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Open Energy Modelling Initiative

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298:(DDPP) is seeking to improve its modelling methodologies, a key motivation being "the intertwined goals of transparency, communicability and policy credibility." A 2016 paper argues that model-based energy scenario studies, wishing to influence decision-makers in government and industry, must become more comprehensible and more transparent. To these ends, the paper provides a checklist of transparency criteria that should be completed by modelers. The authors note however that they "consider open source approaches to be an extreme case of transparency that does not automatically facilitate the comprehensibility of studies for policy advice." An editorial from 2016 opines that closed energy models providing public policy support "are inconsistent with the open access movement publically [ 338: 2845: 2808: 2767: 2347: 2282: 2221: 2104: 1807: 37: 3158: 3148: 304:] funded research". A 2017 paper lists the benefits of open data and models and the reasons that many projects nonetheless remain closed. The paper makes a number of recommendations for projects wishing to transition to a more open approach. The authors also conclude that, in terms of openness, energy research has lagged behind other fields, most notably physics, biotechnology, and medicine. Moreover: 308:
Given the importance of rapid global coordinated action on climate mitigation and the clear benefits of shared research efforts and transparently reproducible policy analysis, openness in energy research should not be for the sake of having some code or data available on a website, but as an initial
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to enable third-parties to run and check specific models. Another 2014 study argues that the public trust needed to underpin a rapid transition in energy systems can only be built through the use of transparent open-source energy models. The UK TIMES project (UKTM) is open source, according to a
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analysis and advice to be made public in the interests of transparency and quality. A 2010 paper concerning energy efficiency modeling argues that "an open peer review process can greatly support model verification and validation, which are essential for model development". One 2012 study argues
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Howells, Mark; Rogner, Holger; Strachan, Neil; Heaps, Charles; Huntington, Hillard; Kypreos, Socrates; Hughes, Alison; Silveira, Semida; DeCarolis, Joe; Bazilian, Morgan; Roehrl, Alexander (2011). "OSeMOSYS: the open source energy modeling system : an introduction to its ethos, structure and
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have not helped because the associated information is normally licensed to preclude downstream usage. Recent transparency measures include the 2013 European energy market transparency regulation 543/2013  and a 2016 amendment to the German Energy Industry Act  to establish a nation
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Just two active open energy modelling projects were cited in a 2011 paper: OSeMOSYS and TEMOA. Balmorel was also public at that time, having been made available on a website in 2001. As of November 2016, the openmod wiki lists 24 such undertakings. As of October 2021, the Open Energy
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2014 presentation, because "energy modelling must be replicable and verifiable to be considered part of the scientific process" and because this fits with the "drive towards clarity and quality assurance in the provision of policy insights". In 2016, the
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announced that "all scientific articles in Europe must be freely accessible as of 2020". This is a step in the right direction, but the new policy makes no mention of open software and its importance to the scientific process. In August 2016, the
456:(DOE) is participating in the program. The project is hosted on a dedicated website and subject to a three-year pilot. Open-source campaigners are using the initiative to advocate that European governments adopt similar practices. In 2017 the 1429: 2368: 219:
for research and policy advice. The Open Energy Modelling Initiative documents a variety of open-source energy models and addresses practical and conceptual issues regarding their development and application. The initiative runs an
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Wiese, Frauke; Bökenkamp, Gesine; Wingenbach, Clemens; Hohmeyer, Olav (2014). "An open source energy system simulation model as an instrument for public participation in the development of strategies for a sustainable future".
2003:"Commission Regulation (EU) No 543/2013 of 14 June 2013 on submission and publication of data in electricity markets and amending Annex I to Regulation (EC) No 714/2009 of the European Parliament and of the Council" 407:. The document provides a comprehensive account of the data issues faced by researchers engaged in open energy system modeling and energy market analysis and quoted extensively from a German legal opinion. 410:
In May 2020, participants from the Open Energy Modelling Initiative made a further submission on the European strategy for data. In mid‑2021, participants made two written submissions on a proposed
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Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions: a European strategy for data — COM (2020) 66 final
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Federal Source Code Policy: Achieving Efficiency, Transparency, and Innovation through Reusable and Open Source Software — Memorandum for the Heads of Departments and Agencies — M-16-21
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techniques to develop robust energy analysis tools". The paper claims that these techniques can produce high-quality results and are particularly relevant for developing countries.
