cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17192043
title: Scenario matrix: 100 combinations of wind and solar PV in a low-emissions sector-coupled European energy system

description: Scenario matrix built with the open sector-coupled energy model PyPSA-Eur

The data published in this repository explores the technology mix at 100 different combinations of wind and solar PV penetration levels, ranging from low (10%) to high (100%). It includes the technology mix in the electricity and heating supply, as well as the technologies used for producing e-fuels. 

The data is intended to be used in low resolution models that need to parameterize integration impacts of high renewable shares. For this reason, the data also contain extreme cases for the European energy mix which serves as a measure of the penalty (i.e., total system cost increase) associated with the distance to the near-optimal space. 

The method and results are explained in the paper "First steps towards bridging integrated assessment modeling and high-resolution energy system models: a scenario matrix for a low-emissions sector-coupled European energy system" (https://10.1088/2515-7620/adf60d).

 




Variable
Unit 


Share
% of supply


Capacity
GW


Curtailment
% of annual electricity demand


Market value
Eur / MWh


Storage price smoothing (SPS)
Eur / MW


Transmission price smoothing (TPS)
Eur / MW


System cost
Billion Eur


Energy prices
Eur / MWh


Co2 price (dual of CO2 limit)
Eur / tCO2


Co2 sequestration price (dual of CO2 sequestration limit)
Eur / tCO2


Wind deployment price (dual of wind deployment constraint)
Eur / MWh


Solar PV deployment price (dual of solar PV deployment constraint)
Eur / MWh




 

Indices:

Index level 1: Solar PV deployment level (0.1 - 1.0), as a fraction of the total electricity demand of the transitioned energy system. 

Index level 2: Wind deployment level (0.1 - 1.0), as a fraction of the total electricity demand of the transitioned energy system. 

 

Notes

In this version (Version v2), the following corrections have been made:



Certain heating generation technologies had missing values by mistake

Wrong values were listed for shares of electricity generation of variable renewable energy (VRE) sources.  


In addition to this, the jupyter notebook “scenario_matrix.ipynb” has been added, which includes all calculations behind all metrics listed in the scenario matrices located in “main/” and “sensitivity/transmission_limit/”. Similarly, the jupyter notebook “sensitivity.ipynb” has been added, which includes all calculations for the metrics located in “sensitivity/co2_limit/”.

For further exploration of the PyPSA-Eur scenarios, find all network files at this open repository: https://anon.erda.au.dk/cgi-sid/ls.py?share_id=ESLUn4EMQn&current_dir=.&flags=f
DOI: 10.17635/lancaster/researchdata/739
title: Codes for new order parameter based on angular velocities

description: Matlab code used for the computation of the classical Kuramoto order
 parameter and a new order parameter based on angular velocities. The files
 include code used for the simulation of autonomous and non-autonomous
 Kuramoto networks with attractive, repulsive and mixed
 couplings.Description
DOI: 10.15468/dl.pjngtd
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "Geometry POLYGON ((11.37841 49.80811, 11.39841 49.80811, 11.39841 49.82811, 11.37841 49.82811, 11.37841 49.80811))"
 ]
}

 The dataset includes 75 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015420-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16846385
title: Electronic companion — Privacy-Preserving Coordinated Expansion Planning of Transmission and Distribution Systems

description: The attached electronic companion contains the detailed centralized mathematical problem formulation of the coordinated transmission and distribution systems expansion planning (CTDSEP) problem, which is proposed in this work as an instance of mixed-integer linear programming (MILP).

In the attached datasets, all the necessary information is included regarding the physical parameters of the transmission and distribution systems that were utilized to present the results of the two test systems described in the paper titled "Privacy-Preserving Coordinated Expansion Planning of Transmission and Distribution Systems." Provided information includes data related to the investment and operational costs, as well as the scenarios used to describe the uncertainty of renewable-based generation availability and demand variability.
DOI: 10.15468/dl.b55xuk
title: Occurrence Download

description: A dataset containing 6204937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Setophaga palmarum (J.F.Gmelin, 1789), Setophaga caerulescens (J.F.Gmelin, 1789), Setophaga striata (J.R.Forster, 1772), Setophaga pensylvanica (Linnaeus, 1766))"
 ]
}

 The dataset includes 6204937 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000998-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzpd29
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Distichia muscoides Nees & Meyen"
 ]
}

 The dataset includes 61 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001030-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdu7s6
title: Occurrence Download

description: A dataset containing 1906 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Koala Count"
 ]
}

