Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,287
datasets available to search
ShareScore release 0.9.0
Dataset results
1,287 results for “innovative”
SAUUHUPP Based Innovations in AI
Open the record for dataset details and reuse information.
Figures of " Experimentation preceding innovation in a MIS5 Pre-Still Bay layer from Diepkloof Rock Shelter (South Africa): emerging technologies and symbols"
<p>Figures of " <strong>Experimentation preceding innovation in a MIS5 Pre-Still Bay layer from Diepkloof Rock Shelter (South Africa): emerging technologies and symbols</strong> "</p>
Data and R files for the analysis of the innovative capacity and the network position of national manufacturing industries in world production
<p>Data and R files for the reproducibility of the results obtained in Kim and Ozaygen, Analysis of the innovative capacity and the network position of national manufacturing industries in world production.</p> <p>It also includes an R/Shiny application which runs at <a href="https://awekim.shinyapps.io/Manuf_shiny_R/">https://awekim.shinyapps.io/Manuf_shiny_R/ </a></p>
On the determinants of low-carbon innovations: Roles of technological diversification and international collaborations
<p>This data describes the role of technological diversification and international collaborations, and how they affect the intensity of low-carbon innovations. The dataset is made up of a global panel dataset consisting of patents and macroeconomic data for 90 countries, covering a period of 32 years. It also contains indices for technological diversifications and collaborations.</p>
Contemporary Wooden Watercraft of the Zanzibar Channel, Tanzania: Type and Technology, Continuity, and Innovation. Photogrammetry Files.
<p>This upload contains the photogrammetry files of 9 wooden vessels discussed in the paper 'Contemporary Wooden Watercraft of the Zanzibar Channel, Tanzania: Type and Technology, Continuity, and Innovation' published in the International Journal of Nautical Archaeology (IJNA). <br> The paper documents and presents the range of wooden fishing and cargo-carrying watercraft in use in the contemporary Zanzibar Channel, Tanzania. The work is based on surveys conducted in 2018 on Unguja, the principal island of the Zanzibar archipelago, and in 2019– 2020 in Bagamoyo, mainland Tanzania, and its immediate environs. The authors present a broad typology of the principal wooden vessel types in the form of 3D photogrammetric models, orthographic views, and photographs. The principal construction features and uses of each type are presented and the state of play of contemporary wooden-boat construction in this part of East Africa discussed.</p>
The Relationship between Science, Technology, and Innovation Policy and Nanotechnology Entrepreneurship and Innovation
<p>Dataset for a paper examining the timing of science, technology, and innovation (STI) policy initiatives is critical to the outcomes that they produce. This study examines the advantages and disadvantages of enacting STI policy investments early in a nascent domain of activity - nanotechnology - by looking at patents abd publication data.</p>
Phylogenomic analyses highlight innovation and introgression in the continental radiations of Fagaceae across the Northern Hemisphere
<p><span>Northern Hemisphere forests changed drastically in the early Eocene with the diversification of the oak family (Fagaceae). Cooling climates over the next 20 million years fostered the spread of temperate biomes that became increasingly dominated by oaks and their chestnut relatives. Here we investigate the timing and pattern of major macroevolutionary events and ancient genome-wide signatures of hybridization across Fagaceae. An unparalleled transformation of forest dynamics began with the rapid diversification of major lineages within 15 million years following the K-Pg extinction. Innovations related to seed and pollen dispersal are implicated in triggering waves of continental radiations, while fungal symbioses fortified a competitive edge underground. We detected introgression at multiple time scales, including ancient events predating the origination of genus-level diversity. As oak lineages moved into newly available temperate habitats in the early Miocene, secondary contact between previously isolated species occurred. This resulted in adaptive introgression, further amplifying global proliferation.</span></p>
An innovative approach combining metabarcoding and ecological interaction networks for selecting candidate biological control agents
<p>Classical biological control (CBC) can be used to decrease the density of invasive species to below an acceptable ecological and economic threshold. Natural enemies specific to the invasive species are selected from its native range and released into the invaded range. This approach has drawbacks, despite the performance of specificity tests to ensure its safety, because the fundamental host range defined under controlled conditions does not represent the actual host range <em>in natura, </em>and these tests omit indirect interactions within community.</p> <p>We focus on <em>Sonchus oleraceus</em> (Asteraceae), a weed species originating from Western Palearctic that is invasive in many countries and notably in Australia. We explore how analyses of interaction network within its native range can be used to 1) inventory herbivores associated to the target plant, 2) characterize their ecological host ranges, and 3) guide the selection of candidate biocontrol agents considering interactions with species from higher trophic levels. Arthropods were collected from plant community sympatric to <em>S. oleraceus</em>, in three bioclimatic regions, and interactions were inferred by a combination of molecular and morphological approaches.