cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17603/ds2-c35n-1186
title: Building an Expert Mental Model: Protocols and Curated Transcripts
title: in Factors Influencing Flood Risk Management Integration in U.S. Municipal Planning: A social science research project

description: This project has two missions, each pertaining to a different stage of a mental model research project. 
The first mission consists of the IRB documentation, interview instruments, and curated transcripts used to create an expert mental model. The expert mental model documents support the research used to achieve the following objectives for the project: identify factors influencing flood risk management integration, assess the interplay of influences, explore diverse planner perspectives, and expand the understanding of flood risk management decision-making. These documents and the results of this portion of the research project supported the development of the documents in the second mission.
The second mission consists of amended IRB documentation, interview instruments, and curated transcripts used to apply and amend the expert mental model through a Providence, Rhode Island case study. This work is ongoing, and this mission will be published once it is completed.
description: This mission contains the instruments (semi-structured interview protocols, recruitment materials, IRB documents) and curated interview transcripts that support the research in the paper “Factors Influencing Flood Risk Management Integration in U.S. Municipal Planning: An Expert Mental Model Approach.” 
The documents in this missions were used to create the expert or foundation mental model used for other aspects of the overall research project aiming to understand how flood risk management integrates with municipal urban planning practices in the United States.
The data collection instruments include the semi-structured mental model interview protocol and the follow-up procedure for model validation. Uploaded interview transcripts have been edited to remove identifying direct and indirect information per IRB language. IRB documentation, including recruitment and follow-up email templates are included. 
These materials can be references for anyone performing mental model research.
DOI: 10.17603/ds2-pt11-yn09
title: Undergraduate Research Experience (REU), NHERI 2019: Fabrication of a Semi-Active Friction Damper

description: Participated in a research project that started fabrication of a newer generation of friction damping devices. The development of the device was done with numerical analysis and then fabricated once the numerical analysis results were determined to be satisfactory. Preliminary testing and numerical analysis on the friction device showed that a stiffer design was created and the semi-active controlled system can be implemented soon with electric actuators. In this project, a stiffer design, fabrication of simpler connections, and preliminary testing was accomplished and will be expanded on as the year progresses. Information that follows will highlight the summer process.
DOI: 10.15468/dl.udyg2t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Rupicapra pyrenaica Bonaparte, 1845)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015623-250525065834625/datasets/export for details.
DOI: 10.17603/ds2-3xw2-5302
title: Simulation codes for multivariate return period based ground motion record selection
title: in Multivariate Return Period-based Site-specific Ground Motion Selection

description: Ground motion selection is a crucial step in probabilistic seismic performance assessment of structural systems. Particularly, identifying ground motion records compatible with a specific hazard level has been the major focus of past studies. We propose a multivariate return period (MRP)-based record selection methodology to further improve the multivariate hazard consistency over a vector of intensity measures (IMs). Unlike the traditional univariate return period anchored on a scalar IM, MRP generalizes the return period concept by accommodating the joint rate of exceedance of a vector of IMs, thereby providing more holistic seismic hazard characterization. By leveraging MRP in linking the seismic hazard to a vector IMs, the proposed MRP-based ground motion selection methodology for the first time offers a mathematically rigorous yet practical solution for multivariate hazard consistency in ground motion selection. Computer codes for the proposed ground motion selection scheme are provided in this project.
description: This simulation enables multivariate return period based ground motion selection for a specific site and for a given return period. It first generates a dataset containing the response spectra and their corresponding cumulative function values, based on which ground motion record selection is performed.
DOI: 10.17603/ds2-v310-qc53
title: Earthquake Time Series from Events in Texas, Oklahoma, and Kansas

description: This project provides processed earthquake motions recorded from earthquake events in Texas, Oklahoma, and Kansas over the time periods from 2005 to 2016. These ground motion recordings are were used by Zalachoris and Rathje (2019) in their ground motion model development.  A Jupyter notebook is provided to allow users to select ground motions based on specified magnitude and distance ranges.  More information can be found in the document Project Description.pdf.
DOI: 10.17603/ds2-s9yq-qk80
title: Wind-Tunnel Reproduction of Nonuniform Terrains Using Local Roughness Zones
title: in Wind velocity measurement using heterogeneous terrain representation by Terraformer

description: An extensive series of wind tunnel experiments were conducted in the Boundary Layer Wind Tunnel (BLWT) Experimental Facility (EF) at the University of Florida (UF) to investigate the effect of heterogenous terrain on wind flow and pressure distributions on building surfaces.
description: We performed a series of flow measurement experiments in a large boundary layer wind-tunnel on both equivalent-uniform and nonuniform upwind terrains using a self-configurable and automated roughness element grid in the Boundary Layer Wind Tunnel (BLWT) at the University of Florida. We chose nine representative nonuniform sites to include different terrain characteristics: smooth-to-rough transition, rough-to-smooth transition, and mixed-upwind terrains. These sites were chosen from about 60 sites that experienced the passage of actual hurricanes. In the site selection process, we ensured that we had different immediate upwind roughness types. To compare the effect of nonuniform terrain with uniform terrain on wind characteristics, we also tested 30 different uniform terrains in the range of H = 0.65 cm to 16 cm, where H indicates the roughness elements height in the wind tunnel.
DOI: 10.15468/dl.ryud6k
title: Occurrence Download

description: A dataset containing 5402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((155.11492 -51.19216,191.49798 -51.19216,191.49798 -30.56684,155.11492 -30.56684,155.11492 -51.19216))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphrasia L."
 ]
}

