressive citizenry, and large RE resources, have already reached 100% RE generation. Impoverished municipalities in unwelcoming environments both politically and climatically (e.g., northern latitudes with long, dark winter conditions) appear to be incapable of transitioning to renewables. This study challenges that widespread assumption by conducting a detailed technical and economic analysis for three representative municipalities in the Western Upper Peninsula of Michigan. Each municipality is simulated with their own hourly electricity demand and climate profiles using an electrical supply system based on local wind, solar, hydropower, and battery storage. Sensitivities are run on all economic and technical variables. Results show that transition to 100% RE is technically feasible and economically viable. In all baseline scenarios, the 100% RE systems produced a levelized cost of electricity up to 43% less than the centralized utility rates, which are predominantly fueled by gas and coal. Current policies, however, prevent such self-sufficient systems from being deployed, which are not only detrimental to the global environment, but also aggravate the economic depression of such regions. Potential energy savings advance the prohibitive energy justice principle.

Place, publisher, year, edition, pages
MDPI AG, 2022
Keywords
just transition, municipalities, renewable electricity, rural northern climate, self-sufficient
National Category
Energy Engineering Energy Systems
Identifiers
urn:nbn:se:kth:diva-335675 (URN)10.3390/electricity3030016 (DOI)2-s2.0-85159596227 (Scopus ID)
Note

QC 20230908

Available from: 2023-09-08 Created: 2023-09-08 Last updated: 2023-09-08Bibliographically approved
Sommerfeldt, N., Lemoine, I. & Madani Larijani, H. (2022). Hide and seek: The supply and demand of information for household solar photovoltaic investment. Energy Policy, 161, 112726, Article ID 112726.
Open this publication in new window or tab >>Hide and seek: The supply and demand of information for household solar photovoltaic investment
2022 (English)In: Energy Policy, ISSN 0301-4215, E-ISSN 1873-6777, Vol. 161, p. 112726-, article id 112726Article in journal (Refereed) Published
Abstract [en]

Buildings provide an ideal platform for solar photovoltaics (PV) towards sustainable development goals, and the decision to invest in PV lies predominantly with building owners. Information delivery is critical for the diffusion of innovations, and this study aims to improve the quality of information for household PV investors in Sweden. A User Journey Mapping approach is applied with a combination of semi-structured interviews and a review of online solar calculators. The results show that despite a rapid growth in the quantity of information there is still a gap between demand and supply due to the lack of clarity and trustworthiness of information. This is clearly demonstrated in the review of online calculators, which show a high variance in results. Payback time, for example, ranged from 7 to 18 years for a single test case. The information gap can be closed by creating neutral, non-commercial online information sources that focus on transparency and education where household investors can validate supplier offers and analyses. The PV industry risks eroding trust in the market, which will likely slow adoption by the early majority and hinder sustainability goals.

Place, publisher, year, edition, pages
Elsevier BV, 2022
Keywords
PV, Prosumers, Techno-economic analysis, Investment behavior, Information asymmetry
National Category
Energy Systems
Identifiers
urn:nbn:se:kth:diva-309302 (URN)10.1016/j.enpol.2021.112726 (DOI)000745980300004 ()2-s2.0-85119910108 (Scopus ID)
Note

QC 20220301

Available from: 2022-03-01 Created: 2022-03-01 Last updated: 2022-06-25Bibliographically approved
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