609: 574: 2667: 423:(EEA). More specifically, the two Data Act submissions drew attention to restrictive but nonetheless compliant public disclosure reporting practices deployed by the 2432: 379:. But most published energy datasets carry proprietary licenses, limiting their reuse in numerical and statistical models, open or otherwise. Measures to enforce 1379:
Bazilian, Morgan; Rice, Andrew; Rotich, Juliana; Howells, Mark; DeCarolis, Joseph; Macmillan, Stuart; Brooks, Cameron; Bauer, Florian; Liebreich, Michael (2012).
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Diagram depicting an open analysis workflow prepared by Stefen Pfenninger for the first Open Energy Modelling Initiative meeting in Berlin, Germany held 18–19
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remain at the forefront with regard to open energy data. Most energy datasets are collated and published by official or semi-official sources, for example,
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step towards fundamentally better ways to both conduct our research and engage decision-makers with models and the assumptions embedded within them.
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from 2017 advances the case for using open energy data and modeling to build public trust in policy analysis. The article also argues that
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In December 2017, participants from the Open Energy Modelling Initiative and allied research communities made a written submission to the
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policy which mandates that at least 20% of custom source code developed by or for any agency of the federal government be released as
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to energy modelling dates back to around 2003. This section provides some background for the growing interest in open methods.
3180: 551: 2027: 1442: 295: 2550:"EU: Climate-proof grids require more transparency > 'Black-box' US energy planning hinders renewable energy development" 1706:. Energy Technology Systems Analysis Programme (ETSAP) Workshop, Technical University of Denmark (DTU). Copenhagen, Denmark 775: 2423: 476:. The position paper focuses on open data and open data processing and the question of open modeling is not traversed per 3010: 1698: 2523:
Position paper for the endorsement of free software and open standards in Horizon 2020 and all publicly-funded research
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modellers from universities and research institutes across Europe and elsewhere. The initiative promotes the use of
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The first workshop was held on 18–19 September 2014 and the first posting to the openmod mailing list occurred on 4
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Submission on a proposed Data Act for the European Union from the perspective of energy system analysis — Release
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Cao, Karl-Kiên; Cebulla, Felix; Gómez Vilchez, Jonatan J; Mousavi, Babak; Prehofer, Sigrid (28 September 2016).
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calling for free software and open standards to be central to European science funding, including the flagship
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Submission on the re-use of public sector information: with an emphasis on energy system datasets — Release 09
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Redefining the energy modelling-policy interface: developing a fully open source UK TIMES model — Presentation
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have a responsibility to require that data and code be submitted alongside text for scrutiny, currently only
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A trend evident by 2023 is the adoption of regulators within the European Union and North America. Fairley
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Gkotsopoulou, Olga; Albers, Erik; Di Cosmo, Roberto; Malaja, Polina; Sanjurjo, Fernando (5 January 2017).
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Submission on a proposed Data Act for the European Union from the perspective of energy system analysis /
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NEMO was also under development in 2011 but it is unclear whether its codebase was public at that point.
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Pfenninger, Stefan; DeCarolis, Joseph; Hirth, Lion; Quoilin, Sylvain; Staffell, Iain (February 2017).
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This 2012 paper presents the case for using "open, publicly accessible software and data as well as
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The Open Energy Modelling Initiative participants take turns to host regular academic workshops.
