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Mapping the value of green roofs in Swedish cities

Background

The original function of a roof is to provide shelter, however they can do so much more to contribute to sustainability. They can generate electricity with solar photovoltaics (PV); installing soil, grass and flowers can reduce heat island effect, slow down storm water runoff, reduce energy losses, and increase biodiversity; flat roofs can host planter boxes for local food production or social spaces.

One challenge to green roofs is quantifying the value they provide. Economic value is relatively easy, especially with solar energy, but the non-economic value provided to humans and nature is much more difficult to capture. In the ongoing project IoT Smart Roofs , efforts are underway to help quantify those values using novel sensors and AI techniques. The project is led by Järfalla Kommun  in partnership with Barkarby Science  and Savantic , with KTH Energy Technology playing an advisory role.

Objective

The primary objective of this thesis is to identify the installation potential of green roof types in the Stockholm suburb of Järfalla. A key subgoal is to quantify the energy generation potential from solar PV and energy savings due to biomass roofs. These energetic values can then be converted into economic value and used as a benchmark opportunity cost for other non-economic values. Another subgoal is to develop models capable of capturing green roof combinations, for example the hosting biomass and solar energy, which can result in combined benefits. The results of this thesis will directly contribute to the IoT Smart Roofs project and help guide the development of Järfalla Kommun.

Methods

Achieving the objective will require the use of urban-scale energy analysis tools. 3D city geometry will be provided by Järfalla Kommun which can be used in existing models (such as ArcGIS  or Ladybug Tools ) to quantify solar energy generation potential. Roof geometry and obstructions will inform the suitability for any given roof surface, which will require a combination of automated and manual methods. It may be necessary to write custom scripts to capture the co-placement effect of a biomass roof with solar energy, which creates a unique microclimate for calculating thermal losses in PV generation. It is possible that early sensor results from green roof testing within the project could inform model development, otherwise values taken from literature can be used. Ideally the entire municipality will be simulated, but it is possible that a subset (or multiple representative subsets) will be used for some analyses.

Learning objectives

After the thesis has been performed, the student(s) should be able to:

- Identify and describe a gap in scientific knowledge

- Develop models for rooftop analysis at an urban scale

- Perform complex techno-economic analysis with recommended actions

- Make informed conclusions supported by documented observations

Proposed time schedule, including milestones and intermediate reports

The thesis is expected to start January 2024 (wk.3/4) and be completed by June 2024 (wk.23). Intermediate reports will be due at 1/3 and 2/3 intervals, or as needed.

Workplace

Students will be offered a desk in the student thesis office at KTH Energy Technology. They are also welcomed to sit at the Savantic offices on Södermalm, particularly during periods of high collaboration with the team there. This thesis is possible due to partnerships with industrial stakeholders, however it is formally hosted by KTH and therefore cannot include renumeration.

How to apply

Interested students should email their CV and transcripts to Nelson Sommerfeldt (contact below). The scale of the project is most suited for two students working together, however solo applicants are welcome. The position will be closed as soon as matching candidates are found.

Supervisors

Claes Orsholm, CEO, Savantic AB claes.orsholm@savantic.se

Examiner

Innehållsansvarig:Oxana Samoteeva
Tillhör: Energiteknik
Senast ändrad: 2023-11-13
Predictive model control design for a small-scale steam engine based multi-source CHP system
Solar hydrogen production by photocatalytic reforming of cellulose with concentrated sunlight
Circularity of batteries
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Low-carbon Transport and Mobility in a Digital Society: Applying Smart City Concepts in Curitiba, Brazil 
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Hydrogen production using agro-industrial waste
Investigation of usage of different methane fuel qualities for rocket engines with respect to the pyrolysis stability
Experimental study on the effect of temperature and pressure on the stability of methane in rocket nozzle cooling channels
Empowering the Future: Innovating Sustainable Energy with Digital Heat Pump Solutions
Optimizing Energy Performance in Existing Urban Building Stocks: A Comprehensive Analysis and Strategic Approach for Sustainable Operation
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Characterization of the Large Areas Solar Simulator for PV/PVT testing
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Analysis of Residual Resources
Life-cycle impact assessment of innovative cascade PCM based thermal energy storage solutions
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Boiling inside rectangular microchannels: Investigating the use of high-speed IR camera for temperature readings
New Low-GWP Refrigerants Analysis with Gas Chromatography
Mapping the value of green roofs in Swedish cities
Kartläggning av vätgasproduktion hos Ovako
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Power consumption and CO2 emission of HTTP servers
Circularity measurement for automotive industries
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Low Global Warming Potential Refrigerants for high temperature heat pumps
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Comparative analysis of thermal storage options for industrial steam generation in a solar thermal integrated system
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Flexible Sector Coupling (FSC) of Electrical and Thermal Sectors via Thermal Energy Storage (TES) - A Case Study on Oskarshamn Energi
De-icing of trains in a Nordic climate
Reversable heat pumps with natural refrigerants
Calibration of a measurement system for methane pyrolysis detection in rocket nozzles
Experimental study on the effect of rocket nozzle wall materials on the stability of methane
Techno-economic assessment of a bioenergy driven Cogeneration system for rural applications
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Aqueous ammonia in refrigeration applications
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Replacement of old ground-source heat pumps – a techno-economic study
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Environmental assessment of SESS applications based on cradle to grave LCA
High and low temperature electrolysis integration in Combined Cycles
Novel solar technologies and SOEC integration for synthetic fuels
Digitalization of HVAC schema drawings
Experimental evaluation of advanced features of a modern heat pumping system
Development & implementation of an improved operation algorithm for a Li-Ion battery energy management system (EMS) at Tezpur University
Techno-economical analysis of large refrigeration systems - operational and maintenance strategies
Comparision of high fidelity and real-time CFD methods for simulating thermal comfort
Data driven heat pump models for generation of electrical load profiles at DSO level
Master thesis at Bosch Thermoteknik
Developing an integrated resource optimization model of a river basin in Kenya
Language Models for Policy Analysis at SEI
Enhancing Socio-Economic Impact Assessment in Climate-Compatible and Self-Sufficient Rural Communities through Integrated Resource Optimization Models
Climate impact of renovation projects in the built environment– zooming in on technical installations
Developing a spatial database for energy planning in Sweden
Developing a transport demand model for whole system energy planning in Sweden
Developing a residential demand model for whole system energy planning in Sweden
The use of artificial intelligence (AI) and life cycle analysis (LCA) tools for predicting the environmental performance of sustainable transport fuels
Towards Zero-Waste through a Circular Recovery Model – Lessons for Managing Municipal Solid Waste from Sweden and India
The role of renewable gases (ReNewGas) in the decarbonization of energy systems in the EU
Extracting insights from a Knowledge Graph of an ongoing research programme for Climate Compatible Growth
An approach to increase the effectiveness of use of modelling tools to inform climate-compatible development strategies in Low and Middle Income Countries
Land-based mitigation technologies, measures, and systems in negative emission pathways
Spatial analysis of district heating
Seasonal storages – way ahead for industrial decarbonisation?