{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,5]],"date-time":"2025-10-05T12:24:07Z","timestamp":1759667047823},"reference-count":55,"publisher":"Elsevier BV","issue":"9","license":[{"start":{"date-parts":[[2011,9,1]],"date-time":"2011-09-01T00:00:00Z","timestamp":1314835200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computers &amp; Chemical Engineering"],"published-print":{"date-parts":[[2011,9]]},"DOI":"10.1016\/j.compchemeng.2011.05.005","type":"journal-article","created":{"date-parts":[[2011,5,21]],"date-time":"2011-05-21T12:56:43Z","timestamp":1305982603000},"page":"1725-1737","source":"Crossref","is-referenced-by-count":28,"title":["A multi-paradigm modeling framework for energy systems simulation and analysis"],"prefix":"10.1016","volume":"35","author":[{"given":"Bri-Mathias S.","family":"Hodge","sequence":"first","affiliation":[]},{"given":"Shisheng","family":"Huang","sequence":"additional","affiliation":[]},{"given":"John D.","family":"Siirola","sequence":"additional","affiliation":[]},{"given":"Joseph F.","family":"Pekny","sequence":"additional","affiliation":[]},{"given":"Gintaras V.","family":"Reklaitis","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.compchemeng.2011.05.005_bib0005","series-title":"AnyLogic V.6.4","year":"2010"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0010","series-title":"Fossil 1: A policy analysis model of the United States energy system","author":"Backus","year":"1977"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0015","doi-asserted-by":"crossref","first-page":"135","DOI":"10.5547\/ISSN0195-6574-EJ-VolSI2006-NoSI2-7","article-title":"Promoting renewable energy in Europe: A hybrid computable general equilibrium approach","author":"Bohringer","year":"2006","journal-title":"The Energy Journal"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0020","doi-asserted-by":"crossref","first-page":"13","DOI":"10.5547\/ISSN0195-6574-EJ-VolSI2006-NoSI2-2","article-title":"WITCH: A world induced technical change hybrid model","author":"Bosetti","year":"2006","journal-title":"The Energy Journal"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0025","unstructured":"CAISO. (2010). California independent system operator (CAISO) open access same-time information system (OASIS). Folsom, CA."},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0030","series-title":"The 5th international conference on fundamental approaches to software engineering","article-title":"AToM3: A tool for multi-formalism and meta-modeling","author":"de Lara","year":"2002"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0035","series-title":"The 1st European conference on cognitive science","first-page":"117","article-title":"From interactions to collective behaviour in agent-based systems","author":"Demazeau","year":"1995"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0040","first-page":"1","article-title":"Energy technology dynamics and advanced system model","volume":"14","author":"EC-TEEM","year":"2000","journal-title":"International Journal of Global Energy Issues"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0045","series-title":"Residential energy consumption survey 2005","author":"EIA","year":"2008"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0050","series-title":"Annual Energy Outlook 2009","author":"EIA","year":"2009"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0055","series-title":"The implications of lower natural gas prices for the electric generation mix in the southeast","author":"EIA","year":"2009"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0060","series-title":"Electric power annual 2007","author":"EIA","year":"2009"},{"issue":"1","key":"10.1016\/j.compchemeng.2011.05.005_bib0065","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1287\/opre.49.1.14.11195","article-title":"The national energy modeling system: A large-scale energy\u2013economic equilibrium model","volume":"49","author":"Gabriel","year":"2001","journal-title":"Operations Research"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0070","doi-asserted-by":"crossref","first-page":"39","DOI":"10.5547\/ISSN0195-6574-EJ-VolSI2006-NoSI2-3","article-title":"Macroeconomic consistency issues in E3 modeling: The continued fable of the elephant and the rabbit","author":"Ghersi","year":"2006","journal-title":"The Energy Journal"},{"issue":"2","key":"10.1016\/j.compchemeng.2011.05.005_bib0075","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1016\/S0921-8009(01)00206-3","article-title":"The CO2 emission reduction benefits of Chinese energy policies and environmental policies: A case study for Shanghai, period 1995\u20132020","volume":"39","author":"Gielen","year":"2001","journal-title":"Ecological Economics"},{"issue":"11\/12","key":"10.1016\/j.compchemeng.2011.05.005_bib0080","doi-asserted-by":"crossref","first-page":"688","DOI":"10.1177\/0037549709105240","article-title":"Exploring multi-paradigm modeling techniques","volume":"85","author":"Hardebolle","year":"2009","journal-title":"Simulation"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0085","series-title":"20th European symposium on computer aided process engineering","article-title":"The effects of vehicle-to-grid systems on wind power integration in California","author":"Hodge","year":"2010"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0090","unstructured":"Hodge, B.-M., Huang, S., Shukla, A., Pekny, J., Venkatasubramanian, V., Reklaitis, G. V. R. The effects of vehicle-to-grid systems on wind power integration. Wind Energy, submitted for publication."