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Submission on a European strategy for data with an emphasis on energy sector datasets — Release
2038: of 13 October 2016. p. 115–116. Einrichtung einer nationalen Informationsplattform . 1620: 939: 876: 851: 821: 420: 3925: 3803: 3752: 3389: 3302: 3266: 3203: 3128: 1475:"Evaluating energy efficiency policies with energy-economy models — Report number LBNL-3862E" 648: 380: 2367:(Press release). The Netherlands: Ministry of Education, Culture and Science. Archived from 3541: 3524: 3519: 3512: 1953: 1891: 1833: 1738: 1655: 1588: 1522: 1395: 1185: 1085: 449: 205: 2549: 2431:. Washington DC, USA: Office of Budget and Management, Executive Office of the President. 1539: 1491: 337: 8: 3930: 3833: 3767: 3653: 3404: 3240: 3015: 2468:"The People's Code: Unlock the tremendous potential of the Federal Government's software" 1150:
Introductory video on the Open Energy Outlook (OEO) project specific to the United States
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The misspelling of Morgan Bazillian has been corrected in this citation. ResearchGate
1228: 362: 3845: 3699: 3643: 3342: 3312: 3030: 2747: 2557: 1969: 1919: 1861: 1849: 1795: 1774:"Raising awareness in model-based energy scenario studies — a transparency checklist" 1683: 1671: 1604: 1544: 1496: 1474: 1438: 888: 863: 833: 750: 171: 1758: 1616: 3855: 3709: 3704: 3618: 3394: 3102: 3097: 2739: 2313: 2248: 2187: 1981: 1961: 1909: 1899: 1841: 1785: 1746: 1663: 1596: 1534: 1486: 1403: 1331: 781: 366: 320: 315: 2883:[Open platform makes energy data available] (in German). 14 September 2015 1750: 1215:– a collaborative versioned database for storing open energy system model datasets 3694: 3684: 3593: 3577: 3562: 3474: 3440: 3435: 3399: 3287: 3107: 3066: 3035: 3020: 2928: 1354: 1180: 1081: 1052: 663: 416: 290: 216: 151: 3172: 1904: 1879: 1600: 1521:
Mundaca, Luis; Neij, Lena; Worrell, Ernst; McNeil, Michael A (22 October 2010).
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The Open Energy Modelling Initiative also holds occasional specialist meetings.
3425: 3352: 3092: 2859:"Energiedaten für alle – Projekt "Open Power System Data" an der EUF gestartet" 1296: 1093:– database projects which collect, clean, and republish energy-related datasets 465: 461: 436: 225: 2822: 2781: 2395:"There is no open science without the use of open standards and free software" 1880:"The importance of open data and software: is energy research lagging behind?" 1790: 1773: 1473:
Mundaca, Luis; Neij, Lena; Worrell, Ernst; McNeil, Michael A (1 August 2010).
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and datasets used in such models should be placed under publicly accessible
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and hosts occasional academic workshops. A statement of aims is available.
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Consulting with energy scenarios: requirements for scientific policy advice
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00:11:42. Presentation to Climate forecasting for energy workshop on 4
2743: 724: 197: 2858: 1821: 1726: 1500: 1237:– triggered by the work of the Open Energy Modelling Initiative  3777: 3362: 2495:"New US government source code policy could provide model for Europe" 1667: 1276: 1269:– a scientific project modeling sustainable energy futures for Europe 1234: 1069: 907: 392:, irrespective of the copyright status of the information they hold. 350: 209: 119: 2646: 2068:
Morrison, Robbie; Brown, Tom; De Felice, Matteo (10 December 2017).
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Grantham Research Institute on Climate Change and the Environment
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July 2017. Energy databases may also be protected under general
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Strachan, Neil; Fais, Birgit; Daly, Hannah (29 February 2016).
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Strachan, Neil; Fais, Birgit; Daly, Hannah (18 November 2014).
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Open energy system modelling for climate scientists and others
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business-to-government (B2G) information transfers within the
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An Open Energy Outlook for the United States powered by TEMOA
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DeCarolis, Joseph F; Hunter, Kevin; Sreepathi, Sarat (2012).
