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Behzadi, A., Goudarzi, N., Ploskic, A., Thorin, E. & Sadrizadeh, S. (2026). Advancing an already high-performance smart building with model predictive control: Multi-layer optimization under forecast uncertainty in a real building case. Applied Energy, 126999-126999, Article ID 126999.
Open this publication in new window or tab >>Advancing an already high-performance smart building with model predictive control: Multi-layer optimization under forecast uncertainty in a real building case
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2026 (English)In: Applied Energy, ISSN 0306-2619, E-ISSN 1872-9118, p. 126999-126999, article id 126999Article in journal (Other academic) Published
Abstract [en]

Thermal energy systems in buildings play a central role in global decarbonization efforts, accounting for a significant share of energy use and carbon emissions. This study addresses a key research question: how can advanced control strategies further enhance the performance of already energy-efficient, low-exergy thermal systems in low-energy buildings? To address this, a model predictive control (MPC) framework is designed to optimize the operation of an advanced thermal system based on modern concepts of low-temperature heating and high-temperature cooling, including ground-source heat pumps, borehole thermal storage, and modern air handling units. This approach employs a multi-layered MPC cost function, considering both immediate operational costs (electricity and heating) as well as system impact penalties, such as CO₂ emissions, thermal energy storage preservation, comfort violations, and peak load shaving, in response to fluctuating market cost signals, outdoor temperature, and thermal storage limitations. Applied to a validated, ultra-efficient commercial building, the MPC framework achieves a 13 % reduction in annual market-responsive operational costs, a 20 % improvement in long-term savings, and a four-year shorter payback period compared to existing well-established rule-based control. The results further confirm the robustness of predictive control under realistic forecast errors, as demonstrated by Monte Carlo simulations. From an environmental perspective, the CO₂ emission index stays below both Swedish electricity and district heating baselines, demonstrating the environmental benefits of predictive control through strategic sector coupling. Beyond the case study, the proposed method provides a scalable pathway for integrating predictive control into next-generation smart buildings. It highlights the potential of MPC as the final optimization layer in advanced thermal systems, aligning with global objectives for cost-promising and carbon-neutral building operations. 

Place, publisher, year, edition, pages
Elsevier BV, 2026
Keywords
Model predictive control (MPC), Forecast uncertainty, Ground source heat pump, Cost penalty optimization, Smart HVAC, Boreholes.
National Category
Energy Systems Energy Engineering
Research subject
Civil and Architectural Engineering, Fluid and Climate Theory; Energy Technology
Identifiers
urn:nbn:se:kth:diva-368046 (URN)10.1016/j.apenergy.2025.126999 (DOI)2-s2.0-105020918060 (Scopus ID)
Funder
Swedish Energy Agency, 51490-1
Note

QC 20250806

Available from: 2025-08-03 Created: 2025-08-03 Last updated: 2025-11-21Bibliographically approved
Behzadi, A., Duwig, C., Ploskic, A., Holmberg, S. & Sadrizadeh, S. (2024). Application to novel smart techniques for decarbonization of commercial building heating and cooling through optimal energy management. Applied Energy, 376, Article ID 124224.
Open this publication in new window or tab >>Application to novel smart techniques for decarbonization of commercial building heating and cooling through optimal energy management
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2024 (English)In: Applied Energy, ISSN 0306-2619, E-ISSN 1872-9118, Vol. 376, article id 124224Article in journal (Refereed) Published
Abstract [en]

The present article proposes a novel smart building energy system utilizing deep geothermal resources through naturally-driven borehole thermal energy storage interacting with the district heating network. It includes an intelligent control strategy for lowering operational costs, making better use of renewables, and avoiding CO2 emissions by eliminating heat pumps and cooling machines to address the heating and cooling demands of a commercial building in Uppsala, a city near Stockholm, Sweden. After comprehensively conducting techno-environmental and economic assessments, the system is fine-tuned using artificial neural networks (ANN) for optimization. The study aims to determine which ANN design and training procedure is the most efficient in terms of accuracy and computing speed. It also assesses well-known optimization algorithms using the TOPSIS decision-making technique to find the best trade-off among various indicators. According to the parametric results, deeper boreholes can collect more geothermal energy and reduce CO2 emissions. However, deep drilling becomes more expensive overall, suggesting the need for multi-objective optimization to balance costs and techno-environmental benefits. The results indicate that Levenberg-Marquardt algorithms offer the optimum trade-off between computation time and error minimization. From a TOPSIS perspective, while the dragonfly algorithm is not ideal for optimizing the suggested system, the non-dominated sorting genetic algorithm is the most efficient since it yields more ideal points rated below 100. The optimization yields a higher energy production of 120 kWh/m2, as well as a decreased levelized cost of energy of 57 $/MWh, a shorter payback period of two years, and a reduced CO2 index of 1.90 kg/MWh. The analysis reveals that despite the high investment costs of 382.50 USD/m2, the system is financially beneficial in the long run due to a short payback period of around eight years, which aligns with the goals of future smart energy systems: reduce pollution and increase cost-effectiveness.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
Borehole TES, Comparative multi-objective optimization, Life cycle cost, Machine learning, Smart commercial building system
National Category
Energy Engineering Energy Systems
Identifiers
urn:nbn:se:kth:diva-352346 (URN)10.1016/j.apenergy.2024.124224 (DOI)001299476600001 ()2-s2.0-85201379577 (Scopus ID)
Note

