68 10 760 https://urss.warwick.ac.uk/files/original/11cca7a34cc8d9f1aa14a9d4b405f503.pdf 600e007f11d8a48e4d2aeb049d4278bd Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Science, Engineering and Medicine Academic Poster An academic poster Abstract The abstract of the paper The Department for Energy Security and Net Zero (DESNZ) has launched the "Electrification of Heat" project to decarbonise domestic heating through air source heat pumps (ASHPs). This study uses DESNZ and Energy Systems Catapult datasets and Python scientific computing methodologies to develop machine-learning models that predict ASHP energy consumption, efficiency, and cost savings. The goal is to support informed decisions by policymakers, consumers, and energy providers, ultimately reducing electricity costs and carbon emissions in UK households. Meta Tags Meta tags predictive-modelling, scientific-computing, machine-learning, ai, engineering, physics, computer-science, sustainability, energy, efficiency, heating, household, cost-of-living Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Creator An entity primarily responsible for making the resource Ujair Abdullah Contributor An entity responsible for making contributions to the resource Dr Peter Brommer Subject The topic of the resource Engineering Title A name given to the resource Home Energy Optimisation: Enhancing Heat Pump Efficiency through Data-Driven Insights Date A point or period of time associated with an event in the lifecycle of the resource 2024 https://urss.warwick.ac.uk/files/original/0ae801e05b308af106438fbd417186ad.pdf 02b522a14074b234c1522308ded3ea82 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Science, Engineering and Medicine Academic Paper An academic paper Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Piezoelectricity and Solar Energy Based Energy Harvesting Devices Subject The topic of the resource Engineering Creator An entity primarily responsible for making the resource Umair Khan Date A point or period of time associated with an event in the lifecycle of the resource 2022 harvesting devices photovoltaic cells Piezoelectricity solar energy https://urss.warwick.ac.uk/files/original/f07b9e8964e890615277f7b77e647e76.pdf fa9431dc49b2a2c90ce5b36558bb4b58 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Science, Engineering and Medicine Academic Paper An academic paper Abstract The abstract of the paper The brown dwarf metallicity correlation was investigated for a set of 48 transiting brown dwarfs, taken from wide field surveys. Host star metallicity was compared to field stars using the Besançon galaxy model, with a metallicity offset between the sets found. Quantifying this using a power law the correlation constant was found to be B= 1.08+0.58 −0.52. Limiting the sample to those brown dwarfs below 42.5 MJ and above 42.5 MJ the correlation constants were found to be B= 1.44+0.87 −0.79 and B= 0.95+0.66 −0.54 respectively. This suggests the population of brown dwarfs with masses below 42.5 MJ form via core accretion whereas those with masses above 42.5 MJ form via gravitational collapse. Meta Tags Meta tags Transiting brown dwarfs, Stars, Planet-Metallicity correlation Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Subject The topic of the resource Physics Date A point or period of time associated with an event in the lifecycle of the resource 2025 Title A name given to the resource The Planet-Metallicity Correlation for Transiting Brown Dwarfs Creator An entity primarily responsible for making the resource Vaughn Totterdill https://urss.warwick.ac.uk/files/original/bb764642acc179b614770fcd3087c3cc.pdf 83548503b72e3235aab6212f6b9a971d Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Science, Engineering and Medicine Academic Paper An academic paper Abstract The abstract of the paper Within a biological system, proteins are essential; they are the building blocks of life. Their functions range from performing as antibodies to catalysing reactions as enzymes; so, proteins have an extremely varied and extensive use through a variety of industries. With mutations, their stability and functionality can be modified, with even single-point mutations having a strong effect. Therefore, being able to predict the effect in stability changes of these mutations is essential, but often computationally costly and weak when encountering unseen data. With the rise in popularity of protein language models (PLMs), including ESM, there have been improvements, but these models still encounter the same difficulties. This study explores the effect of ensemble learning on improving protein stability predictions. This is done by combining two base models: a convolutional neural network (CNN) using wild-type and mutant sequences, and a neural network trained on frozen ESM embeddings. They each form two base-learners, where each is trained on half the base training data. To combine their predictions, intermediate meta-learners for each model type and a final meta-learner are used. Results show that ensemble learning improves predictions over base models, showing improvements in all performance metrics used. Notably, even the weaker CNN-based learners contributed to improved ensemble performance, reinforcing the benefit of this type of architecture. Although it is necessary to further optimise hyperparameters and include stronger base models in the future, these results indicate that ensemble learning can lead to more accurate protein stability prediction with minimal additional computational cost. Meta Tags Meta tags protein stability predictions, mutation effect prediction, ensemble learning Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Subject The topic of the resource Computer Science Date A point or period of time associated with an event in the lifecycle of the resource 2025 Title A name given to the resource Predicting Protein Stability of Single-Point Mutations using Ensemble Learning and ESM Embeddings Creator An entity primarily responsible for making the resource Victoria Krushovska