1256:– an open modelling community for acoustic and music software 1175: 415:— legislative work-in-progress intended primarily to improve 82:
Promote open-source energy models and open energy sector data
2626:(in German). Berlin, Germany: Neon Neue Energieökonomik GmbH 2576: 1381:"Open source software and crowdsourcing for energy analysis" 1143:
Introductory video on open energy system modeling using the
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publication, provides an overview. And as one example, the
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Legal aspects of European electricity data — Legal opinion
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Open Energy Modelling Initiative manifesto written in 2014
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Duration 00:15:16. Creative Commons CC‑BY‑4.0 license.
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Morrison, Robbie (25 June 2021). Morrison, Robbie (ed.).
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Morrison, Robbie (30 May 2020). Morrison, Robbie (ed.).
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makes this practice mandatory within the energy domain.
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Wiley Interdisciplinary Reviews: Energy and Environment
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There is an increasing call for the energy models and
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International Institute for Applied Systems Analysis
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Open Energy Modelling Initiative email list archive
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R open science blog on the openmod community 
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(2016). 1372: 1176:Open Energy Modelling Initiative discussion forum 332: 3877: 2881:"Offene Plattform macht Energiedaten zugänglich" 2873: 2660: 2460: 1819: 1696: 1421: 1314: 1289: 1186:Open Energy Modelling Initiative YouTube channel 1930: 1638: 1191:Open Energy Modelling Initiative GitHub account 16:For a review of open energy system models, see 2814: 2615:Workshop zur offenen Energiesystemmodellierung 2288: 2227: 2021: 3188: 2913: 2723: 2702: 2681: 2607: 2605: 2353: 2166: 1765: 1196:Open Energy Modelling Initiative twitter feed 484:Adoption by regulators and industry generally 2773: 2541: 2041: 2030: 1939:"Energy scientists must show their workings" 1297:"openmod — Open Energy Modelling Initiative" 3911:Free and open-source software organizations 2422:Scott, Tony; Rung, Anne E (8 August 2016). 2386: 2110: 1724: 3195: 3181: 2920: 2906: 2732:"An open energy system modeling community" 2636:Date from PDF metadata. Workshop program. 2602: 2337:: CS1 maint: location missing publisher ( 2272:: CS1 maint: location missing publisher ( 2211:: CS1 maint: location missing publisher ( 2095:: CS1 maint: location missing publisher ( 2051:Energy databases: protection and licensing 1936: 1527:Annual Review of Environment and Resources 1479:Annual Review of Environment and Resources 35: 2820: 2421: 1913: 1903: 1789: 1582: 1538: 1490: 1104: 2729: 2583:Canada Energy Regulator (19 June 2023). 2486: 2359: 2294: 2233: 2172: 2154:. Brussels, Belgium: European Commission 2145:European Commission (19 February 2020). 