},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0095","series-title":"1st annual gas processing symposium","first-page":"1","article-title":"A multi-paradigm energy model for liquid natural gas analysis","author":"Hodge","year":"2009"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0100","doi-asserted-by":"crossref","DOI":"10.1021\/ie101837w","article-title":"A multi-paradigm simulation of the effects of PHEV adoption on electric utility usage levels and emissions","author":"Hodge","year":"2011","journal-title":"Industrial & Engineering Chemistry Research"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0105","series-title":"2nd annual gas processing symposium","first-page":"257","article-title":"The impact of PHEV adoption on natural gas demand in electricity generation","author":"Huang","year":"2010"},{"issue":"3","key":"10.1016\/j.compchemeng.2011.05.005_bib0110","doi-asserted-by":"crossref","first-page":"1552","DOI":"10.1016\/j.enpol.2010.12.029","article-title":"The effects of electricity pricing on PHEV competitiveness","volume":"39","author":"Huang","year":"2011","journal-title":"Energy Policy"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0115","series-title":"World Energy Outlook 2009","author":"IEA","year":"2009"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0120","doi-asserted-by":"crossref","first-page":"2570","DOI":"10.1016\/j.compchemeng.2008.04.003","article-title":"Integrated safety stock management for multi-stage supply chain under production capacity constraints","volume":"32","author":"Jung","year":"2008","journal-title":"Computers & Chemical Engineering"},{"issue":"3","key":"10.1016\/j.compchemeng.2011.05.005_bib0125","first-page":"221","article-title":"Computational aspects of clearing continuous call double auctions with assignment constraints and indivisible demand","volume":"1","author":"Kalagnanam","year":"2000","journal-title":"IBM Research"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0130","doi-asserted-by":"crossref","first-page":"113","DOI":"10.5547\/ISSN0195-6574-EJ-VolSI2006-NoSI2-6","article-title":"Combining energy technology dynamics and macroeconometrics: The E3MG model","author":"Kohler","year":"2006","journal-title":"The Energy Journal"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0135","doi-asserted-by":"crossref","first-page":"151","DOI":"10.5547\/ISSN0195-6574-EJ-VolSI2006-NoSI2-8","article-title":"Modeling detailed energy-efficiency technologies and technology policies within a CGE framework","author":"Laitner","year":"2006","journal-title":"The Energy Journal"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0140","series-title":"Simulation modeling and analysis","author":"Law","year":"2006"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0145","series-title":"Documentation for the MARKAL family of models","author":"Loulou","year":"2004"},{"issue":"15","key":"10.1016\/j.compchemeng.2011.05.005_bib0150","doi-asserted-by":"crossref","first-page":"1679","DOI":"10.1016\/S0301-4215(03)00159-9","article-title":"Experiments with a methodology to model the role of R&D expenditures in energy technology learning processes; first results","volume":"32","author":"Miketa","year":"2004","journal-title":"Energy Policy"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0155","unstructured":"Moria, T. Center for International Earth Science Information Network (CIESIN). 1995. Thematic Guide to Integrated Assessment Modeling of Climate Change [online]. Palisades, NY: CIESIN. Available at http:\/\/sedac.ciesin.columbia.edu\/mva\/iamcc.tg\/TGHP.html [accessed DATE]"},{"issue":"5","key":"10.1016\/j.compchemeng.2011.05.005_bib0160","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1287\/inte.25.5.173","article-title":"The evolution of energy modeling at the federal energy administration and the energy information administration","volume":"25","author":"Murphy","year":"1995","journal-title":"Interfaces"},{"issue":"1","key":"10.1016\/j.compchemeng.2011.05.005_bib0165","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/sdr.4260080102","article-title":"A system dynamics model for national energy policy planning","volume":"8","author":"Naill","year":"1992","journal-title":"System Dynamics Review"},{"issue":"3","key":"10.1016\/j.compchemeng.2011.05.005_bib0170","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/S0301-4215(02)00031-9","article-title":"Economic assessment of combined cycle gas turbines in Australia: Some effects of microeconomic reform and technological change","volume":"31","author":"Naughten","year":"2003","journal-title":"Energy Policy"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0175","unstructured":"NERC Generating Availability Data System (GADS): Reports. http:\/\/www.nerc.com\/page.php?cid=4|43|47. Accessed 29.08.2010."