cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/cah-h3g-b9y
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/txw-gk7-6qt
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w6h-zdr-se4
title: Scrophularia lucida L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rry-p2x-4rh
title: Geranium asphodeloides Burm. f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xx0-jce-nkl
title: Bromus japonicus Houtt.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gnj-kcg-1pm
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ngx-nnv-bjk
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eyw-wxn-bzp
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3dv-929-s7p
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4eb-eqd-f9x
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9rb-jz2-t58
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/psg-sl1-dcw
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t2r-9yq-r75
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mvb-qms-skt
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qwd-6k3-n29
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cjp-rhr-qy2
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eh3-h13-ewl
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pwg-n9d-4ws
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ele-3zs-cj4
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tlc-vvx-jeb
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0y3-feq-amy
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/av3-23n-p08
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0zy-8mm-k60
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hr0-wv1-cc4
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/82j-04m-7gr
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mw1-cdn-9hq
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.ech6as
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Waldsteinia ternata",
 "HasCoordinate is TRUE",
 "Country is Korea, Republic of"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071977-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mcf-jqc-c27
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.bg4dyw
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypogeococcus pungens",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071978-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/q3j-c3j-j61
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x1v-xfn-2rs
title: Chardinia orientalis (L.) Kuntze

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15194721
title: Charging Demand and Flexibility Bounds for Large-Scale BEV Fleets - The Case Study of Switzerland

description: Data overview

This dataset offers a detailed view of charging demand and flexibility bounds for a fully electrified passenger car fleet in Switzerland in the year 2050. The data is aggregated at the level of each Swiss municipality, based on the 2022 administrative divisions. It was produced using the methodology outlined in the article "Modeling Charging Demand and Quantifying Flexibility Bounds for Large-Scale BEV Fleets," which has been accepted for presentation at the 2025 IEEE Kiel PowerTech and is available as a preprint on arXiv.

The study presents a bottom-up modeling approach that uses geographic and sociodemographic data to simulate vehicle mobility patterns and driving energy needs. Charging behavior is modeled using real-world data, taking into account drivers' energy requirements and their range comfort preferences. Flexibility is quantified by defining hourly upper and lower bounds on charging power, as well as daily limits on the amount of flexible charging energy.

Data description

The data is organized into four CSV files, each containing specific information: baseline charging demand, lower and upper power flexibility bounds—provided for every municipality in Switzerland and for each hour of the year 2050—and flexible energy bounds, detailed for each municipality and each day of that same year. All quantities are given in kW or kWh. 



Municipality_hourly_charging_power_2050.csv.

Municipality_hourly_lower_charging_power_bound_2050.csv

Municipality_hourly_upper_charging_power_bound_2050.csv

Municipality_daily_flexible_charging_energy_2050.csv


Acknowledgments

The research published in this repository was carried out with the support of the Swiss Federal Office of Energy (SFOE) as part of the SWEET EDGE project. The authors bear sole responsibility for the results presented.
DOI: 10.5281/zenodo.16597426
title: Charging Demand and Flexibility Bounds for Large-Scale BEV Fleets - The Case Study of Switzerland

description: Data overview

This dataset offers a detailed view of charging demand and flexibility bounds for a fully electrified passenger car fleet in Switzerland in the year 2050. The data is aggregated at the level of each Swiss municipality, based on the 2022 administrative divisions. It was produced using the methodology outlined in the article "Modeling Charging Demand and Quantifying Flexibility Bounds for Large-Scale BEV Fleets," which has been accepted for presentation at the 2025 IEEE Kiel PowerTech and is available as a preprint on arXiv.

The study presents a bottom-up modeling approach that uses geographic and sociodemographic data to simulate vehicle mobility patterns and driving energy needs. Charging behavior is modeled using real-world data, taking into account drivers' energy requirements and their range comfort preferences. Flexibility is quantified by defining hourly upper and lower bounds on charging power, as well as daily limits on the amount of flexible charging energy.

Data description

The data is organized into four CSV files, each containing specific information: baseline charging demand, lower and upper power flexibility bounds—provided for every municipality in Switzerland and for each hour of the year 2050—and flexible energy bounds, detailed for each municipality and each day of that same year. All quantities are given in kW or kWh. 



Municipality_hourly_charging_power_2050.csv.