QC 20240829

Available from: 2024-08-28 Created: 2024-08-28 Last updated: 2025-08-01Bibliographically approved
Causevic, A., Macura, B., Haque, N., Solujic, S. & Ploskic, A. (2023). Analyzing development finance flows in the Western Balkans’ energy sector: a 2008–2020 perspective. Energy, Sustainability and Society, 13(1), Article ID 47.
Open this publication in new window or tab >>Analyzing development finance flows in the Western Balkans’ energy sector: a 2008–2020 perspective
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2023 (English)In: Energy, Sustainability and Society, E-ISSN 2192-0567, Vol. 13, no 1, article id 47Article in journal (Refereed) Published
Abstract [en]

Background: Development finance is vital for low- and middle-income countries to enhance their sustainability agendas, as it provides essential funding necessary to close domestic financing gaps, including in the energy sector. Coal is still a vital power source for the energy sectors in the Western Balkans (i.e., Bosnia and Herzegovina, Kosovo, Montenegro, North Macedonia, and Serbia). The energy sector is a critical component in the five countries’ pursuit to decarbonize (i.e., follow the net zero pathways) due to its central role as a primary contributor to greenhouse gas emissions and a critical enabler of sustainability transition. This article presents a mapping exercise of development finance for five Western Balkan countries’ energy sectors. The study conducted a scoping literature review and detailed analysis of the five countries’ energy sector-related development finance flows from 2008 to 2020. This aimed to provide insights into the development finance flows for renewable and non-renewable energy sources in five Western Balkan countries. Results: The scoping literature review indicated a significant gap in knowledge about the effects and effectiveness of development finance in the Western Balkans. Data analysis identified US$3.2 billion in energy development finance in the examined countries. The disbursement ratios were above the global average of 63%. Serbia received the highest proportion of the total funding, while Montenegro obtained the highest funding per capita. The data analysis did not establish a connection between adopting the Paris Agreement in 2016 and increasing development finance flows for renewable energy projects. Around one-third of the disbursed development finance was invested in projects for energy supply using non-renewable sources. Official Development Aid loans represented 37% (US$1.2 billion) of the total funding, contributing to the increase in indebtedness in the five countries. European-based bilateral and multilateral development finance providers were the most important actors in the five examined countries. Conclusions: The amount of the disbursed development finance was insufficient to cover a significant percentage of the needs of the surveyed countries. Although carbon-intensive energy infrastructure received considerable funding, the total amount of disbursed energy development finance ranged between 0.15 and 0.62% of the average gross domestic product for the analyzed countries during the study period. Based on the research findings, we recommend that development finance providers and recipient countries pay greater attention to planning for strategic funding disbursement.

Place, publisher, year, edition, pages
Springer Nature, 2023
Keywords
Carbon intensity, Development aid, Electric power system, Energy transition, Non-renewable energy, Renewable energy
National Category
Other Social Sciences not elsewhere specified
Identifiers
urn:nbn:se:kth:diva-341702 (URN)10.1186/s13705-023-00426-z (DOI)001125117300001 ()2-s2.0-85179712290 (Scopus ID)
Note

QC 20231229

Available from: 2023-12-29 Created: 2023-12-29 Last updated: 2025-05-05Bibliographically approved
Nourozi, B., Sadrizadeh, S. & Ploskic, A. (2023). Condensation and Frost Onset of Air-to-Air Heat Exchangers: A Detailed Heat Transfer Analysis. In: Proceedings of the 5th International Conference on Building Energy and Environment: . Paper presented at 5th International Conference on Building Energy and Environment, COBEE 2022, Montreal, Canada, Jul 29 2022 - Jul 25 2022 (pp. 355-361). Springer Nature
Open this publication in new window or tab >>Condensation and Frost Onset of Air-to-Air Heat Exchangers: A Detailed Heat Transfer Analysis
2023 (English)In: Proceedings of the 5th International Conference on Building Energy and Environment, Springer Nature , 2023, p. 355-361Conference paper, Published paper (Refereed)
Abstract [en]

