General Resources: Difference between revisions
m
→Online Courses and Course Materials
(Added first reference) |
|||
| (12 intermediate revisions by 5 users not shown) | |||
Line 2:
== Machine Learning Application Areas ==
Please refer to the specific topics and application areas listen in the pages of our
== Background Readings ==
===Numbers and visualizations===
* '''[https://ourworldindata.org/emissions-by-sector Global greenhouse gas emissions by sector]:''' A breakdown of global greenhouse gas emissions by sector, by Our World in Data.
==== On the problem of climate change ====▼
* '''[https://www.pnas.org/content/pnas/115/33/8252.full.pdf Trajectories of the Earth System in the Anthropocene (2018)]'''<ref>{{Cite journal|last=Steffen|first=Will|last2=Rockström|first2=Johan|last3=Richardson|first3=Katherine|last4=Lenton|first4=Timothy M.|last5=Folke|first5=Carl|last6=Liverman|first6=Diana|last7=Summerhayes|first7=Colin P.|last8=Barnosky|first8=Anthony D.|last9=Cornell|first9=Sarah E.|last10=Crucifix|first10=Michel|last11=Donges|first11=Jonathan F.|date=2018-08-14|title=Trajectories of the Earth System in the Anthropocene|url=https://www.pnas.org/content/115/33/8252|journal=Proceedings of the National Academy of Sciences|language=en|volume=115|issue=33|pages=8252–8259|doi=10.1073/pnas.1810141115|issn=0027-8424|pmid=30082409}}</ref>''' :''' a seminal article that explores the risk that self-reinforcing feedbacks could push the Earth System toward a planetary warming.
* [https://www.nature.com/articles/461472a '''A safe operating space for humanity (2009)'''] <ref>{{Cite journal|last=Rockström|first=Johan|last2=Steffen|first2=Will|last3=Noone|first3=Kevin|last4=Persson|first4=Åsa|last5=Chapin|first5=F. Stuart|last6=Lambin|first6=Eric F.|last7=Lenton|first7=Timothy M.|last8=Scheffer|first8=Marten|last9=Folke|first9=Carl|last10=Schellnhuber|first10=Hans Joachim|last11=Nykvist|first11=Björn|date=2009-09|title=A safe operating space for humanity|url=https://www.nature.com/articles/461472a|journal=Nature|language=en|volume=461|issue=7263|pages=472–475|doi=10.1038/461472a|issn=1476-4687}}</ref> : a paper by
*
* '''[https://www.nature.com/articles/33859 Global-scale temperature patterns and climate forcing over the past six centuries (1998)]'''<ref>{{Cite journal|last=Mann|first=Michael E.|last2=Bradley|first2=Raymond S.|last3=Hughes|first3=Malcolm K.|date=1998-04|title=Global-scale temperature patterns and climate forcing over the past six centuries|url=https://www.nature.com/articles/33859|journal=Nature|language=en|volume=392|issue=6678|pages=779–787|doi=10.1038/33859|issn=1476-4687}}</ref> : an article that identifies greenhouse gases as the dominant forcing during the twentieth century, resulting in the side of mean annual temperatures globally.
*
* [http://sro.sussex.ac.uk/id/eprint/70398/3/Geels-et-al-Accelerating%20transitions%20SECOND%20SUBMISSION%20FINAL.pdf '''Sociotechnical transitions for deep decarbonization (2017)''']<ref>{{Cite journal|last=Geels|first=Frank W.|last2=Sovacool|first2=Benjamin K.|last3=Schwanen|first3=Tim|last4=Sorrell|first4=Steve|date=2017-09-22|title=Sociotechnical transitions for deep decarbonization|url=https://doi.org/10.1126/science.aao3760|journal=Science|language=en|volume=357|pages=1242–1244|doi=10.1126/science.aao3760|issn=1095-9203}}</ref> : an in-depth survey of different "sociotechnical systems" such as electricity, heat, buildings, manufacturing, and transport, etc., and their potential for acceleration of low-carbon transitions.