 The dataset includes 5402 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001299-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwcdnv
title: Occurrence Download

description: A dataset containing 13269921 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 "OccurrenceStatus is one of (Absent)"
 ]
}

 The dataset includes 13269921 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012958-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s5y5q
title: Occurrence Download

description: A dataset containing 14975 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ökologisches Wirkungskataster Baden-Württemberg"
 ]
}

 The dataset includes 14975 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012975-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e231496
title: Replication data for: The Consequences of Treating Electricity as a Right

description: This paper seeks to explain why billions of people in developing countries either have no access to electricity or lack a reliable supply. We present evidence that these 
shortfalls are a consequence of electricity being treated as a right and that this sets off a vicious four-step circle. In step 1, because a social norm has developed that all 
deserve power independent of payment, subsidies, theft, and nonpayment are widely tolerated. In step 2, electricity distribution companies lose money with each unit of 
electricity sold and in total lose large sums of money. In step 3, government-owned distribution companies ration supply to limit losses by restricting access and hours of 
supply. In step 4, power supply is no longer governed by market forces and the link between payment and supply is severed, thus reducing customers' incentives to pay. 
The equilibrium outcome is uneven and sporadic access that undermines growth.
DOI: 10.3886/e231496v1
title: Replication data for: The Consequences of Treating Electricity as a Right

description: This paper seeks to explain why billions of people in developing countries either have no access to electricity or lack a reliable supply. We present evidence that these 
shortfalls are a consequence of electricity being treated as a right and that this sets off a vicious four-step circle. In step 1, because a social norm has developed that all 
deserve power independent of payment, subsidies, theft, and nonpayment are widely tolerated. In step 2, electricity distribution companies lose money with each unit of 
electricity sold and in total lose large sums of money. In step 3, government-owned distribution companies ration supply to limit losses by restricting access and hours of 
supply. In step 4, power supply is no longer governed by market forces and the link between payment and supply is severed, thus reducing customers' incentives to pay. 
The equilibrium outcome is uneven and sporadic access that undermines growth.
DOI: 10.5517/ccdc.csd.cc2p3hcp
title: CCDC 2476012: Experimental Crystal Structure Determination

description: Related Article: Vo Quang Huy Phan, Brandon T. Watson, Anurag Noonikara-Poyil, Katrina Duran, Monika R. Patterson, H. V. Rasika Dias|2025|CrystEngComm|27|6987|doi:10.1039/D5CE00912J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/fpztwt79j2.1
title: The MCI index results for the Turpan-Hami Basin from 1990 to 2024.

description: The MCI index results for the Turpan-Hami Basin from 1990 to 2024.
DOI: 10.5517/ccdc.csd.cc2pl2bq
title: CCDC 2490023: Experimental Crystal Structure Determination

description: Related Article: Elizabeth R. Pugliese, Saroshan Deshapriya, Mackenzie Meyer, Ernesto Castellanos, Selvan Demir|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04418
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pl2ds
title: CCDC 2490025: Experimental Crystal Structure Determination

description: Related Article: Elizabeth R. Pugliese, Saroshan Deshapriya, Mackenzie Meyer, Ernesto Castellanos, Selvan Demir|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04418
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pq9b2
title: CCDC 2494084: Experimental Crystal Structure Determination

description: Related Article: Shannen C. Lorraine, Andreas Baur, Natalie Taylor, Brian S. Dolinar, Jessica M. Hoover|2026|Organometallics|||doi:10.1021/acs.organomet.5c00415
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pq9c3
title: CCDC 2494085: Experimental Crystal Structure Determination

description: Related Article: Shannen C. Lorraine, Andreas Baur, Natalie Taylor, Brian S. Dolinar, Jessica M. Hoover|2026|Organometallics|||doi:10.1021/acs.organomet.5c00415
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pmm98
title: CSD 2491510: Experimental Crystal Structure Determination

description: Related Article: Lukas Brüning, Nityasagar Jena, Elena Bykova, Konstantin Glazyrin, Ievgeniia Iermak, Stella Chariton, Vitali B. Prakapenka, Igor A. Abrikosov, Maxim Bykov|2025|Angew.Chem.,Int.Ed.|64|e22652|doi:10.1002/anie.202522652
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pq9f5
title: CCDC 2494087: Experimental Crystal Structure Determination

description: Related Article: Shannen C. Lorraine, Andreas Baur, Natalie Taylor, Brian S. Dolinar, Jessica M. Hoover|2026|Organometallics|||doi:10.1021/acs.organomet.5c00415
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2lw3m7
title: CCDC 2409339: Experimental Crystal Structure Determination