Mechanical ventilation equipped with heat recovery systems (MVHR) is prevalently used in the Scandinavian climate. These systems considerably reduce the ventilation heat losses during the long and cold winter seasons in such cold climate regions. The humidity in the return air from the building may condense due to exposure to low outdoor air temperatures. This affects the heat transfer rate between the two air streams and causes blockage if the condensate turns into ice. In this study, detailed heat transfer modeling of the heat exchanger enables anticipation of condensation and frosting onsets. Simulation results prove that the relative humidity in the return air and outdoor air temperature are the most decisive parameters for controlling the frosting threshold. Except preheating the outdoor air to above the frosting threshold, increasing the return airflow rate using a variable speed fan can be used for frost prevention or postponing the ice appearance. The results show that increasing the return-to-supply airflow rate ratio effectively lowers the frost threshold for the climate of central Sweden.

Place, publisher, year, edition, pages
Springer Nature, 2023
Series
Environmental Science and Engineering, ISSN 18635520
Keywords
Condensation, Frosting, Heat exchanger, Laminar forced convection
National Category
Energy Engineering Building Technologies
Identifiers
urn:nbn:se:kth:diva-338032 (URN)10.1007/978-981-19-9822-5_38 (DOI)2-s2.0-85172736488 (Scopus ID)
Conference
5th International Conference on Building Energy and Environment, COBEE 2022, Montreal, Canada, Jul 29 2022 - Jul 25 2022
Note

Part of ISBN 9789811998218

QC 20231013

Available from: 2023-10-13 Created: 2023-10-13 Last updated: 2023-10-13Bibliographically approved
Pieskä, H., Ploskic, A. & Wang, Q. (2023). Environmental assessment of a ground source heat pump heating system retrofit for a residential building. In: : . Paper presented at Submitted to Energy Trends 2023.
Open this publication in new window or tab >>Environmental assessment of a ground source heat pump heating system retrofit for a residential building
2023 (English)Conference paper, Published paper (Refereed)
National Category
Energy Engineering
Research subject
Civil and Architectural Engineering, Fluid and Climate Theory
Identifiers
urn:nbn:se:kth:diva-327074 (URN)
Conference
Submitted to Energy Trends 2023
Note

QC 20230522

Available from: 2023-05-17 Created: 2023-05-17 Last updated: 2023-05-22Bibliographically approved
Pieskä, H., Ploskic, A. & Wang, Q. (2023). Life-cycle assessment of a radiant high-temperature cooling system in the Mediterranean climate. Building and Environment, 245, Article ID 110847.
Open this publication in new window or tab >>Life-cycle assessment of a radiant high-temperature cooling system in the Mediterranean climate
2023 (English)In: Building and Environment, ISSN 0360-1323, E-ISSN 1873-684X, Vol. 245, article id 110847Article in journal (Refereed) Published
Abstract [en]

As sustainable development increases its significance in policy-making, methods for quantifying the sustainability of a project become more important. One such method is life-cycle assessment (LCA). In this study, an LCA assessment of a radiant cooling system was conducted for a retrofit project of a small office building. The studied building is located in Sant Cugat in north-eastern Spain. The radiant cooling system was also compared with a conventional alternative, an all-air variable air volume system. The goal of the study is to provide a generalisable methodology for conducting an LCA-assessment in a retrofit project involving cooling. The methodology of the assessment consists of two parts. Building energy models in IDA-ICE 4.8 were used to determine the energy use of the systems and the resulting thermal comfort conditions in the building, while SimaPro 9.4 was used to carry out the LCA assessment. A major novelty in the study is the use of thermal comfort as the functional unit for the LCA assessment. The results show that the radiant system has a lower environmental impact in all ReCiPe2016 midpoint impact categories during the systems' estimated lifetime of 50 years. However, a sensitivity analysis revealed that while the radiant system's environmental impact is mainly dependent on the manufacturing process, the conventional system's impact is largely determined by its operational energy use. Therefore, the conventional system is significantly more sensitive to decarbonisation of electricity production.