1166:Open Energy Modelling Initiative website 677:Frankfurt Institute for Advanced Studies 430: 336: 2780:Hilbers, Adriaan P (19 December 2020). 2779: 2547: 2047: 1937:Pfenninger, Stefan (23 February 2017). 1021:Climate forecasting for energy workshop 3878: 2392: 2116: 2057:. Berlin, Germany: JBB Rechtsanwaelte. 2007:Official Journal of the European Union 264: 74:Internet-based with periodic workshops 3176: 2901: 2763:Creative Commons CC‑BY‑4.0 license. 2730:Morrison, Robbie (20 November 2019). 2611: 2343:Creative Commons CC‑BY‑4.0 license. 2295:Morrison, Robbie (3 September 2021). 2278:Creative Commons CC‑BY‑4.0 license. 2217:Creative Commons CC‑BY‑4.0 license. 1540:10.1146/annurev-environ-052810-164840 1492:10.1146/annurev-environ-052810-164840 1171:Open Energy Modelling Initiative wiki 296:Deep Decarbonization Pathways Project 3796: 2620:Open energy system modeling workshop 2438:from the original on 21 January 2017 2126:. Berlin, Germany: JBB Rechtsanwälte 1725:Pye, Steve; Bataille, Chris (2016). 1243:– a US-based open energy data portal 776:National Renewable Energy Laboratory 3011:Climate change mitigation scenarios 2927: 2851: 2821:DeCarolis, Joe (24 December 2020). 2492: 257:open energy frameworks and about 50 13: 2827:. Raleigh, North Carolina, USA: NC 2048:Boecker, Lina (21 November 2016). 1778:Energy, Sustainability and Society 1130: 14: 3942: 2612:Hirth, Lion (18 September 2014). 2360:Hendrikx, Michiel (27 May 2016). 1154: 623:KTH Royal Institute of Technology 3157: 3156: 3147: 3146: 2843: 2806: 2765: 2668:"Open Energy Modelling Workshop" 2345: 2280: 2219: 2102: 1805: 1359:Open Energy Modelling Initiative 1301:Open Energy Modelling Initiative 822:2020 mini‑workshop series 504:framework for systems analysis. 190:Open Energy Modelling Initiative 30:Open Energy Modelling Initiative 3077:Integrated assessment modelling 2548:Fairley, Peter (27 June 2023). 2493:New, William (22 August 2016). 1064:Free Software Foundation Europe 458:Free Software Foundation Europe 248:Growth in open energy modelling 1235:Open Power System Data project 1231:topics in developing countries 1117: 699:Technical University of Munich 333:Copyright and open energy data 1: 3773:Open-source software movement 3502:Free and open-source software 3231:Commons-based peer production 2117:Jaeger, Till (24 July 2017). 1751:10.1080/14693062.2016.1173004 1283: 1147:language as an example  359:transmission system operators 2990:Open energy system databases 2393:Albers, Erik (2 June 2016). 1091:Open energy system databases 507: 363:electricity market operators 313:A one-page opinion piece in 22:open energy system databases 7: 3057:Electric power transmission 2499:Intellectual Property Watch 2448:Also available as HTML at: 2009:(L 163): 1–12. 