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36 results for “building systems”
Data from hydronic heating systems in 216 commercial buildings
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An Empirical Study of Next-Line Prediction in Build Systems Using CodeGen
<p>An Empirical Study of Next-Line Prediction in BuildSystems Using CodeGen.</p> <p>Build systems play a crucial role in software development and are responsible for compiling source code into executable programs. Despite their importance, build systems often receive limited attention because their impact is not directly visible to end users. This oversight can lead to inadequate maintenance, frequent build failures, and disruptions that require additional resources. Recognising and addressing the maintenance needs of build systems is essential to preventing costly disruptions and ensuring efficient software production.</p> <p>In this paper, we explore whether applying a Large Language Model (LLM) can reduce the burden of maintaining build systems. We aim to determine whether the prior content in build specifications provides sufficient context for an LLM to generate subsequent lines accurately. We conduct an empirical study on CodeGen, a state-of-the-art Large Language Model (LLM), using a dataset of 13,343 Maven build files. The dataset consists of the Expert dataset from the Apache Software Foundation (ASF) for fine-tuning (9,426 build files) and the Generalised dataset from GitHub for testing (3,917 build files). We observe that (i) fine-tuning on a small portion of data (i.e., 11\% of the fine-tuning dataset) provides the largest improvement in performance by 13.93\% (ii) When applied to the Generalised dataset, our fine-tuned model retains 83.86\% of its performance, indicating that it is not overfitted. Upon further investigation, we classify build code content into functional and metadata subgroups based on enclosing tags. Our fine-tuned model performs substantially better in suggesting functional than metadata build code. Our findings highlight the potential of leveraging LLMs like CodeGen to relieve the maintenance challenges associated with build systems, particularly in functional content. The study highlights the limitations of large language models in suggesting the metadata components of build code. Future research should focus on developing approaches to enhance the accuracy and effectiveness of metadata generation.</p> <p> </p> <p>Replication Package Structure:</p> <p>dataset.zip: Contains dataset for Expert and Generalised dataset.</p>
Supplementary material for "Comprehensive framework for dynamic energy assessment of building systems using IFC graphs and Modelica"
<p>The provided files include the following:</p> <ul> <li>The IFC model of the demo building used in Section 2.</li> <li>The parsed space boundaries graph.</li> <li>The resulting fragmented space boundaries graph.</li> </ul>
Understanding the Implications of Changes to Build Systems (Replication Package)
<p>Online appendix for <em>"Understanding the Implications of Changes to Build</em> Systems", in the Proceedings of the International Conference on Software Engineering (ICSE), 2023. </p>
Building Access to Food Through Systems and Solidarity
ClinicalTrials.gov study NCT05381766. IPD Sharing: YES. Countries: 1. Publications: 0.
Building an Equitable and Accessible System of Eating Disorder Care for VA, DoD, and Underrepresented Americans
ClinicalTrials.gov study NCT05304104. IPD Sharing: NO. Countries: 1. Publications: 44.
Building Capacity in the System to Support Persons With Stroke and Cognitive Impairment
ClinicalTrials.gov study NCT02597569. IPD Sharing: UNDECIDED. Countries: 1. Publications: 2.
Data from: Upwelling as the major source of nitrogen for shallow and deep reef-building corals across an oceanic atoll system
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MANAGEMENT SYSTEM MODELS OF MULTISERVICE NETWORKS BUILDING ON A SYSTEMATIC APPROACH
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New Ways of Mapping Knowledge Organization Systems. Using a SemiAutomatic MatchingProcedure for Building Up Vocabulary Crosswalks
<p>Abstract: Crosswalks between different vocabularies are an indispensable prerequisite for integrated and high­quality search scenarios in distributed data environments. Offered through the web and linked with each other they act as a central link so that users could move back and forth between different data sources being online available.<br> In the past, crosswalks between different thesauri have been primarily developed manually. In the long run the intellectual updating of such crosswalks requires huge personnel expenses. Therefore, an integration of automatic matching procedures, as for example Ontology Matching Tools, seems pretty obvious.<br> On the basis of computer­generated correspondences between the Thesaurus for Economics (STW) and the Thesaurus for the Social Sciences (TheSoz) our contribution will explore cross­border approaches between IT­assisted tools and procedures on the one hand<br> and external quality measurements via domain experts on the other hand. Thus, we will present techniques to semi­automatically perform vocabulary crosswalks. Due to intellectually evaluated results of multiple matching tools in the forerun, quality statements concerning the reliability of further computer­generated crosswalks can be made. This way, the application of various tools and procedures gradually contributes to an increase in quality. Moreover, on the long­term it facilitates a continuous update of high­quality vocabulary crosswalks.</p>
Building Access to Food Through Systems and Solidarity (BASIS): A Subsidized and Culturally-adapted Produce Box Program for Immigrant Communities of Brooklyn, NY
ClinicalTrials.gov study NCT07076251. IPD Sharing: NO. Countries: 1. Publications: 0.
Human Neural Organoid Microphysiological Systems Show the Building Blocks Necessary for Basic Learning and Memory
GEO Series GSE301725. Homo sapiens. 13 samples. Type: Expression profiling by high throughput sequencing.
Annual Gas & Electricity demand data for Dublin Emissions Trading System (ETS) industrial buildings as of November 2019
<ul> <li>AER Reports.zip <ul> <li>Pdfs of individual Dublin buildings each containing energy data from <a href="http://epa.ie/licensing/">http://epa.ie/licensing/</a></li> </ul> </li> <li>EPA Reports.xlsx <ul> <li>Extracted energy data from AER Reports into a single spreadsheet</li> </ul> </li> </ul>
Build-up Computed Assisted History Taking, Physical Examination and Diagnosis System of Emergency Patient Through Machine Learning (II)
ClinicalTrials.gov study NCT05596929. IPD Sharing: NO. Countries: 1. Publications: 0.
Figure 1 in A comparison of social behaviour in two rodent species: implications for the mating system of mound-building mice, Mus spicilegus
Figure 1. Median number of amicable, offensive, and defensive behaviours displayed by males (black and grey bars), and females (dotted and hatched bars) during male–female encounters. Sex-specific significant statistics, Mann-Whitney U test: * p,0.05.
Factorial Analysis -- DOE Apartment Building with Ideal Loads System (MAT files)
<p>This is a test upload of summarised simulation data as MAT files. The simulations were carried out with EnergyPlus. The original IDF files can be found on the USDOE website (http://energy.gov/eere/buildings/commercial-reference-buildings). I modified the files to have only ideal loads systems. The factorial analysis varies 5 factors at 3 levels each (243 files) -- U-value, Thermal Mass, Self-Shading (overhangs and fins), Window-to-Wall Ratio, and Ventilation Level.</p> <p>Upcoming related files, to be posted this summer, include:</p> <p>1. Original CSV outputs from Eplus.</p> <p>2. MATLAB scripts to make these summary files.</p> <p>3. MATLAB scripts to change the base IDF file for a factorial analysis.</p> <p>4. Other cool things?</p> <p> </p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.