Place, publisher, year, edition, pages
Elsevier BV, 2023
Keywords
Energy efficiency, Geothermal cooling, Life-cycle assessment, Radiant cooling, Thermal comfort
National Category
Energy Systems
Identifiers
urn:nbn:se:kth:diva-337429 (URN)10.1016/j.buildenv.2023.110847 (DOI)001081822400001 ()2-s2.0-85171792368 (Scopus ID)
Note

Not duplicate with DiVA 1757776

QC 20231003

Available from: 2023-10-03 Created: 2023-10-03 Last updated: 2023-11-07Bibliographically approved
Pieskä, H., Ploskic, A., Holmberg, S. & Wang, Q. (2022). Performance Analysis of a Geothermal Radiant Cooling System Supported by Dehumidification. Energies, 15(8), Article ID 2815.
Open this publication in new window or tab >>Performance Analysis of a Geothermal Radiant Cooling System Supported by Dehumidification
2022 (English)In: Energies, E-ISSN 1996-1073, Vol. 15, no 8, article id 2815Article in journal (Refereed) Published
Abstract [en]

 Space cooling demand is increasing globally due to climate change. Cooling has also been linked to all 17 sustainable development goals of the United Nations. Adequate cooling improves productivity and thermal comfort and can also prevent health risks. Meanwhile, policy initiatives such as the European Union’s Green Deal require participants to cut greenhouse gas emissions and reduce energy use. Therefore, novel cooling systems that are capable of efficiently producing high levels of thermal comfort are needed. Radiant cooling systems provide a design capable of fulfilling these goals, but their application in hot and humid climates is limited due to the risk of condensation. In this study, we compare the performances of radiant cooling systems with and without dehumidification.The studied systems are supplied by geothermal energy. The study is conducted using building energy models of a small office building belonging to a three-building school complex located in SantCugat near Barcelona in Spain. The studied location has a Mediterranean climate. The simulations are conducted using IDA Indoor Climate and Energy 4.8 simulation software. The results show that the radiant cooling system with dehumidification (RCD) produces considerably improved thermal comfort conditions, with maximum predicted mean vote (PMV) reached during the cooling season being 0.4 (neutral) and the maximum PMV reached by the radiant cooling system without dehumidification (RC) being 1.2 (slightly warm). However, the improved thermal comfort comes at the cost of reduced energy and exergy efficiency. The RCD system uses 2.2 times as much energy and 5.3 times as much exergy as the RC system. A sensitivity analysis is also conducted to assess the influence of selected input parameters on the simulation output. The results suggest that maximising dehumidification temperature and minimising ventilation flow rate can improve the energy and exergy efficiency of the RCD system while having a minor effect on thermal comfort.

Place, publisher, year, edition, pages
Basel, Switzerland: MDPI, 2022
Keywords
Radiant cooling, Energy efficiency, Exergy, Dehumidification, Thermal comfort
National Category
Energy Engineering
Research subject
Civil and Architectural Engineering, Fluid and Climate Theory
Identifiers
urn:nbn:se:kth:diva-310942 (URN)10.3390/en15082815 (DOI)000786042000001 ()2-s2.0-85129961929 (Scopus ID)
Projects
EU H2020 Programme under Grant Agreement No. 792210.
Note

QC 20220509

Available from: 2022-04-12 Created: 2022-04-12 Last updated: 2023-08-28Bibliographically approved
Pieskä, H., Wang, C., Nourozi, B., Ploskic, A. & Wang, Q. (2022). Thermodynamic and thermal comfort performance evaluation of two geothermal high-temperature cooling systems in the mediterranean climate. Journal of Building Engineering, 56, 104738-104738, Article ID 104738.
Open this publication in new window or tab >>Thermodynamic and thermal comfort performance evaluation of two geothermal high-temperature cooling systems in the mediterranean climate
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2022 (English)In: Journal of Building Engineering, E-ISSN 2352-7102, ISSN 2352-7102, Vol. 56, p. 104738-104738, article id 104738Article in journal (Refereed) Published
Abstract [en]

The European Commission aims to reduce the greenhouse gas emissions of the European Union's building stock by 60% by 2030 compared with 1990. Meanwhile, the global demand for cooling is projected to grow 3% yearly between 2020 and 2050. High-temperature cooling systems provide cooling with lower exergy use than conventional cooling systems and enable the integration of renewable energy sources, and can play a crucial role in meeting the growing cooling demand with less energy use. The aim of this study is to analyse and critically evaluate two high-temperature cooling systems in terms of their energy and exergy use in a case study. We also consider thermal comfort performance, CO2 emissions, and sensitivity to changing operating conditions. The two systems considered are a mechanical ventilation system with heat recovery combined with geothermal cooling (GeoMVHR) and a radiant cooling system with ceiling panels connected to the same geothermal cooling (GeoRadiant) system. The study is conducted using building energy models of a typical office building belonging to a three-building school complex located in Sant Cugat near Barcelona, Spain. IDA ICE 4.8 simulation software was used for the simulations. The results show that the two different installations can produce near-identical thermal comfort conditions for the occupants. The GeoRadiant system achieves this result with 72% lower electricity use and 60% less exergy destruction than the GeoMVHR system. Due to the higher electricity use, the CO2 emissions caused by the GeoMVHR system are 3.5 times the emissions caused by the GeoRadiant system.

