cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/t6fk7dmsxn.1
title: Data on Smart Home Energy Flow Optimization Time Series from Practical Case Studies

description: This dataset provides a comprehensive representation of the energy flows, component states, and control variables of a residential smart home equipped with photovoltaic (PV) generation, a battery energy storage system (BESS), a ground source heat pump (GSHP), deferrable appliances (DAs), and an electric vehicle (EV) smart charger (SC). The data originate from a one-year simulation performed with a 15-minute time resolution, reproducing the realistic operation of a single-family dwelling connected to the distribution grid.

For a better reading of results, datetime array has been set to 2025.

The dataset is structured into four folders, each corresponding to one of the simulated case studies discussed in "Smart home energy flow optimization, a practical case study",. Energy Conversion and Management: X, https://doi.org/10.1016/j.ecmx.2025.101340:

-Baseline (woEMS): reference scenario without any Energy Management System (EMS), where no flexibility services are considered.
-Self-Consumption (sc): optimization promoting local utilization of PV generation by minimizing energy imported from the grid.
-Smoothing (sm): optimization aiming to minimize squared temporal variations in grid exchange, producing smoother profiles.
-Baseline Profile Matching (bp): optimization minimizing deviations from a flat baseline energy profile, encouraging balanced daily exchanges.

Each folder includes time-series data in JSON format, describing for every 15-minute time step:

- Active power flows between the grid and smart home subsystems.
- Input variables such as external temperature, thermal demand, load availability, and user constraints.
- State variables including state of charge (SoC) of batteries, tank temperature, and appliance cycle states.

A complete mapping between symbols, variable names, and data columns is provided in the included README file.
All files use consistent naming conventions and physical units to facilitate integration, comparison, and reuse. Diagnostic figures and quick visualizations can be generated using the provided Python and MATLAB scripts (plotSmartHomeData.py and plotSmartHomeData.m), which reproduce main power trajectories and component state trends over a selected time horizon.

This dataset can be used for benchmarking, model validation, and data-driven research in residential energy management, grid flexibility assessment, and smart home optimization. It provides a reproducible, high-resolution framework suitable for the training and testing of optimization algorithms and machine learning models for predictive EMS development.
DOI: 10.25549/inscriptifact-ouc110588685
title: Persepolis Fortification Elamite Text 2024, PF 2024

description: [Text Description:] Administrative Text with seals PFS 1599 and PFS 1600. Aramaic gloss. ❧ [Text or Publication Number Note:] PF 2024 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression reverse (PFS 1599). Seal impression left edge (PFS 1600). Aramaic gloss in ink, reverse (three lines).
DOI: 10.25549/inscriptifact-ouc110588646
title: Persepolis Fortification Elamite Text 2024, PF 2024

description: [Text Description:] Administrative Text with seals PFS 1599 and PFS 1600. Aramaic gloss. ❧ [Text or Publication Number Note:] PF 2024 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression reverse (PFS 1599). Seal impression left edge (PFS 1600). Aramaic gloss in ink, reverse (three lines).
DOI: 10.21233/n5yh-d662
title: Elatia XE peatland testate amoebae surface sample dataset

description: Raw data for the Elatia XE peatland testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.k32my7
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Liberia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heisteria parvifolia Sm."
 ]
}

 The dataset includes 113 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023034-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/fpev-ct85
title: LDDsite3494 water chemistry dataset

description: Raw data for the LDDsite3494 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.28401329
title: <b>Data and additional materials for the paper "</b><b>A Geese-Inspired Energy-Aware Harmonization Algorithm for UAV Swarms</b><b>"</b>

description: <b>Purpose. </b>This study develops and evaluates a geese-inspired energy harmonization and leader rotation algorithm for UAV swarms, optimizing energy consumption and enhancing swarm coordination to extend mission endurance and improve operational efficiency. <b>Design/methodology/approach. </b>The research methodology involves a quantitative approach with controlled indoor and outdoor experiments to test the proposed algorithm, employing pre-test and post-test analysis, parallel form reliability testing, and statistical evaluations to assess battery consumption, energy harmonization effectiveness, leader rotation performance, and mission success. <b>Findings. </b>The study findings demonstrated that the proposed algorithm effectively balanced energy consumption across UAV swarms, improved leader-follower rotation efficiency, and extended mission endurance, with the algorithm showing significant performance improvements in both indoor and outdoor environments. <b>Originality. </b>This study introduces a geese-inspired energy harmonization and leader rotation algorithm that dynamically rotates leadership roles based on real-time battery levels, enhancing swarm coordination and endurance. <b>Research limitations/implications. </b>The research limitations are the dependence on controlled indoor and outdoor environments, which may not fully capture the complexities and challenges of real-world dynamic conditions, and the need for further validation with larger UAV swarms and extended operational scenarios. <b>Practical implications. </b>The practical implications of this research include the potential for enhancing the efficiency and operational range of UAV swarms in mission-critical applications such as search and rescue, environmental monitoring, and surveillance, by optimizing energy consumption and improving swarm coordination through the proposed algorithm.
DOI: 10.21233/a421-5f89
title: Tip Top, Sierra Co., NM plant macrofossil dataset