description: Related Article: Mohd Mehtab, Mohd Zeeshan, Manjeet Kumar, Azaj Ansari, Mohammad Yasir Khan, Farasha Sama, Musheer Ahmad, M. Shahid|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04961
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2lw3n8
title: CCDC 2409340: Experimental Crystal Structure Determination

description: Related Article: Mohd Mehtab, Mohd Zeeshan, Manjeet Kumar, Azaj Ansari, Mohammad Yasir Khan, Farasha Sama, Musheer Ahmad, M. Shahid|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04961
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/2wjs6mbt48.1
title: Natural Language Industrial Control

description: Intelligent Industrial Automation Platform: Integration of Edge AI, IoT, and Cloud Supervision
Abstract
This project represents a modern approach to industrial automation, bridging the gap between traditional PLC (Programmable Logic Controller) systems and advanced AI/IoT technologies. It consists of a distributed architecture featuring an intelligent edge node (Raspberry Pi), a central coordination server, and a high-performance React-based HMI (Human-Machine Interface). The system allows for real-time control, data logging, and novel 'Natural Language Control' capabilities, enabling users to interact with industrial hardware using conversational AI

System Architecture
The project is divided into three main components:

1. Intelligent Edge Controller (ServidorPlc)
Hosted on a Raspberry Pi, this component acts as the "Soft PLC".

Technology: Node.js, Express, Socket.io, Node-OPCUA.
Functionality:
Hardware Interface: Direct actuation (PWM, Digital I/O) and sensing (ADC communication).
Control Loops: Implements PI/PID algorithms and automatic system identification (ARX models).
AI Integration: Processes natural language prompts (via OpenAI/Local LLMs) to generate control commands dynamically.
Connectivity: MQTT and WebSockets for real-time telemetry.
2. Supervisory Interface / HMI (Plc)
A web-based SCADA/HMI application for monitoring and control.

Technology: React, Vite, CoreUI, Redux, Cesium (Resium), Vega-Lite.
Features:
Digital Twin & GIS: Uses CesiumJS for 3D geospatial visualization of sensor nodes.
Data Visualization: Real-time charts (Vega-Lite) for sensor data (temperature, level, flow).
Command Center: Interface to send voice/text commands to the PLC.
Dashboard: CoreUI-based administrative panels for user management and configuration.
3. Backend & Data Layer (ServidorPc)
(Contextual) A central server or database handler for long-term storage and aggregation.

Technology: Node.js, PostgreSQL.
Functionality:
Data persistence for historical analysis.
Centralized authentication and user management.
Key Features
Automatic Model Identification: The system can automatically perturb the plant, record response data, and fit ARX (AutoRegressive with Exogenous input) models (Order 1-3) to mathematically represent the system dynamics.
Generative AI Control: Users can issue commands like "Maintain level at 50% indefinitely" or "Identification test with steps of 5 seconds," which are parsed into executable machine code.
Remote Telemetry: Real-time streaming of process variables (Setpoints, Process Values, Control Outputs).
Extensibility: Modular Node.js architecture allows easy addition of new protocols (Modbus, OPC UA) or AI models.
DOI: 10.15468/dl.zdhq53
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex kobomugi",
 "Year 1950-2020"
 ]
}

 The dataset includes 30 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002410-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnkuxv
title: Occurrence Download

description: A dataset containing 1187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Leucaena leucocephala"
 ]
}

 The dataset includes 1187 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4byw4f
title: Occurrence Download

description: A dataset containing 861731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erinaceomorpha"
 ]
}

 The dataset includes 861731 records from 2260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002364-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/gwozrx
title: Salt-stress biomarkers tested in four Salicornia europaea L. inland populations in shoots and roots

description: This dataset accompanies the article “The local environment influences salt tolerance differently in four Salicornia europaea L. inland populations” and contains measurements of biomass, antioxidant enzyme activities (peroxidase, catalase, superoxide dismutase), and stress biomarkers (malondialdehyde, hydrogen peroxide, proline) of shoots and roots, from four inland populations of S. europaea: Inowrocław and Ciechocinek (Poland), and Salzgraben Salzdahlum and Soltauquelle (Germany). Data are provided in spreadsheet format (.ods) with separate worksheets for each trait category, enabling assessment of population-specific physiological responses to salinity.
DOI: 10.5281/zenodo.16958377
title: Partitioning of bromoform in dairy processing supplemental materials
DOI: 10.5281/zenodo.16958378
title: Partitioning of bromoform in dairy processing supplemental materials
DOI: 10.17632/5jyn4hsr25.1
title: ICI-Induced LPP

description: List of studies included in the systematic review of ICI-Induced LPP
DOI: 10.15468/dl.5mnw4r
title: Occurrence Download

description: A dataset containing 23593 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New Zealand Biodiversity Recording Network"
 ]
}

 The dataset includes 23593 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009443-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.