},{"issue":"5","key":"10.1016\/j.compchemeng.2011.05.005_bib0180","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1002\/er.1136","article-title":"A model for generating household electricity load profiles","volume":"30","author":"Paatero","year":"2006","journal-title":"International Journal of Energy Research"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0185","series-title":"Integrated energy policy report","author":"Pfannenstiel","year":"2007"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0190","series-title":"Repast Simphony","year":"2010"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0195","series-title":"SIGGRAPH \u201887","first-page":"25","article-title":"Flocks, herds, and schools: A distributed behavioral model, in computer graphics","author":"Reynolds","year":"1987"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0200","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1016\/0301-4215(93)90139-7","article-title":"CHP production in integrated energy systems examples from five Swedish communities","volume":"21","author":"Ryden","year":"1993","journal-title":"Energy Policy"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0205","series-title":"Ninth IEEE international symposium on distributed simulation and real-time applications","first-page":"249","article-title":"A multi-formalism modeling composability framework: Agent and discrete-event models","author":"Sarjoughian","year":"2005"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0210","doi-asserted-by":"crossref","first-page":"171","DOI":"10.5547\/ISSN0195-6574-EJ-VolSI2006-NoSI2-9","article-title":"Experiments with a hybrid CGE-MARKAL model","author":"Schafer","year":"2006","journal-title":"The Energy Journal"},{"issue":"7","key":"10.1016\/j.compchemeng.2011.05.005_bib0215","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1016\/S0142-0615(98)00013-1","article-title":"Optimal thermal generating unit commitment: A review","volume":"20","author":"Sen","year":"1998","journal-title":"Electrical Power & Energy Systems"},{"issue":"3","key":"10.1016\/j.compchemeng.2011.05.005_bib0220","doi-asserted-by":"crossref","first-page":"547","DOI":"10.1111\/j.1539-6924.2007.00905.x","article-title":"Risk-management and risk-analysis-based decision tools for attacks on electric power","volume":"27","author":"Simonoff","year":"2007","journal-title":"Risk Analysis"},{"issue":"1","key":"10.1016\/j.compchemeng.2011.05.005_bib0225","doi-asserted-by":"crossref","first-page":"597","DOI":"10.1016\/j.enpol.2006.01.006","article-title":"Policy strategies and paths to promote sustainable energy systems\u2014The dynamic Invert simulation tool","volume":"35","author":"Stadler","year":"2007","journal-title":"Energy Policy"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0230","series-title":"Business dynamics: Systems thinking and modeling for a complex world","author":"Sterman","year":"2000"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0235","doi-asserted-by":"crossref","first-page":"1005","DOI":"10.1016\/S0098-1354(00)00535-4","article-title":"A simulation-optimization framework for addressing combinatorial and stochastic aspects of an R&D pipeline management problem","volume":"24","author":"Subramanian","year":"2000","journal-title":"Computers & Chemical Engineering"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0240","series-title":"AIS\u2019 2002 (AI, Simulation and Planning in High Autonomy Systems)","first-page":"9","article-title":"An introduction to multi-paradigm modelling and simulation","author":"Vangheluwe","year":"2002"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0245","doi-asserted-by":"crossref","first-page":"1000","DOI":"10.1016\/j.compchemeng.2007.05.006","article-title":"A framework for addressing stochastic and combinatorial aspects of scheduling and resource allocation in pharmaceutical R&D pipelines","volume":"32","author":"Varma","year":"2008","journal-title":"Computers & Chemical Engineering"},{"issue":"1","key":"10.1016\/j.compchemeng.2011.05.005_bib0250","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1007\/s10270-003-0039-5","article-title":"The OsMoSys approach to multi-formalism modeling of systems","volume":"3","author":"Vittorini","year":"2004","journal-title":"Software Systems Modeling"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0255","unstructured":"Walras, M.-E.-L. (1874). Elements d\u2019economie politique pure. Paris."},{"issue":"1\/2","key":"10.1016\/j.compchemeng.2011.05.005_bib0260","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1504\/IJGEI.2006.008387","article-title":"Progress in energy complex system modelling and analysis","volume":"25","author":"Wei","year":"2006","journal-title":"International Journal of Global Energy Issues"},{"issue":"2","key":"10.1016\/j.compchemeng.2011.05.005_bib0265","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1017\/S0269888900008122","article-title":"Intelligent agents: Theory and practice","volume":"10","author":"Wooldridge","year":"1995","journal-title":"Knowledge Engineering Review"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0270","series-title":"Jacoby: The MIT emissions prediction and policy analysis (EPPA) model","author":"Yang","year":"1996"},{"key":"10.1016\/j.compchemeng.2011.05.005_bib0275","series-title":"1986 winter simulation conference","article-title":"Multifacetted multiparadigm modeling perspectives: Tools for the \u201890's","author":"Zeigler","year":"1986"}],"container-title":["Computers &amp; Chemical Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0098135411001669?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0098135411001669?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,4,6]],"date-time":"2024-04-06T23:26:24Z","timestamp":1712445984000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0098135411001669"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,9]]},"references-count":55,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2011,9]]}},"alternative-id":["S0098135411001669"],"URL":"https:\/\/doi.org\/10.1016\/j.compchemeng.2011.05.005","relation":{},"ISSN":["0098-1354"],"issn-type":[{"value":"0098-1354","type":"print"}],"subject":[],"published":{"date-parts":[[2011,9]]}}}