</p> <p>The networks reconstructed were structured in several trophic levels from basal species (plant community), to intermediate and top species (herbivorous arthropods and their natural enemies). The subnetwork centered on <em>S. oleraceus</em> related interactions contained 116 taxa and 213 interactions. We identified 47 herbivores feeding on <em>S. oleraceus</em>, 15 of which were specific to the target species. Some discrepancies with respect to published findings or conventional specificity tests suggested possible insufficient sampling effort for the recording of interactions or the existence of cryptic species. Among potential candidate agents, 6 exhibited interactions with natural enemies.</p> <p>Synthesis and applications: Adopting a network approach as prerequisite step of the classical biological control program can provide a rapid screening of potential agents to be tested in priority. Once ecological host range defined, we suggest that priority should be given to agent used by a minimum species, and, when they exist, to agents that possess enemies from the most distant taxonomical group from those occurring in the range of introduction.</p>
Technology references in foundational accounts of Responsible Research and Innovation
<p>Coding of references to different technology types within foundational accounts of Responsible Research and Innovation: </p> <ul> <li>Von Schomberg, R. (2013). A Vision of Responsible Research and Innovation. <em>Responsible Innovation: Managing the Responsible Emergence of Science and Innovation in Society</em>, 51–74. <a href="https://doi.org/10.1002/9781118551424.ch3">https://doi.org/10.1002/9781118551424.ch3</a></li> <li>Stilgoe, J., Owen, R., & Macnaghten, P. (2013). Developing a framework for responsible innovation. <em>Research Policy</em>, <em>42</em>(9), 1568–1580. <a href="https://doi.org/10.1016/j.respol.2013.05.008">https://doi.org/10.1016/j.respol.2013.05.008</a></li> <li>European Commission. (2012a). <em>Ethical and Regulatory Challenges to Science and Research Policy at the Global Level (KI-NA-25-101-EN-C)</em>. <a href="http://ec.europa.eu/research/science-society/document_library/pdf_06/ethical-and-regulatory-challenges-042012_en.pdf">http://ec.europa.eu/research/science-society/document_library/pdf_06/ethical-and-regulatory-challenges-042012_en.pdf</a></li> <li>European Commission. (2012b). <em>Responsible Research and Innovation—Europe’s ability to respond to societal challenges (KI-31-12-921-EN-C)</em>. <a href="https://ec.europa.eu/research/swafs/pdf/pub_rri/KI0214595ENC.pdf">https://ec.europa.eu/research/swafs/pdf/pub_rri/KI0214595ENC.pdf</a></li> <li>van den Hoven, J. (2013). Value Sensitive Design and Responsible Innovation. In <em>International handbook on responsible innovation. A global resource</em>. John Wiley & Sons Inc.</li> <li>van den Hoven, J. (2017). The Design Turn in Applied Ethics. In J. van den Hoven, S. Miller, & T. Pogge (Eds.), <em>Designing in Ethics</em> (1st ed., pp. 11–31). Cambridge University Press. <a href="https://doi.org/10.1017/9780511844317.002">https://doi.org/10.1017/9780511844317.002</a></li> </ul> <p>Reported in Novation (<a href="http://www.novation.inrs.ca/index.php/novation/article/view/10">link</a>). Methodology and definitions are set out in the Novation article.</p>
Data from: Neuron numbers link innovativeness with both absolute and relative brain size in birds
<p>A long-standing issue in biology is whether the intelligence of animals can be predicted by absolute or relative brain size. However, progress has been hampered by an insufficient understanding of how neuron numbers shape internal brain organization and cognitive performance. Based on estimations of neuron numbers for 111 bird species, we show here that the number of neurons in the pallial telencephalon is positively associated with a major expression of intelligence: innovation propensity. The number of pallial neurons, in turn, is greater in brains that are larger in both absolute and relative terms, and positively co-varies with longer post-hatching development periods. Thus, our analyses show that neuron numbers link cognitive performance to both absolute and relative brain size through developmental adjustments. These findings help unify neuro-anatomical measures at multiple levels, reconciling contradictory views over the biological significance of brain expansion. The results also highlight the value of a life history perspective to advance our understanding of the evolutionary bases of the connections between brain and cognition.</p>
An Innovative Thermo-Energy Harvesting Module for Asphalt Roadway Pavement
<p>The importance of green technologies for generating renewable energy and sustainable development is widely accepted. Road surfaces are exposed to solar radiation that generates thermal gradients and heat flow in the pavement layers. The heat stored can be harvested providing an untapped source of renewable energy. This report presents the design, construction, and assessment of an improved thermoelectric energy prototype for harvesting heat energy from roadway pavements. To accomplish this, various prototype designs were simulated using Finite Element (FE) analysis, followed by design construction and laboratory testing of the most promising prototypes to evaluate their power harvesting capabilities. The main design components of these prototypes are a heat collector/transfer plate, thermoelectric generators (TEG), and a cooling module consisting of a heat sink, phase change material, and an insulation box. The results suggest a direct relationship between thermal gradients and power generation and point out the importance of the cooling module in maintaining the efficiency of the harvester. An optimum harvester design would generate an average power output of 29 mWatt or 835 J over 8 hours per day in South Texas. Extrapolating this output for an installation that covers a length of 1 kilometer of a roadway could produce an average of 23.2 kWh/day, which appears to be a promising independent source of power for roadside signage and sensors.</p>