* [https://www.nature.com/articles/s41558-018-0121-1 '''Towards demand-side solutions for mitigating climate change (2018)''']<ref>{{Cite journal|last=Creutzig|first=Felix|last2=Roy|first2=Joyashree|last3=Lamb|first3=William F.|last4=Azevedo|first4=Inês M. L.|last5=Bruine de Bruin|first5=Wändi|last6=Dalkmann|first6=Holger|last7=Edelenbosch|first7=Oreane Y.|last8=Geels|first8=Frank W.|last9=Grubler|first9=Arnulf|last10=Hepburn|first10=Cameron|last11=Hertwich|first11=Edgar G.|date=2018-04|title=Towards demand-side solutions for mitigating climate change|url=https://www.nature.com/articles/s41558-018-0121-1|journal=Nature Climate Change|language=en|volume=8|issue=4|pages=260–263|doi=10.1038/s41558-018-0121-1|issn=1758-6798}}</ref>: an article that presents a multi-disciplinary approach to identify demand-side climate solutions and to assess their mitigation potential.
* [https://www.nature.com/articles/s41893-018-0194-x '''Policy design for the Anthropocene (2019)''']<ref>{{Cite journal|last=Sterner|first=Thomas|last2=Barbier|first2=Edward B.|last3=Bateman|first3=Ian|last4=van den Bijgaart|first4=Inge|last5=Crépin|first5=Anne-Sophie|last6=Edenhofer|first6=Ottmar|last7=Fischer|first7=Carolyn|last8=Habla|first8=Wolfgang|last9=Hassler|first9=John|last10=Johansson-Stenman|first10=Olof|last11=Lange|first11=Andreas|date=2019-01|title=Policy design for the Anthropocene|url=https://www.nature.com/articles/s41893-018-0194-x|journal=Nature Sustainability|language=en|volume=2|issue=1|pages=14–21|doi=10.1038/s41893-018-0194-x|issn=2398-9629}}</ref>: a study that examines the complexities of designing policies that can keep Earth warming to a minimum.
* [https://pubs.aeaweb.org/doi/pdfplus/10.1257/aer.98.2.1 '''The economics of climate change (2008)''']<ref>{{Cite journal|last=Stern|first=Nicholas|date=2008-04-01|title=The Economics of Climate Change|url=https://pubs.aeaweb.org/doi/10.1257/aer.98.2.1|journal=American Economic Review|language=en|volume=98|issue=2|pages=1–37|doi=10.1257/aer.98.2.1|issn=0002-8282}}</ref> : a complex analysis of the economics of climate change, the scientific and economic challenges that come up, and ways in which economics can be used to spur global action.
*
*'''[https://arxiv.org/abs/1906.05433 Tackling Climate Change with Machine Learning (2019)]'''<ref>{{Cite journal|last=Rolnick|first=David|last2=Donti|first2=Priya L.|last3=Kaack|first3=Lynn H.|last4=Kochanski|first4=Kelly|last5=Lacoste|first5=Alexandre|last6=Sankaran|first6=Kris|last7=Ross|first7=Andrew Slavin|last8=Milojevic-Dupont|first8=Nikola|last9=Jaques|first9=Natasha|last10=Waldman-Brown|first10=Anna|last11=Luccioni|first11=Alexandra|date=2019-11-05|title=Tackling Climate Change with Machine Learning|url=http://arxiv.org/abs/1906.05433|journal=arXiv:1906.05433 [cs, stat]}}</ref>''':''' a review paper identifying high impact problems where existing gaps can be filled by machine learning, in collaboration with other fields.
== Online Courses and Course Materials ==
* [
== Community ==
Line 37 ⟶ 40:
== Libraries and Tools ==
* [https://interactive-atlas.ipcc.ch/regional-information '''IPCC Interactive Atlas visualization tool''']: A tool to visually explore the climate data from the [https://www.ipcc.ch/report/ar6/wg1/ IPCC report] for different regions on the planet.
== Data ==
- '''Global Gridded Daily CO2 Emissions Dataset (GRACED)''': [https://carbonmonitor-graced.com/ GRACED] is a precise and high-resolution carbon dioxide emission dataset from fossil fuel and cement production. This regularly updated dataset provides an overview of the time and location of carbon dioxide emissions.
== References ==
| |||