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However, large-scale adoption of EVs may put electricity grids under critical strain, since peaks in electricity demand are likely to increase radically. Efforts to manage demand peaks through pricing schemes may create new peaks at low-price periods, if large numbers of EV owners use smart charging to benefit from low prices. This effect is expected to be amplified when EV owners adopt smart decision support to assist them with optimal charging decisions. Therefore, energy policymakers are interested in advanced pricing schemes that can smooth demand or induce demand that comes as close as possible to a desired profile. We show, through simulations calibrated with real-world data, that current approaches to electricity pricing are limited in their ability to induce desired demand profiles. To address this challenge, we present adaptive pricing, a method to learn from EV owner reactions to prices and adjust announced prices accordingly. 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"2022-05-07T13:31:31Z", "dateModified": "2022-05-07T13:31:31Z" } }, { "key": "FNIJWGAD", "version": 141, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/FNIJWGAD", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/FNIJWGAD", "type": "text/html" } }, "meta": { "createdByUser": { "id": 1266075, "username": "grampajohn", "name": "John Collins", "links": { "alternate": { "href": "https://www.zotero.org/grampajohn", "type": "text/html" } } }, "creatorSummary": "Jordan et al.", "parsedDate": "2007", "numChildren": 0 }, "data": { "key": "FNIJWGAD", "version": 141, "itemType": "conferencePaper", "title": "Empirical game-theoretic analysis of the TAC Supply Chain game", "creators": [ { "creatorType": "author", "firstName": "Patrick R.", "lastName": "Jordan" }, { "creatorType": "author", "firstName": "Christopher", "lastName": "Kiekintveld" }, { "creatorType": "author", "firstName": "Michael P.", "lastName": "Wellman" } ], "abstractNote": "The TAC Supply Chain Management (TAC/SCM) game presents a challenging dynamic environment for autonomous decision-making in a salient application domain. Strategic interactions complicate the analysis of games such as TAC/SCM. since the effectiveness of a given strategy depends on the strategies played by other agents on the supply chain. The TAC tournament generates results from one particular path of combinations, and success in the tournament is rightly regarded as evidence for agent quality. Such results along with post-competition controlled experiments provide useful evaluations of novel techniques employed in the game. We argue that a broader game-theoretic analysis framework can provide a firmer foundation for choice of experimental contexts. Exploiting a repository of agents from the 2005 and 2006 TAC/SCM tournaments, we demonstrate an empirical game-theoretic methodology based on extensive simulation and careful measurement. Our analysis of agents from TAC-05 reveals interesting interactions not seen in the tournament. Extending the analysis to TAC-06 enables us to measure progress from year-to-year, and generates a candidate empirical equilibrium among the best known strategies. We use this equilibrium as a stable background population for comparing relative performance of the 2006 agents, yielding insights complementing the tournament results.", "proceedingsTitle": "Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems", "conferenceName": "", "publisher": "ACM", "place": "New York, NY, USA", "date": "2007", "eventPlace": "", "volume": "", "issue": "", "numberOfVolumes": "", "pages": "193:1–193:8", "series": "AAMAS '07", "seriesNumber": "", "DOI": "10.1145/1329125.1329359", "ISBN": "978-81-904262-7-5", "citationKey": "", "url": "http://doi.acm.org/10.1145/1329125.1329359", "accessDate": "2013-09-24T23:37:44Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "ACM Digital Library", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "electronic markets", "type": 1 }, { "tag": "empirical game theory", "type": 1 }, { "tag": "multiagent systems", "type": 1 }, { "tag": "supply chain management", "type": 1 }, { "tag": "trading agent competition", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2022-05-07T13:13:32Z", "dateModified": "2022-05-07T13:13:32Z" } }, { "key": "KEFRQZ3G", "version": 140, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/KEFRQZ3G", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/KEFRQZ3G", "type": "text/html" } }, "meta": { "createdByUser": { "id": 1266075, "username": "grampajohn", "name": "John Collins", "links": { "alternate": { "href": "https://www.zotero.org/grampajohn", "type": "text/html" } } }, "creatorSummary": "Titterington et al.", "parsedDate": "1985", "numChildren": 0 }, "data": { "key": "KEFRQZ3G", "version": 