Documenting And Assessing Open Innovation: Co-creation Of An Open Data Model For Surgical Training (Additional materials, tables 2 & 3)
<p>Challenge competitions have recently resurged for promoting open innovation in areas where markets fail to provide incentives, such as the Sustainable Development Goals (SDGs). Challenges call for the general public to contribute novel solutions to a well-defined problem, in exchange for prizes, credentials and the promise of further development of selected solutions. The aim of this paper is to report on the development of an open and collaborative data model to document and evaluate innovations in the context of a challenge competition, while also being compatible with the work of other open source communities to validate and improve them. By reusing open documentation standards and embedding them into a semantic collaborative platform, the model aimed to be flexible enough to respond to the evaluation needs of the project organisers and self-assessment for participants. We expect our experience provides insights on the potential of semantic, collaborative platforms and standards for increasing the impact of innovations towards the SDGs.</p> <p>The developer team defined the goal and scope of the ontology in collaboration with the GSTC organisers. This was done by agreeing on scenarios where the ontology will be used and establishing competency questions that the ontology has to be able to respond to. Table 2 describes the four motivating scenarios, including actors involved, requirements, sequence of actions and main problems identified. Table 3 details the competency questions for each scenario.</p>
Experimental comparison of fish mortality and injuries at innovative and conventional small hydropower plants - raw data
<p><span>Resolving the controversy about hydropower is only possible based on reliable data on its ecological effects, particularly fish welfare.</span></p> <p><span>Herein, we propose a comprehensive assessment of conventional and innovative hydropower using a data set of 52 250 fish.</span></p> <p><span>The </span><span>effects of hydropower on fish were most harmful at sites with Kaplan turbines, showing </span><span>£</span> <span>83% </span><span>mortality.</span> <span>Innovative hydropower, often termed 'fish-friendly', caused </span><span>£</span> <span>64% mortality.</span></p> <p><span>Our findings suggested that the runner peripheral speed, number of turbine blades, turbulence and gas oversaturation at turbine outlets were the most important factors.</span></p> <p><span>Synthesis and Applications:</span><span> To reduce the impact of hydropower on fish, site-specific characteristics such as head drop, bypass options and river-specific species composition need to be more intensively considered in optimal turbine technologies and operation modes.</span></p>
Research on Universities Profile upon Entrepreneurship and Innovation Orientation: Case of Developing Countries
<p>This Data set is a part of a research project of "Research on Universities Profile upon Entrepreneurship and Innovation Orientation: Case of Developing Countries" </p>
Preclinical developent of an innovative drug candidate in systemic fungal therapy
<p>The dataset documents results of studies in the area of drug development co-founded by the National Centre for Research and Development <strong>(Poland), grant number </strong> <strong>POIR.01.01.01-00-1990/15-00, tytuł: <em>Badania przedkliniczne i kliniczne kandydata na innowacyjny lek w terapii inwazyjnych grzybic układowych.</em></strong></p> <p>The objective of the project was to conduct preclinical and potantially Phase I clinical studies of a new compound to develop an innovative drug for treatment of invasive systemic mycoses. The compound will be selected from the group of innovative Amphotericin B derivatives developed during the BLIRT project co-funded under the 1.4–4.1 Innovative Economy Operational Programme, which have shown significant improvement of selective toxicity compared to the native drug. Moreover, the solubility of the compounds has been ensured, which enables their bioavailability. The innovative derivatives have characteristics of an ideal antifungal drug – fungicidal activity, low toxicity, aqueous solubility, no induction of resistance, activity against MDR strains, and a broad antifungal<br> spectrum. Their therapeutic efficacy has been preliminarily proven on a model of systemic candidiasis in mice.</p> <p>The project was unsuccesful due to not enough competitive advantages of developed candidates regarding their antifungla efficacy and safety which did not justify further investments of both public and private funds.</p> <p>The dataset contain reports from the conducted studies performed both in house but also in well established CROs. It cover the chemical sythesis of compounds, preparation of their liposomal formulations and preclinical studies in vitro and in vivo performed until the project was stopped, due to not achieving the set development milestone (preclinical stage). It is widely communicatd to the scientific community so that future projects could benefit form the generated know-how.</p> <p> </p> <p> </p>
How does the selection of National Development Zones affect urban green innovation?