Place, publisher, year, edition, pages
Elsevier BV, 2022
Keywords
Heat exchanger, frosting, condensation, air preheating, laminar forced convection
National Category
Building Technologies
Research subject
Civil and Architectural Engineering, Fluid and Climate Theory
Identifiers
urn:nbn:se:kth:diva-316351 (URN)10.1016/j.jobe.2022.104738 (DOI)000878602700004 ()2-s2.0-85131952345 (Scopus ID)
Note

QC 20221205

Available from: 2022-08-16 Created: 2022-08-16 Last updated: 2023-05-17Bibliographically approved
Wang, C., Wang, Q., Nourozi, B., Pieskä, H. & Ploskic, A. (2021). Evaluating the cooling potential of a geothermal-assisted ventilation systemfor multi-family dwellings in the Scandinavian climate. Building and Environment, 204, Article ID 108114.
Open this publication in new window or tab >>Evaluating the cooling potential of a geothermal-assisted ventilation systemfor multi-family dwellings in the Scandinavian climate
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2021 (English)In: Building and Environment, ISSN 0360-1323, E-ISSN 1873-684X, Vol. 204, article id 108114Article in journal (Refereed) Published
Abstract [en]

In recent years, the increasing occurrence of heatwaves raises the cooling need of residential buildings in Scandinavian countries, which are traditionally not equipped with active cooling systems. Indoor overheating caused by such heatwaves leads to severe consequences for occupants, especially kids and seniors. Efficient and economical cooling solutions are urgently needed to cope with frequent heat waves. The present study investigated the novel usage of the geothermal-assisted mechanical ventilation with heat recovery (GEO-MVHR) system for cooling purposes in typical Swedish multi-family dwellings. The cooling potential of the system and its contributions to thermal comfort were evaluated. Dynamic simulations were conducted to assess the system’s cooling performance under two climate scenarios: the climate of 2018 representing an extreme year with excessively hot summer and the climate of a typical meteorological year. The GEO-MVHR system shows great potential in mitigating indoor overheating with improved thermal comfort. A ventilation airflow rate of0.50–0.70 l/s/m2 is suggested for multi-family dwellings to maximize the cooling potential of the GEO-MVHRsystem. The indoor operative temperature could be reduced by up to 3 ◦C with the GEO-MVHR system operating for cooling. Modulating the supply air temperature of the GEO-MVHR system based on indoor thermal conditions is recommended, as it shows the advantage of avoiding unnecessary overcooling and energy saving.

Place, publisher, year, edition, pages
Elsevier BV, 2021
Keywords
Mechanical ventilation with heat recovery, Geothermal energy, Hours of people dissatisfied, Operative temperature, High-temperature cooling
National Category
Building Technologies
Research subject
Civil and Architectural Engineering, Building Service and Energy Systems
Identifiers
urn:nbn:se:kth:diva-298606 (URN)10.1016/j.buildenv.2021.108114 (DOI)000691798100006 ()2-s2.0-85109425545 (Scopus ID)
Funder
Svenska Byggbranschens Utvecklingsfond (SBUF)
Note

QC 20210810

Available from: 2021-07-09 Created: 2021-07-09 Last updated: 2023-03-08Bibliographically approved
Ploskic, A. (2021). Värmeläckande hus presenteras ibland som energieffektiva. VVS-forum
Open this publication in new window or tab >>Värmeläckande hus presenteras ibland som energieffektiva
2021 (Swedish)In: VVS-forum, ISSN 0346-4644Article in journal (Other (popular science, discussion, etc.)) Published
Place, publisher, year, edition, pages
Stockholm: , 2021
National Category
Energy Engineering
Research subject
Civil and Architectural Engineering
Identifiers
urn:nbn:se:kth:diva-341057 (URN)
Note

QC 20231219

Available from: 2023-12-19 Created: 2023-12-19 Last updated: 2024-01-23Bibliographically approved
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