15 June 2013 1905:10.1016/j.enpol.2016.11.046 1601:10.1016/j.eneco.2012.07.004 1408:10.1016/j.enpol.2012.06.032 1336:10.1016/j.enpol.2011.06.033 1041: 355:national statistics offices 10: 3947: 3851:Open educational resources 935:Stanford University Campus 235: 15: 3738: 3677: 3639:Open Knowledge Foundation 3629:Open Architecture Network 3611: 3586: 3550: 3494: 3458: 3446:Open-door academic policy 3418: 3382: 3373: 3328: 3280: 3223: 3214: 3142: 3121: 3085: 3044: 3026:Mathematical optimization 3003: 2995:Open energy system models 2982: 2961: 2935: 1791:10.1186/s13705-016-0090-z 1075:Open energy system models 877:2022 mini‑workshop 852:2021 mini‑workshop 747:Department of Engineering 405:public sector information 86: 78: 70: 51: 43: 34: 18:open energy system models 3624:Free Software Foundation 3537:Open-source architecture 2032:Energiewirtschaftsgesetz 1097: 1031:joint organization with 444:announced a new federal 442:United States government 425:European Energy Exchange 57: (10 years ago) 3587:Politics and governance 1846:10.1038/nenergy.2016.12 597:Imperial College London 498:Canada Energy Regulator 492:(2023), writing in the 454:US Department of Energy 242:open-source development 3758:Free software movement 3649:Open Source Initiative 3599:Open-source governance 3482:Open-source journalism 2318:10.5281/zenodo.5471077 2253:10.5281/zenodo.5032198 2192:10.5281/zenodo.5534387 2031: 1279:energy data for Europe 1275:– a project exploring 940:San Francisco Bay Area 421:European Economic Area 346: 311: 3916:Mathematical modeling 3763:Open science movement 3753:Free-culture movement 3431:Educational resources 3390:Collaborative writing 3267:Participatory culture 3129:Energy Modeling Forum 2647:"OSeMOSYS Newsletter" 2501:. Geneva, Switzerland 649:Politecnico di Milano 593:10–11 September 2015 431:Public policy support 340: 306: 3901:Energy organizations 3542:Open-source hardware 3520:Open-design movement 3513:Open-source software 3281:Research and science 2589:Government of Canada 1213:Open Energy Platform 987:Specialist meetings 931:13–14 November 2023 818:March thru May 2020 810:circa 190 attendees 771:18–19 September 2019 721:Climate Policy Group 662:12 July 2016 at the 645:Department of Energy 608:in association with 547:18–19 September 2014 450:open-source software 261:open energy models. 206:open-source software 178:/@openmod-initiative 3824:Free Cultural Works 3768:Open Source Ecology 3654:Open Web Foundation 3551:Economic principles 3508:Free/libre software 3405:Participatory media 3016:Computer simulation 2312:. Berlin, Germany. 2247:. Berlin, Germany. 2186:. Berlin, Germany. 1958:2017Natur.542..393P 1896:2017EnPol.101..211P 1838:2016NatEn...116012S 1743:2016CliPo..16S..27P 1660:2014WIREE...3..490W 1593:2012EneEc..34.1845D 1454:on 21 December 2016 1400:2012EnPol..49..149B 1254:soundsoftware.ac.uk 1248:Similar initiatives 988: 796:15–17 January 2020 695:12–13 October 2017 641:27–28 October 2016 517: 397:European Commission 381:market transparency 349:Issues surrounding 321:scientific journals 265:Academic literature 240:The application of 160:/openmod-initiative 122:.openmod-initiative 55:September 2014 31: 3891:Energy development 3690:Alexandra Elbakyan 3634:Openmod Initiative 3471:Citizen journalism 3348:Open communication 3329:Data, information, 3252:Open collaboration 3134:openmod initiative 3052:Electricity market 2744:10.25815/ff3b-d154 1229:sustainable energy 1160:Related to openmod 986: 516:Regular workshops 515: 347: 106:openmod-initiative 88:Official language 29: 3873: 3872: 3869: 3868: 3861:Open Web movement 3846:Open Data Indices 3700:Peter Murray-Rust 3644:Open Rights Group 3607: 3606: 3490: 3489: 3343:Knowledge commons 3170: 3169: 3031:Scenario analysis 2736:Generation R Blog 2556:. 