<p><span><span>The launch of the selection process for National Development Zones (NDZs) marked a fundamental change in the construction of development zones, making it an essential position for local authorities to implement high-quality development. Based on the data of prefecture-level cities in China from 2000 to 2018, this paper examines the impact and mechanism of selecting NDZs on urban green innovation through a double-difference spatial durbin model using the selection of NDZs as a "quasi-natural experiment". The study finds that the selection of NDZs can promote green innovation in cities and has a significant window-radiating effect. The heterogeneity test results show that the implementation of the selection policy for development zones in non-old industrial cities, large and medium-sized cities, cities with easy access to transportation, and cities with high market orientation are more likely to promote urban green innovation. At the same time, the higher the level of government governance and the better the level of economic development of the development zones, the more it helps to realize the effects of the selection policy. The results of the mechanism test show that the selection of NDZs has a positive impact on urban green innovation through environmental regulation effects, resource allocation effects, and policy amplification effects. </span></span>Data on development zones are sourced from the China Directory of Development Zones Audit and Announcement (2006) and the China Directory of Development Zones Audit and Announcement (2018 Edition)(http://www.gov.cn/xinwen/2018-03/03/content_5270330.htm); data on patents are sourced from the China Intellectual Property Office (https://www.cnipa.gov.cn/); Other city-level data from China City Statistical Yearbook, China Regional Economic Statistical Yearbook, China Statistical Yearbook (https://data.cnki.net/Yearbook/Navi?type=type&code=A). Our data is collated from the above sources using Python software. </p>
Harvesting 15MY of evolutionary innovation to help solve the 10-billion people question – "How can we feed our world without destroying our planet?
<p>Recording of webinar from the KOICA seminar series presented on July 28 2022 as part of the Capacity Building for Higher Education & the Establishment of the UPLB Genomics Center project, a collaboration of the Korea International Cooperation Agency, the University of the Philippines, and the International Rice Research Institute</p>
Audio Examples for "Directional Frequency Filtering of Recordings in Spherical Harmonics Domain for Innovative Noise Reduction Strategies"
<p>This is a collection of audio examples of the processing corresponding to the master thesis "Directional Frequency Filtering of Recordings in Spherical Harmonics Domain for Innovative Noise Reduction Strategies"<br> The examples (ambisonics and binaural) contain recordings of moving sources in an anechoic chamber, which were made within different scenes partly containing noise barriers. Furthermore the simulation of noise barriers was implemented using directional filtering within a plane wave decomposition of the signals in sh domain.</p>
A study of the spatial correlation network structure of urban innovation in Guangdong
<p>Based on the modified gravity model, a spatial correlation network of innovation was constructed among cities in Guangdong, China. Social network analysis was employed to explore their evolution characteristics during 2009–2017. The results indicate that the innovation output of prefecture-level cities in Guangdong Province shows both spatial correlations and differences. Their network shows lower density, higher efficiency, and rigid stratification properties. Based on small cluster analysis, these cities are classified into four blocks, the members of which changed. In 2017, four well-defined subgroups formed, which are "bidirectional spillover plate", "main spillover plate", "net beneficial plate", and "agent plate". With this network, the geographical characteristics of the innovation capabilities and differences among the cities in Guangdong, as well as the different positions and roles of each city in the associated network, can be properly understood. Consequently, the transmission mechanisms and development strategies of innovation in Guangdong Province can be better explored.</p>