description: Raw data for the Tip Top, Sierra Co., NM plant macrofossil dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.htjyy3
title: Occurrence Download

description: A dataset containing 8843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus monedula Linnaeus, 1758",
 "Year 2011-2011"
 ]
}

 The dataset includes 8843 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023036-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/h34h-2m72
title: Jorgens diatom surface sample dataset

description: Raw data for the Jorgens diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15125/bath-01456
title: Dataset for "Characterising a novel adult erythroid cell line for red blood cell manufacture"

description: This dataset contains information from a study characterising the Bristol Erythroid Line-A (BEL-A) cell line for mass production, including growth and metabolic kinetics of BEL-A cells, effect of doxycycline, impact of (and tolerance to) lactate and ammonia, and impact of high density culture. Data is provided in an Excel file with individual tabs containing the dataset for each experiment, and comprises live and dead cell numbers, nutrient/metabolite concentrations, and pH measurements.
description: For details of the data acquisition experiments, refer to the "Materials and Methods" section in the associated paper.
description: Microsoft Excel software was used to create the data file.
DOI: 10.21233/g9e2-zm47
title: Kings Bay [9Cam171] vertebrate fauna dataset

description: Raw data for the Kings Bay [9Cam171] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/42v1-sz53
title: Jeep Lake water chemistry dataset

description: Raw data for the Jeep Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/n3r8-2x85
title: Cheng et al. 2020 Site 118 pollen surface sample dataset

description: Raw data for the Cheng et al. 2020 Site 118 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.uabx6e
title: Occurrence Download

description: A dataset containing 38187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus monedula Linnaeus, 1758",
 "Year 2010-2010"
 ]
}

 The dataset includes 38187 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023035-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/8zd2-xa62
title: Lake Erie ostracode surface sample dataset

description: Raw data for the Lake Erie ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.x925gj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.74475 -34.35618,-69.5932 -34.35618,-69.5932 -32.29803,-71.74475 -32.29803,-71.74475 -34.35618))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor puma (Molina, 1782)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023038-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/ebzy-a688
title: Bee Creek Lake diatom surface sample dataset

description: Raw data for the Bee Creek Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pc03-nt53
title: Torbiera di Alice pollen dataset

description: Raw data for the Torbiera di Alice pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.34740/kaggle/dsv/11745307
title: DigAkust: Audimax, Saarland University
DOI: 10.21233/zjg8-ea94
title: Lake Tai ostracode surface sample dataset

description: Raw data for the Lake Tai ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.13847923
title: Allozyme and microsatellite data for seven Gekko species in Japan

description: README_file.txt explains the contents of the datasets.

Gekko_hokouensis_spB_allozyme_10loci.csv contains the genotypes at 10 allozyme loci collected from 162 individuals of Gekko hokouensis and Gekko sp. B “Okinawa-yamori.” See README_file.txt for details.

Gekko_hokouensis_yakuensis_allozyme_13loci.csv contains the genotypes at 13 allozyme loci collected from 398 individuals of Gekko hokouensis and G. yakuensis. See README_file.txt for details.

Gekko_japonicus_tawaensis_allozyme_15loci.csv contains the genotypes at 15 allozyme loci collected from 438 individuals of Gekko japonicus and G. tawaensis. See README_file.txt for details.

Gekko_hokouensis_vertebralis_allozyme_9loci.csv contains the genotypes at 9 allozyme loci collected from 259 individuals of Gekko hokouensis and G. vertebralis. See README_file.txt for details.

Gekko_yakuensis_spA_allozyme_10loci.csv contains the genotypes at 10 allozyme loci collected from 209 individuals of Gekko yakuensis and Gekko sp. A “Nishi-yamori.” See README_file.txt for details.