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Berlin, Germany 1444:978-3-8047-3550-7 1330:(10): 5850–5870. 1039: 1038: 981: 980: 959:26–28 March 2024 898:22–24 March 2023 889:COVID-19 pandemic 873:17 February 2022 864:COVID-19 pandemic 834:COVID-19 pandemic 751:Aarhus University 673:20–21 April 2017 619:28–29 April 2016 571:13–14 April 2015 435:In May 2016, the 253:Platform lists 17 186: 185: 96: 95: 3938: 3886:Economics models 3856:Open music model 3820:Definition docs 3809:Creative Commons 3794: 3793: 3710:Richard Stallman 3705:Douglas Rushkoff 3619:Creative Commons 3395:Democratic media 3380: 3379: 3303:Notebook science 3221: 3220: 3197: 3190: 3183: 3174: 3173: 3160: 3159: 3152:Economics models 3150: 3149: 2922: 2915: 2908: 2899: 2898: 2893: 2892: 2890: 2888: 2877: 2871: 2870: 2868: 2866: 2855: 2849: 2848: 2847: 2840: 2838: 2836: 2831:State University 2830: 2818: 2812: 2811: 2810: 2804:December 2020. 2803: 2799: 2795: 2793: 2791: 2777: 2771: 2770: 2769: 2762: 2760: 2758: 2727: 2721: 2720: 2718: 2716: 2706: 2700: 2699: 2697: 2695: 2685: 2679: 2678: 2676: 2674: 2664: 2658: 2657: 2655: 2653: 2643: 2637: 2635: 2633: 2631: 2625: 2609: 2600: 2599: 2597: 2595: 2580: 2574: 2572: 2570: 2568: 2545: 2539: 2538: 2536: 2534: 2528: 2517: 2511: 2510: 2508: 2506: 2490: 2484: 2483: 2481: 2479: 2464: 2458: 2457: 2454: 2452: 2447: 2445: 2443: 2437: 2430: 2419: 2410: 2409: 2407: 2405: 2390: 2384: 2383: 2381: 2379: 2373: 2366: 2357: 2351: 2350: 2349: 2342: 2336: 2328: 2326: 2324: 2311: 2305: 2301: 2292: 2286: 2285: 2284: 2277: 2271: 2263: 2261: 2259: 2246: 2240: 2231: 2225: 2224: 2223: 2216: 2210: 2202: 2200: 2198: 2185: 2179: 2170: 2164: 2163: 2161: 2159: 2153: 2142: 2136: 2135: 2133: 2131: 2125: 2114: 2108: 2107: 2106: 2100: 2094: 2086: 2084: 2082: 2076: 2065: 2059: 2058: 2056: 2045: 2039: 2035: (EnWG) 2034: 2025: 2019: 2018: 2016: 2014: 1999: 1993: 1992: 1990: 1988: 1943: 1934: 1928: 1927: 1917: 1907: 1875: 1866: 1865: 1817: 1811: 1810: 1809: 1803: 1793: 1769: 1763: 1762: 1722: 1716: 1715: 1713: 1711: 1705: 1694: 1688: 1687: 1668:10.1002/wene.109 1642: 1636: 1635: 1633: 1631: 1626:on 19 April 2016 1625: 1619:. 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1869: 1818: 1814: 1804: 1770: 1766: 1737:(S1): S27–S46. 1723: 1719: 1709: 1707: 1703: 1695: 1691: 1643: 1639: 1629: 1627: 1623: 1566: 1560: 1556: 1519: 1515: 1505: 1503: 1471: 1467: 1457: 1455: 1451: 1445: 1434: 1426: 1422: 1412: 1410: 1383: 1377: 1373: 1363: 1361: 1353: 1352: 1348: 1319: 1315: 1305: 1303: 1295: 1294: 1290: 1286: 1157: 1137: 1133: 1131:Further reading 1128: 1127: 1122: 1118: 1111: 1109: 1105: 1100: 1053:Energy modeling 1044: 992: 974: 962:CRESYM and OTE 948: 920: 837: 770: 743:22–24 May 2019 664:Wayback Machine 605:United Kingdom 546: 521: 510: 489: 486: 477: 471: 433: 417:public interest 400: 385: 375:) or be in the 371: 342: 335: 291:version control 267: 258: 254: 250: 238: 170: 150: 134: 118: 104: 89: 61: 59: 56: 25: 12: 11: 5: 3944: 3934: 3933: 3928: 3923: 3918: 3913: 3908: 3903: 3898: 3893: 3888: 3871: 3870: 3867: 3866: 3864: 3863: 3858: 3853: 3848: 3843: 3842: 3841: 3836: 3831: 3826: 3818: 3817: 3816: 3811: 3800: 3798: 3791: 3790: 