Interkulturelles Management – innovative Konzepte zum Ausbau der China-Kompetenzen an Hochschulen
<p><b>Abstract</b></p><p class="dhik-abstract-content">Unter dem Label CPS (Chinese Projektsemester) wurde ein Konzept entwickelt, durch das gerade MINT-Studierende in die Lage versetzt werden, in systematischer Weise Chinakompetenz aufzubauen. Im Ergebnis damit auch deren Bereitschaft zur Wahrnehmung von Studienangeboten in deutsch-chinesischen Hochschulkooperationen gesteigert werden.</p><p></p><p><b>Weitere Beiträge aus dem DHIK-Forum 2022 auf Zenodo:</b></p><p class="dhik-session-list"></p><ul><li>Session #1: Viktor Sigrist: Internationalisierung - Partnerschaften für den Ausbau von Forschung und Entwicklung (DOI:<a href="https://zenodo.org/record/7123701">10.5281/zenodo.7123701</a>)</li><li>Session #2: Dieter Leonhard: DHIK- Strategien der internationalen Zusammenarbeit in Forschung und Lehre (DOI:<a href="https://zenodo.org/record/7123456">10.5281/zenodo.7123456</a>)</li><li>Session #3: Stephen Wittkopf: Wissens- und Innovationstransfer - Interdisziplinäre Zusammenarbeit mit Unternehmen und Institutionen (DOI:<a href="https://zenodo.org/record/7025707">10.5281/zenodo.7025707</a>)</li><li>Session #4: Xiao Feng: CDHAW - Chinesisch-Deutsche Hochschule für Angewandte Wissenschaften (DOI:<a href="https://zenodo.org/record/7123458">10.5281/zenodo.7123458</a>)</li><li>Session #5: Antonio Pita und Isabel Kreiner: Academy-Industry-Collaboration - Outreach Strategy (DOI:<a href="https://zenodo.org/record/7123460">10.5281/zenodo.7123460</a>)</li><li>Session #6: Martin Sternberg: Promotionsrecht – aktueller Stand an deutschen Hochschulen für angewandte Wissenschaften (DOI:<a href="https://zenodo.org/record/7123757">10.5281/zenodo.7123757</a>)</li><li>Session #7: Adrian Derungs: Duo mit Innovationskraft - Zusammenspiel von Forschung und Wirtschaft in der Zentralschweiz (DOI:<a href="https://zenodo.org/record/7123767">10.5281/zenodo.7123767</a>)</li><li>Session #8: Theres Paulsen: Transdisziplinäre Forschung - komplexe gesellschaftliche Herausforderungen erfordern diverse Ansätze (DOI:<a href="https://zenodo.org/record/7123769">10.5281/zenodo.7123769</a>)</li><li>Session #9: Jörg Schneider: International research collaboration - New funding opportunities for universities of applied sciences (DOI:<a href="https://zenodo.org/record/7123771">10.5281/zenodo.7123771</a>)</li><li>Session #10: Cornelia Spycher und Matthew Whellens: Horizon Europe - overview of funding opportunities for your research and innovation (DOI:<a href="https://zenodo.org/record/7123773">10.5281/zenodo.7123773</a>)</li><li>Session #11: Janique Siffert: Eureka Eurostars - erfolgreiche Förderung für internationale Innovationsprojekte (DOI:<a href="https://zenodo.org/record/7123777">10.5281/zenodo.7123777</a>)</li><li>Session #12: Ludger Fischer: Energy Lab - ein Netzwerk für innovative Lösungen im Energiebereich (DOI:<a href="https://zenodo.org/record/7123779">10.5281/zenodo.7123779</a>)</li><li>Session #13: Jörg Worlitschek: Thermal energy storage - heating the north, cooling the south (DOI:<a href="https://zenodo.org/record/7123781">10.5281/zenodo.7123781</a>)</li><li>Session #14: Jonas Mühlethaler: Neues DC Microgrid-Konzept – netzunabhängige Elektrifizierung in Entwicklungsländern (DOI:<a