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Predictive maintenance, quality control, supply chain, industrial sensors, factory automation
1,033 datasets
An automated workflow for ambient noise tomography uses an empirical zero-distance law (EZDL) and a well-placed zero ratio (WZR) quality control metric. The method was demonstrated on data from the AusArray seismic deployment in Australia's Northern Territory. The research was presented at the 2025 IAGA/IASPEI Joint Scientific Meeting.
Yan He from Chongqing University of Technology provides data related to autophagy's role in pollen tube growth and male fertility in Arabidopsis. The dataset likely contains experimental results on organelle dynamics and protein interactions, such as SH3P2 and ATG proteins. The row count and specific file formats are unknown.
Daily remote sensing reflectance data derived from Sentinel-3 OLCI satellite imagery at approximately 1000-meter pixel resolution. The data is produced by CSIRO under the eReefs Phase 5 project using the FUB-CSIRO Coastal Water Processor and reprojected onto a regular grid. Standard Level 1 quality flags and additional algorithm-specific out-of-range flags are provided for quality control.
An artifact archive for the OOPSLA 2022 paper 'A Fast in-place Interpreter for WebAssembly'. It contains source code snapshots for three Web engines and three non-Web engines, along with PolyBenchC benchmark binaries, benchmarking scripts, and collected experimental data. The artifact was authored by Ben L. Titzer of Carnegie Mellon University.
Public Safety Canada hosts all reports submitted under the Fighting Against Forced Labour in Supply Chains Act (S-211). The dataset contains corporate disclosures that meet the act's requirements. Reports are provided in CSV format and were last updated on July 13, 2026.
Sentinel-3 OLCI reduced resolution daily reprojected Level 2P above-water spectral remote sensing reflectance produced by CSIRO under eReefs Phase 5. The data is processed using the FUB-CSIRO Coastal Water Processor and placed onto a regular grid using nearest neighbor resampling. Standard Level 1 quality flags and additional algorithm input/output out-of-range flags are provided for quality control.
Community assembly in macrofauna communities developed in artificial kelp holdfasts was monitored at 1-month intervals over a 13-month period. The dataset was collected by the Australian Ocean Data Network using a sampling design with systematic patterns of temporal overlap and changes in start and collection dates. The hierarchical experimental design allows analysis by deployment date, collection date, and community age.
A thesis from the University of Southern California presents an approach for planning in flexible assembly systems. The work addresses knowledge representation, precedence identification, and cost-minimizing sequence generation, resulting in the COPLANNER system. The generated assembly plans are represented by Hierarchical Partial-Order Graphs (HPOGs) to show temporal and spatial parallelism.
Annual reports mandated by the Fighting Against Forced Labour and Child Labour in Supply Chains Act, which came into force on January 1, 2024. The data consists of questionnaire responses submitted by Canadian government institutions detailing steps taken to prevent forced and child labour in their supply chains during the previous fiscal year. The dataset is published by Global Affairs Canada on the open_canada platform.
A 2011 collation of marine surveys from the Fal and Helford areas in the UK, conducted by Ecospan Ltd for Natural England. The surveys gather evidence from various marine environments, including condition assessments and verification for recommended Marine Conservation Zones. All surveys follow established methodologies and specified standards.
Mohamed Lamine Soudani published a synthetic dataset for predictive maintenance of industrial robots on figshare in May 2026. The dataset comprises 2,000 instances and 215 explanatory characteristics generated from a simulation model of an ABB IRB 1100 robot's six axes. It includes simulated multisensory signals monitoring electrical, mechanical, thermal, and vibration parameters.
A dataset of 2,000 synthetic instances simulating multisensory signals from an ABB IRB 1100 industrial robot's six axes. Created by Mohamed Lamine Soudani, it includes 215 explanatory characteristics monitoring electrical, mechanical, thermal, and vibration parameters for predictive maintenance research.
A synthetic dataset of 2,000 instances and 215 features simulating sensor data from an ABB IRB 1100 industrial robot. It was created by Mohamed Lamine Soudani via a simulation model incorporating six robot axes and sensors for electrical, mechanical, thermal, and vibration parameters. The dataset, last updated in May 2026, is designed for fault detection and severity-level validation.
2,000 simulated instances with 215 features monitor electrical, mechanical, thermal, and vibration parameters of an industrial robot. Mohamed Lamine Soudani generated this synthetic dataset to address the scarcity of real-world failure data, achieving an F1-macro score of 0.7625 with LightGBM. The dataset enables fault identification and severity-level validation for three defect types.
Cheng-Hao Chou from the University of Michigan created a dataset of acceleration data. It was collected from six low-cost 3D printers of the same model while air-printing cubes at different speeds. The dataset is intended as a case study for federated and personalized learning.
Daily satellite-derived remote sensing reflectance data for coastal waters, produced by CSIRO under the eReefs project. The data is processed using the FUB-CSIRO Coastal Water Processor and provided at a reduced resolution of approximately 1000 meters per pixel. It includes multiple quality control flags for data assessment.
A 2026 study by Piyawat Suwankornkij presents a finite element analysis of axisymmetric free vibration in closed ellipsoidal nanoshells. The work investigates natural frequencies, mode shapes, and instability phenomena for oblate, spherical, and prolate geometries under uniform external pressure. Results are based on the modified couple stress theory and examine the effect of aspect ratio and size-dependent length scale.
Two full-scale column models were built and tested under four-point bending to analyze mechanical behavior. The research compares a cast-in-situ column to one connected with steel shoes, measuring displacement, stiffness, curvature, and deflection. Author João Lucas Figueiredo Paes De Barros asserts the bolted connection model displayed similar behavior to the cast-in-situ model up to 80% of the rebar yield load.
Australia's gallium sector snapshot from January 2026 details production, resources, and exploration for this critical mineral. Gallium is exclusively produced as a by-product from bauxite and zinc processing. The data is provided by Geoscience Australia and was last updated in June 2026.
Shoreline Management Plan data for North West England and North Wales, produced by Halcrow Group Ltd. in 2010. The data provides a large-scale assessment of coastal erosion and flooding risks and presents policies for sustainable management. SMPs form part of DEFRA and the Welsh Assembly's strategy and are reviewed approximately every 10 years.