Gekko_japonicus_hokouensis_spA_microsatellite_11loci.csv contains the genotypes at 11 microsatellite loci collected from 224 individuals of Gekko japonicus, G. hokouensis, and Gekko sp. A “Nishi-yamori.” See README_file.txt for details.

Gekko_hokouensis_vertebralis_microsatellite_13loci.csv contains the genotypes at 13 microsatellite loci collected from 44 individuals of Gekko hokouensis and G. vertebralis. See README_file.txt for details.

Gekko_hokouensis_spB_microsatellite_11loci.csv contains the genotypes at 11 microsatellite loci collected from 166 individuals of Gekko hokouensis and Gekko sp. B “Okinawa-yamori.” See README_file.txt for details.
DOI: 10.5281/zenodo.13847924
title: Allozyme and microsatellite data for seven Gekko species in Japan

description: README_file.txt explains the contents of the datasets.

Gekko_hokouensis_spB_allozyme_10loci.csv contains the genotypes at 10 allozyme loci collected from 162 individuals of Gekko hokouensis and Gekko sp. B “Okinawa-yamori.” See README_file.txt for details.

Gekko_hokouensis_yakuensis_allozyme_13loci.csv contains the genotypes at 13 allozyme loci collected from 398 individuals of Gekko hokouensis and G. yakuensis. See README_file.txt for details.

Gekko_japonicus_tawaensis_allozyme_15loci.csv contains the genotypes at 15 allozyme loci collected from 438 individuals of Gekko japonicus and G. tawaensis. See README_file.txt for details.

Gekko_hokouensis_vertebralis_allozyme_9loci.csv contains the genotypes at 9 allozyme loci collected from 259 individuals of Gekko hokouensis and G. vertebralis. See README_file.txt for details.

Gekko_yakuensis_spA_allozyme_10loci.csv contains the genotypes at 10 allozyme loci collected from 209 individuals of Gekko yakuensis and Gekko sp. A “Nishi-yamori.” See README_file.txt for details.

Gekko_japonicus_hokouensis_spA_microsatellite_11loci.csv contains the genotypes at 11 microsatellite loci collected from 224 individuals of Gekko japonicus, G. hokouensis, and Gekko sp. A “Nishi-yamori.” See README_file.txt for details.

Gekko_hokouensis_vertebralis_microsatellite_13loci.csv contains the genotypes at 13 microsatellite loci collected from 44 individuals of Gekko hokouensis and G. vertebralis. See README_file.txt for details.

Gekko_hokouensis_spB_microsatellite_11loci.csv contains the genotypes at 11 microsatellite loci collected from 166 individuals of Gekko hokouensis and Gekko sp. B “Okinawa-yamori.” See README_file.txt for details.
DOI: 10.21233/zy3n-5q29
title: Haleakalā Volcano 13Q pollen surface sample dataset

description: Raw data for the Haleakalā Volcano 13Q pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bkm5-1578
title: Spruce diatom surface sample dataset

description: Raw data for the Spruce diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/gw25-1f11
title: Shelton Site [20OK394] vertebrate fauna dataset

description: Raw data for the Shelton Site [20OK394] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15371478
title: Phytolith morphotypes - samples PE08, TV003, HA002.
DOI: 10.21233/srjt-na59
title: Birnau Breitenhart 1 pollen dataset

description: Raw data for the Birnau Breitenhart 1 pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.amjmzy
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calochlaena villosa (C.Chr.) M.D.Turner & R.A.White"
 ]
}

 The dataset includes 171 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023039-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/g18b-r790
title: Lej de Staz testate amoebae surface sample dataset

description: Raw data for the Lej de Staz testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/hthv-xv07
title: Balcère pollen dataset

description: Raw data for the Balcère pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/2g3g-g221
title: Tingmiukpuk, [KIR-273] vertebrate fauna dataset

description: Raw data for the Tingmiukpuk, [KIR-273] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a397-q740
title: Bog Pond diatom surface sample dataset

description: Raw data for the Bog Pond diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.n62ezt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.74475 -34.35618,-69.5932 -34.35618,-69.5932 -32.29803,-71.74475 -32.29803,-71.74475 -34.35618))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor puma (Molina, 1782)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023041-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/7rxf-pk70
title: Qu'Appelle River ostracode surface sample dataset

description: Raw data for the Qu'Appelle River ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/qxkf-ey77
title: Goose Lake diatom surface sample dataset

description: Raw data for the Goose Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.