href="https://zenodo.org/record/7123783">10.5281/zenodo.7123783</a>)</li><li>Session #15: Tommy Claussen: Dekarbonisierung des Gebäudesektors - digitale Transformation in der Gebäudetechnik und im Gebäudemanagement (DOI:<a href="https://zenodo.org/record/7123785">10.5281/zenodo.7123785</a>)</li><li>Session #16: Christoph Imboden: Flexibility solutions - making the power grid fit for the future (DOI:<a href="https://zenodo.org/record/7123787">10.5281/zenodo.7123787</a>)</li><li>Session #17: Uwe Schulz: Spielerisches Sarnetz - Simulationen für die fossile Unabhängigkeit einer Ortschaft (DOI:<a href="https://zenodo.org/record/7123790">10.5281/zenodo.7123790</a>)</li><li>Session #18: Jana Koehler: Künstliche Intelligenz – Erfolg durch Erwünschtheit, Machbarkeit und Wirtschaftlichkeit (DOI:<a href="https://zenodo.org/record/7123792">10.5281/zenodo.7123792</a>)</li><li>Session #19: Rolf Kamps: KI in der Prävention - Befragungsmethoden und Schulungen trainieren, Krankheitserreger erkennen (DOI:<a href="https://zenodo.org/record/7123794">10.5281/zenodo.7123794</a>)</li><li>Session #20: Gwendolyne Pascua: Artificial Intelligence in Space - CIMON assisting astronauts on the International Space Station (DOI:<a href="https://zenodo.org/record/7123796">10.5281/zenodo.7123796</a>)</li><li>Session #21: Tobias Matter et.al.: Augmented Reality Soundscapes - mit maschinellem Lernen Klangkulissen von zukünftigen Bauvorhaben generieren (DOI:<a href="https://zenodo.org/record/7123798">10.5281/zenodo.7123798</a>)</li><li>Session #22: Angela Nicoara: Internet of Things - transforming businesses, people's lives and driving growth in the coming years (DOI:<a href="https://zenodo.org/record/7123800">10.5281/zenodo.7123800</a>)</li><li>Session #23: Adrian Koller: Feldrobotik - unermüdliche und zunehmend intelligentere Hilfe in der Landwirtschaft (DOI:<a href="https://zenodo.org/record/7123802">10.5281/zenodo.7123802</a>)</li><li>Session #24: Widar von Arx et.al.: Realisierung der Verkehrswende - Einfluss der Preispolitik in der Mobilität (DOI:<a href="https://zenodo.org/record/7124000">10.5281/zenodo.7124000</a>)</li><li>Session #25: Andreas Liebrich: Tourismusdateninfrastruktur - Was die Schweiz von Europa lernen kann (DOI:<a href="https://zenodo.org/record/7123806">10.5281/zenodo.7123806</a>)</li><li>Session #26: Frank Pöhlau und Stefan May: Find life on Mars - Schülerprojekte zur mobilien Robotik (DOI:<a href="https://zenodo.org/record/7123808">10.5281/zenodo.7123808</a>)</li><li>Session #27: Jiayun Shen: Open Innovation - Innovationsmanagement bei der Schweizerischen Post (DOI:<a href="https://zenodo.org/record/7123810">10.5281/zenodo.7123810</a>)</li><li><b>Session #28: Tobias Specker: Interkulturelles Management – innovative Konzepte zum Ausbau der China-Kompetenzen an Hochschulen (<a href="#collapseTwo">Video</a>)</b></li><li>Session #29: Elena Algorri: Swimming robots - exploring the unterwater from the surface (DOI:<a href="https://zenodo.org/record/7123814">10.5281/zenodo.7123814</a>)</li><li>Session #30: Sergio Camacho: Robotics and Digital Systems Engineering at the Tec de Monterrey (DOI:<a href="https://zenodo.org/record/7123816">10.5281/zenodo.7123816</a>)</li><li>Session #31: Thomas Dorn: Industrie 4.0 - Forschungskooperationen mit der CDHAW und der Tongji Universität Shanghai (DOI:<a href="https://zenodo.org/record/7123818">10.5281/zenodo.7123818</a>)</li><li>Session #32: Walter Reichert et.al.: Kollaboration und Unterstützung - Mobile Robotik und Exoskelette in der flexiblen Produktion (DOI:<a href="https://zenodo.org/record/7123820">10.5281/zenodo.7123820</a>)</li><li>Session #33: Louis Palmer: Solar Butterfly - climate pioneer world tour supported by HSLU (DOI:<a href="https://zenodo.org/record/7123822">10.5281/zenodo.7123822</a>)</li></ul><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.