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This paper evaluates the performance of the Long Short-Term Memory (LSTM) Neural Network for forecasting energy production from combined heat and power (CHP) plants in Stuttgart, Germany. The dataset consists of high frequency time series data and exhibits multiple seasonal patterns. A key challenge addressed in this study is the presence of a systematic reporting delay, where the most recent four
I Sverige pågår en elektrifiering av samhället, där transporter, industrier och hushåll i allt större utsträckning försöker övergå till el som energibärare. Detta är en central del i att nå våra klimatmål, men ställer samtidigt höga krav på elsystemets kapacitet. För att kunna planera för ett robust och hållbart elnät krävs en förståelse för hur el används idag. I denna rapport ligger fokus på attThis report aims to develop general synthetic load profiles representing electricity consumption in Swe- dish single-family homes. Based on historical hourly consumption data from Lomma and Helsingborg, provided by RISE, three models – SARIMAX, GRU, and Prophet – were trained and evaluated. To enable comparison and future scalability, the data was normalized by each user’s annual consumption. Amon
Insect populations have decreased dramatically the past decades, with one reason being unintentional pressure from pesticides. Insecticides such as neonicotinoids can cause sub-lethal effects in insects, such as altered metabolic regulation, which can be studied using targeted metabolomics. Although commonly studied using High-Performance Liquid Chromatography tandem Mass Spectrometry (HPLC-MS/MS)
History leaves its marks on the life of a city. As urban landscapes continue to expand and evolve, old industrial sites and urban functions are often left behind, fading into the margins of the contemporary city. This thesis seeks to explore how architecture and public space can breathe new life into these forgotten areas, reactivating them as meaningful parts of the city’s present and future.The
Galectins are small, carbohydrate-binding proteins widely distributed among different cells and tissues in the human body. Due to their abundance, these proteins are involved in many processes and diseases. Among the different types of galectins found in the human body, galectin-1 and galectin-3 are the most common, thus the most targeted and studied. Particularly, galectin-3 is the only chimeric
Hirschsprung’s disease is a rare, congenital disease characterized by a lack of nerves in parts of the gastrointestinal tract. The disease is often diagnosed early in a child’s life, as the lack of nerves inhibits the passing of stool. Surgery is required to remove the affected part of the intestine. Today intra-operative biopsies are taken to determine where the diseased part of the intestine end
Drought is one of the most costly disasters worldwide. The complexity of nonlinear relationships between drought variables and drought severity during drought events poses significant challenges for accurate drought monitoring and prediction. Drought research in Morocco has been dominated by linear and conventional statistical methods, such as the pearson correlation. Although some earlier researc
This thesis explores how sustainable entrepreneurs adapt their motivation and identity amid the emotional, moral, and strategic tensions of building purpose driven ventures. While previous research has examined motivation and identity separately, little attention has been paid to their interdependence, particularly in high uncertainty environments where values and viability collide. Integrating Se
This thesis explores the classification of savannah trees using EnMAP hyperspectral and Sentinel-2 multispectral satellite data using a Random Forest classifier. The study aimed to assess if the increase in spectral information from the hyperspectral data gives an increase in classification performance, to find the advantages and limitations to hyperspectral data compared to multispectral data and
Myoelectric prosthetics utilize machine learning(ML) algorithms to translate surface electromyography(sEMG) signal patterns into movement, allowing patients to easily control their prosthesis. While the use of conventional ML algorithms has been effective within these prosthetics, challenges still remain in terms of classification accuracy and computation speed. It was hypothesized that Kolmogorov
Purpose: The purpose of this study is to explore how consumers navigate and justify their consumption habits while striving for a more sustainable identity. The study examines the internal dilemmas that arise when sustainable values confront the realities of identity expression and social influence. Methodology: A qualitative research approach was adopted, in the form of in-depth interviews, invo
Nondestructive assaying (NDA) is an important step in ensuring the safe handling of spent nuclear fuel and radioactive waste. The assaying techniques require the use of ionizing radiation detectors to determine the activity of said fuel. One candidate detector for such use is the cerium-activated LaBr3 inorganic crystal scintillator. This scintillator offers excellent resolution, decay times and l
Sweden has in the past decade embarked on a journey to rebuild the concept of ‘total defence’. The crisis management system led by the Swedish Civil Contingency Agency has become all-the-more involved in the civil defense, with the Swedish Armed Forces responsible for military defense. The present thesis aims to explore the topic of gender and language in Sweden’s total defense discourse to uncove
Impact investing is a recently emerged field which aims to combine the goal of achieving financial returns with positive environmental or social impact. The documented loss of biodiversity has caused the emergence of many corporate environmental impact reporting frameworks, which have sometimes been criticized for their lack of biodiversity-outcome indicators. This study aims to take stock of the
The objective of this thesis is to investigate the feasibility of constructing temporary warehouse halls using glulam (glued laminated timber) frames, as well as to explore alternative solutions to PVC fabric for roofing and walls. The background is an increasing demand for temporary and flexible ware- house structures across several industries, along with a growing interest in environmentally fr
Deforestation is one of the most significant environmental challenges, with close links to global issues such as biodiversity loss and climate change. The European Union Deforestation-free Products Regulation (EUDR) introduces rigorous due diligence obligations for companies placing forest-risk commodities and derived products on the European market, intending to halt global deforestation. Despite
We live in an increasingly individualistic society where involuntary loneliness, especially among older adults, has become a growing issue. In Sweden, where single-person households are common, many seniors, particularly those over 65 who live alone, report feeling lonely. At the same time, children are growing up with limited contact with older generations, as everyday interactions between age gr
The last decade and a half has seen intense research efforts into metal-halide perovskite (MHP) materials, as researchers have come to appreciate their excellent photo-electrical properties such as good radiative recombination rates and light absorption. As part of these efforts MHP-devices of different morphologies have been developed. Notably the enhanced nanophotonic effects of nanowire (NW) mo