Municipality_hourly_lower_charging_power_bound_2050.csv

Municipality_hourly_upper_charging_power_bound_2050.csv

Municipality_daily_flexible_charging_energy_2050.csv


Acknowledgments

The research published in this repository was carried out with the support of the Swiss Federal Office of Energy (SFOE) as part of the SWEET EDGE project. The authors bear sole responsibility for the results presented.
DOI: 10.3535/d9l-rwb-csj
title: Trifolium ambiguum M.Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zl7-neg-085
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/047-svl-nnh
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ezq-nff-eex
title: Auranticarpa papyracea L. W. Cayzer, Crisp & I. Telford

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bt4-z0f-w6m
title: Trifolium trichocephalum M.Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cmd-9da-nnk
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4tg-5ya-3gn
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ln9-nv0-9pk
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wss-4fh-84p
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/at9-ehs-91n
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k45-zjh-ss7
title: Anthriscus sylvestris subsp. sylvestris

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c5d-40c-2s7
title: Muscari Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v7m-6xq-ke7
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mm4-5tw-17h
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fxe-kt8-yj9
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m20-53j-xtp
title: Tulipa julia K.Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3kw-xv6-9c0
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9h3-c1g-hhg
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1ze-5my-hgr
title: Festuca Tourn. ex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2yp-8rx-v40
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5p9-eyh-pnx
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jdf-baw-llm
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tv8-sd6-g09
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/whr-8r0-xga
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jfk-sbs-05b
title: Iris pumila L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/npy-plt-q7t
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3zj-ymx-jvw
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wj8-476-adk
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1bl-1xz-x9c
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/34f-brf-tfg
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5jq-v92-7hc
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2l6-y8x-nav
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kx8-cwd-tz9
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1ad-lpz-hje
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/271-w2q-tc1
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4w3-s2g-hjq
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/97a-dfj-x8j
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4v3-7k0-xtk
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c55-l8b-lm8
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6vl-38f-w7k
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bhe-gx0-t2p
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l4f-358-tys
title: Carex spicata Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1r8-g3x-g6y
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x9t-pv1-h9b
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e8j-te1-tnm
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jmk-2c8-wv3
title: Carex melanostachya M.Bieb. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hd0-vez-s87
title: Iris paradoxa Steven

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yzr-lkn-rxn
title: Onosma microcarpa Steven ex A. DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2dz-fcm-73j
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4rj-ls5-vay
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m6g-zt0-k7d
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t2m-hlf-sgv
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4z3-l68-f7m
title: Chenopodium giganteum D. Don

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l6w-v06-maf
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h1r-25z-lzz
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lv9-702-0zd
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.w3mhj7
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus thunbergii",
 "HasCoordinate is TRUE",
 "Country is Korea, Republic of"
 ]
}

 The dataset includes 55 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071980-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/b9x-0r7-6qm
title: Chenopodium giganteum D. Don

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ffl-3hc-cc4
title: Asperula arvensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2lz-4k6-7j0
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/czq-ena-59r
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ccb-9lb-8wn
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rl9-m9l-4ha
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.zfcjdz
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bistorta officinalis japonica",
 "HasCoordinate is TRUE",
 "Country is Korea, Republic of"
 ]
}

 The dataset includes 105 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071979-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/n41-c8w-pmk
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wd1-xvs-gzq
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3yw-1yz-9xa
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c1n-nbf-qge
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4pm-nxz-pav
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gex-klf-3fy
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ag3-nv5-53n
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pg3-bhg-g40
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y5q-jpm-nm4
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6c9-xzw-0zl
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/90r-d11-yk8
title: Alchemilla valdehirsuta Buser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/096-2vp-tpj
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ry3-dkh-mbz
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l19-3kx-ja6
title: Buglossoides incrassata subsp. splitgerberi (Guss.) E. Zippel & Selvi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n11-azg-mgf
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m9f-474-h4m
title: Lathyrus nissolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/40b-njz-nkh
title: Potentilla recta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xld-kek-rg4
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fjr-91l-wb2
title: Chaerophyllum nodosum (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nn5-y5g-p2q
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sfx-9j2-31r
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t83-vly-bkn
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3h1-mdq-fzs
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/61p-1gf-1td
title: Chenopodium × borbasii Murr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y3k-8qh-y4y
title: Chenopodium probstii Aellen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/06k-bbl-x6c
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bl2-kqk-7jt
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1d5-bx3-31t
title: Geranium divaricatum Ehrh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yte-5j5-hac
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.n4gvjs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Latania verschaffeltii",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013862-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.