https://urss.warwick.ac.uk/files/original/5b9f75a13c119ade2a0d4ea60f232539.pdf a47d6951d70d453e51501eb8b6a65984 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Science, Engineering and Medicine Academic Poster An academic poster Abstract The abstract of the paper THE LOW-MASS ISSUE IN COOL WHITE DWARF STARS Meta Tags Meta tags White dwarf stars, Gaia observations Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Creator An entity primarily responsible for making the resource Vincent Fairchild Contributor An entity responsible for making contributions to the resource Pier-Emmanuel Tremblay Subject The topic of the resource Physics Title A name given to the resource THE LOW-MASS ISSUE IN COOL WHITE DWARF STARS Description An account of the resource Astrophysics Date A point or period of time associated with an event in the lifecycle of the resource 2024 https://urss.warwick.ac.uk/files/original/d26b4bfdba303e91bef3e8d2c2ebf772.pdf 79d6c81c0fe59680b234c0d34d3fbd8a Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Science, Engineering and Medicine Academic Poster An academic poster Abstract The abstract of the paper Investigating a taphonomy model by analysing damage to SedaDNA, changes in proportion of taxa in the sediment and changes to sediment type, in response to large changes in climate. Using sediment samples from the North Sea and OSL and carbon dating techniques to make a timeline of data with respect to sedaDNA damage, rate of change in sediment or rate of change in taxa, the timeline is compared against known large changes of climate. Meta Tags Meta tags SedaDNA, DNA damage, North Sea, Sediment, 8.2k event, Ice Age, Climate change, Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Creator An entity primarily responsible for making the resource Vivian Higgs Contributor An entity responsible for making contributions to the resource Prof Robin Allaby Subject The topic of the resource Life Sciences Title A name given to the resource DNA Damage in Doggerland Date A point or period of time associated with an event in the lifecycle of the resource 2024 https://urss.warwick.ac.uk/files/original/2115e609b6426ea818ded76fba6cfa81.pdf 827bb2e745f082edf2f5fdff28f2878f Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Arts Academic Poster An academic poster Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Fashion as a Socio-Political Tool: A Comparative Analysis Between the UAE and the UK Subject The topic of the resource History Creator An entity primarily responsible for making the resource Vriddhi Khattar & Drishti Patel Culture dress fashion hemline influencer social norms UAE https://urss.warwick.ac.uk/files/original/93b75650bef878ce1ea1a732a808e5a1.pdf 452aabcf1bd6525440a407b657755914 https://urss.warwick.ac.uk/files/original/02ecd077219b343b9a879440f2be5709.pdf 1ec4551e58afc3052743ba98f144c700 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Mathematics Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Description An account of the resource The proof that $\pi$ is transcendental through the Lindermann-Weierstrass Theorem Creator An entity primarily responsible for making the resource Wang Kin Kwok Date A point or period of time associated with an event in the lifecycle of the resource 2025 Title A name given to the resource Transcendental numbers Subject The topic of the resource Mathematics : Number Theory Lindermann-Weierstrass Theorem Transcendental Numbers https://urss.warwick.ac.uk/files/original/b4760bbeae8f96a1a0858b4cc370a6c4.pdf b5b3e9aff15147d24f7784ea0242e50c Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Science, Engineering and Medicine Academic Poster An academic poster Abstract The abstract of the paper Astronomy is experiencing a rapid growth in complexity and data size. The difficulty in analysing data fosters the development of data-driven science as a useful companion where astronomers develop tools to mine datasets and extract novel information from them. In recent years, machine learning algorithms have been popular risen among astronomers, and are now used for a wide variety of tasks. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Finding structures in astronomical data with machine learning Subject The topic of the resource Physics Description An account of the resource Astronomy is experiencing a rapid growth in complexity and data size. The difficulty in analysing data fosters the development of data-driven science as a useful companion where astronomers develop tools to mine datasets and extract novel information from them. In recent years, machine learning algorithms have been popular risen among astronomers, and are now used for a wide variety of tasks. Creator An entity primarily responsible for making the resource Wanying Zhao Date A point or period of time associated with an event in the lifecycle of the resource 2022 Astronomy hierarchical clustering kernel density Machine learning python https://urss.warwick.ac.uk/files/original/080e9edc81b4e341ba7e5c9c3657a75a.pdf e6c76d93509ae535f756da564cc13de8 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Mathematics Academic Paper An academic paper Abstract The abstract of the paper This project is supervised by Han Yu in Warwick Mathematics Institute. The main aim of this project is to explore the Khinchine's theorem on \mathbb(R)^n, and further restrict to a non-degenerate manifold \mathcal{M} with Gaussian curvature on \mathbb{R}^n, with relative measure on \mathcal{M}. For simplicity we just prove the result over [0,1]^n. Meta Tags Meta tags Number theory, Diophantine approximation, Khinchine's theorem Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Subject The topic of the resource Mathematics Date A point or period of time associated with an event in the lifecycle of the resource 2025 Contributor An entity responsible for making contributions to the resource Warwick Mathematics Institute Title A name given to the resource Metric diophantine approximation on non-degenerate manifold Creator An entity primarily responsible for making the resource Wenqing Yu