 The dataset includes 1906 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001031-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.te8pmt
title: Occurrence Download

description: A dataset containing 30007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((103.8342 30.46298, 104.2641 30.46298, 104.2641 30.89982, 103.8342 30.89982, 103.8342 30.46298))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 30007 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001029-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6684k8
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantago rigida Kunth"
 ]
}

 The dataset includes 63 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001033-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2a9ns
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((103.7821 30.64276, 103.9031 30.64276, 103.9031 30.73699, 103.7821 30.73699, 103.7821 30.64276))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 255 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001035-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdw3ej
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oxychloe Phil."
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001036-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzpdah
title: Occurrence Download

description: A dataset containing 22876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Centella asiatica (L.) Urb."
 ]
}

 The dataset includes 22876 records from 477 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110088-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bd4rmy
title: Occurrence Download

description: A dataset containing 2537 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oceanodroma markhami (Salvin, 1883)"
 ]
}

 The dataset includes 2537 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001037-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taa2hm
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((107.6053 35.68837, 107.6888 35.68837, 107.6888 35.7584, 107.6053 35.7584, 107.6053 35.68837))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001038-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qvxub
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rockhausenia caespitosa (Wedd.) D.J.N.Hind"
 ]
}

 The dataset includes 42 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001040-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47wumq
title: Occurrence Download

description: A dataset containing 1241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de mamíferos Museo de Ciencias Naturales de La Salle"
 ]
}

 The dataset includes 1241 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041066-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzftwc
title: Occurrence Download

description: A dataset containing 2262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Guatemala",
 "DatasetKey is Recent Invertebrates Specimens",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 2262 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003799-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfe3mc
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta palliata aequatorialis (Festa, 1903)"
 ]
}

 The dataset includes 158 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027404-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzjlrs
title: Occurrence Download

description: A dataset containing 1252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Larus atricilla Linnaeus, 1758"
 ]
}

 The dataset includes 1252 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003799-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8ttcg
title: Occurrence Download

description: A dataset containing 16346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biodiversidad asociada al Estudio de Impacto Ambiental (EIA) para la obtención de la licencia ambiental global para el área de desarrollo LLANOS 134"
 ]
}

 The dataset includes 16346 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041081-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfkdzk
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia santonicum L."
 ]
}

 The dataset includes 154 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcb2bh
title: Occurrence Download

description: A dataset containing 336471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Essig Museum of Entomology"
 ]
}

 The dataset includes 336471 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041053-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnh8h7
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wedelia trilobata (L.) Hitchc."
 ]
}

 The dataset includes 331 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znnuny
title: Occurrence Download

description: A dataset containing 2039 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de Saurios Museo de La Salle Bogotá (MLS)"
 ]
}

 The dataset includes 2039 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041089-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.04qoq8
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agave salmiana Otto ex Salm-Dyck"
 ]
}

 The dataset includes 521 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32prit
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Katsuwonus pelamis (Linnaeus, 1758)",
 "Geometry POLYGON((-101.56 12.08,-101.56 42.65,-46.45 42.65,-46.45 12.08,-101.56 12.08))",
 "HasGeospatialIssue is false",
 "Year 1990-2020"
 ]
}

 The dataset includes 78 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98aawd
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe kralikii Coss."
 ]
}

 The dataset includes 259 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150452-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkq4td
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe grossheimii I.Khalilov"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150443-230224095556074/datasets/export for details.
DOI: 10.15468/dl.8ub1zf
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amblygaster Bleeker, 1849"
 ]
}

 The dataset includes 455 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrts3h
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe hedgei I.Khalilov"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150444-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2vyg1
title: Occurrence Download

description: A dataset containing 2013 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus lusitanica Lam."
 ]
}

 The dataset includes 2013 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nse63
title: Occurrence Download

description: A dataset containing 586 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe orientalis L."
 ]
}

 The dataset includes 586 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150460-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98irsb
title: Occurrence Download

description: A dataset containing 1649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Guatemala",
 "DatasetKey is Mosquito Occurrence Dataset",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 1649 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mfn9f
title: Occurrence Download

description: A dataset containing 4068 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe hispanica L."
 ]
}

 The dataset includes 4068 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150445-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1fj81c
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Rubus coriaceus Poir."
 ]
}

 The dataset includes 184 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003800-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bd8mfq
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe microcarpa A.Santos"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150458-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axenmq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium cariocanum Brade",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003801-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crqpea
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe sinuato-dentata Hochst. ex F.Petri"
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150470-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhlhqb
title: Occurrence Download

description: A dataset containing 948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera philoxeroides (Mart.) Griseb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 948 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003801-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxybb5
title: Occurrence Download

description: A dataset containing 13011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "DatasetKey is Global soil organisms"
 ]
}

 The dataset includes 13011 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027397-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.