3785: 3780: 3775: 3770: 3765: 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1094: 1088: 1084:that are also 1077:– a review of 1072: 1067: 1061: 1055: 1050: 1043: 1040: 1037: 1036: 1029: 1026: 1023: 1018: 1015: 1011: 1010: 1007: 1004: 1001: 998: 995: 979: 978: 973:limited to 100 971: 968: 963: 960: 957: 953: 952: 945: 944:United States 942: 937: 932: 929: 925: 924: 917: 914: 905: 899: 896: 892: 891: 885: 882: 879: 874: 871: 867: 866: 860: 857: 854: 849: 846: 842: 841: 830: 827: 824: 819: 816: 812: 811: 808: 805: 802: 797: 794: 790: 789: 787: 786:United States 784: 779: 773: 768: 764: 763: 761: 758: 753: 744: 741: 737: 736: 733: 730: 727: 718: 717:6–8 June 2018 715: 711: 710: 708: 705: 702: 696: 693: 689: 688: 686: 683: 680: 679:(FIAS)  674: 671: 667: 666: 657: 654: 651: 642: 639: 635: 634: 632: 629: 626: 620: 617: 613: 612: 606: 603: 600: 594: 591: 587: 586: 584: 581: 578: 572: 569: 565: 564: 561: 558: 555: 549: 544: 540: 539: 536: 533: 530: 527: 524: 509: 506: 485: 482: 462:position paper 437:European Union 432: 429: 345:September 2014 334: 331: 266: 263: 249: 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3612:Organizations 3610: 3600: 3597: 3595: 3592: 3591: 3589: 3585: 3579: 3576: 3574: 3573:Open standard 3571: 3569: 3566: 3564: 3561: 3559: 3556: 3555: 3553: 3549: 3543: 3540: 3538: 3535: 3533: 3530: 3526: 3523: 3522: 3521: 3518: 3514: 3511: 3509: 3506: 3505: 3503: 3500: 3499: 3497: 3493: 3483: 3480: 3476: 3472: 3469: 3468: 3467: 3466:Citizen media 3464: 3463: 3461: 3457: 3447: 3444: 3442: 3439: 3438: 3437: 3434: 3432: 3429: 3428: 3427: 3424: 3423: 3421: 3417: 3411: 3408: 3406: 3403: 3401: 3398: 3396: 3393: 3391: 3388: 3387: 3385: 3381: 3378: 3376:and learning 3374:Communication 3372: 3364: 3361: 3359: 3356: 3355: 3354: 3351: 3349: 3346: 3344: 3341: 3339: 3336: 3335: 3333: 3331:and knowledge 3327: 3319: 3316: 3314: 3311: 3309: 3306: 3304: 3301: 3299: 3296: 3295: 3294: 3291: 3289: 3286: 3285: 3283: 3279: 3273: 3270: 3268: 3265: 3263: 3260: 3258: 3255: 3253: 3250: 3248: 3247: 3243: 3239: 3237: 3236:Crowdsourcing 3234: 3232: 3229: 3228: 3226: 3222: 3219: 3213: 3209: 3205: 3198: 3193: 3191: 3186: 3184: 3179: 3178: 3175: 3163: 3162:Energy models 3155: 3153: 3145: 3144: 3141: 3135: 3132: 3130: 3127: 3126: 3124: 3122:Organizations 3120: 3114: 3111: 3109: 3106: 3104: 3103:Mark Jacobson 3101: 3099: 3098:Joe DeCarolis 3096: 3094: 3091: 3090: 3088: 3084: 3078: 3075: 3073: 3072:Energy policy 3070: 3068: 3065: 3063: 3062:Energy market 3060: 3058: 3055: 3053: 3050: 3049: 3047: 3043: 3037: 3034: 3032: 3029: 3027: 3024: 3022: 3019: 3017: 3014: 3012: 3009: 3008: 3006: 3002: 2996: 2993: 2991: 2988: 2987: 2985: 2981: 2975: 2972: 2970: 2967: 2966: 2964: 2960: 2954: 2951: 2949: 2946: 2944: 2941: 2940: 2938: 2934: 2930: 2923: 2918: 2916: 2911: 2909: 2904: 2903: 2900: 2882: 2876: 2860: 2854: 2846: 2826: 2825: 2817: 2809: 2785: 2784: 2776: 2768: 2753: 2749: 2745: 2741: 2737: 2733: 2726: 2711: 2705: 2690: 2684: 2669: 2663: 2648: 2642: 2621: 2617: 2616: 2608: 2606: 2590: 2586: 2579: 2563: 2559: 2555: 2554:IEEE Spectrum 2551: 2544: 2525: 2524: 2516: 2500: 2496: 2489: 2473: 2469: 2463: 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Index

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