140, "itemType": "book", "title": "Statistical analysis of finite mixture distributions", "creators": [ { "creatorType": "author", "firstName": "D.", "lastName": "Titterington" }, { "creatorType": "author", "firstName": "A.", "lastName": "Smith" }, { "creatorType": "author", "firstName": "U.", "lastName": "Makov" } ], "abstractNote": "", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "1985", "publisher": "Wiley", "place": "New York", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2022-05-02T18:48:42Z", "dateModified": "2022-05-02T18:51:07Z" } }, { "key": "G97ARAW6", "version": 130, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/G97ARAW6", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/G97ARAW6", "type": "text/html" } }, "meta": { "createdByUser": { "id": 5537296, "username": "6page", "name": "Philipp Page", "links": { "alternate": { "href": "https://www.zotero.org/6page", "type": "text/html" } } }, "lastModifiedByUser": { "id": 1266075, "username": "grampajohn", "name": "John Collins", "links": { "alternate": { "href": "https://www.zotero.org/grampajohn", "type": "text/html" } } }, "creatorSummary": "Sørensen et al.", "parsedDate": "2021-06-01", "numChildren": 5 }, "data": { "key": "G97ARAW6", "version": 130, "itemType": "journalArticle", "title": "Residential electric vehicle charging datasets from apartment buildings", "creators": [ { "creatorType": "author", "firstName": "{\\AA}se Lekang", "lastName": "Sørensen" }, { "creatorType": "author", "firstName": "Karen Byskov", "lastName": "Lindberg" }, { "creatorType": "author", "firstName": "Igor", "lastName": "Sartori" }, { "creatorType": "author", "firstName": "Inger", "lastName": "Andresen" } ], "abstractNote": "This data article refers to the paper \"Analysis of residential EV energy flexibility potential based on real-world charging reports and smart meter data\" [1]. The reported datasets deal with residential electric vehicle (EV) charging in apartment buildings. Several datasets are provided, with different levels of detail, aiming to serve various needs. The paper provides real-world EV charging reports describing 6,878 charging sessions registered by 97 user IDs, from December 2018 to January 2020. The charging reports include identifiers, plug-in time, plug-out time and charged energy for the sessions. Synthetic charging loads are provided with hourly resolution, assuming charging power 3.6 kW or 7.2 kW and immediate charging after plug-in. The non-charging idle time reflects the flexibility potential for the charging session, with synthetic idle capacity as the energy which could potentially have been charged during the idle times. Synthetic hourly charging loads and idle capacity are provided both for individual users, and aggregated for users with private or shared charge points. For a main garage with 33% of the charging sessions, smart meter data and synthetic charging loads are available, with aggregated values each hour. Finally, local hourly traffic density in 5 nearby traffic locations is provided, for further work related to the correlation with plug-in/plug-out times. Researchers, energy analysts, charge point operators, building owners and policy makers can benefit from the datasets and analyses, serving to increase the knowledge of residential EV charging. The data provides valuable insight into residential charging, useful for e.g. forecasting energy loads and flexibility, planning and modelling activities.", "publicationTitle": "Data in Brief", "publisher": "", "place": "", "date": "Juni 1, 2021", "volume": "36", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "107105", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "Data in Brief", "DOI": "10.1016/j.dib.2021.107105", "citationKey": "", "url": "https://www.sciencedirect.com/science/article/pii/S2352340921003899", "accessDate": "2022-03-01T08:10:19Z", "PMID": "", "PMCID": "", "ISSN": "2352-3409", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "ScienceDirect", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "Electric vehicle (EV) charging", "type": 1 }, { "tag": "End-user flexibility", "type": 1 }, { "tag": "Energy management", "type": 1 }, { "tag": "Load profiles", "type": 1 }, { "tag": "Residential electricity demand", "type": 1 } ], "collections": [ "LGFVT9PW" ], "relations": {}, "dateAdded": "2022-04-20T14:33:29Z", "dateModified": "2022-05-02T16:07:36Z" } }, { "key": "3JVAC3KR", "version": 129, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/3JVAC3KR", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/3JVAC3KR", "type": "text/html" } }, "meta": { "createdByUser": { "id": 5537296, "username": "6page", "name": "Philipp Page", "links": { "alternate": { "href": "https://www.zotero.org/6page", "type": "text/html" } } }, "lastModifiedByUser": { "id": 1266075, "username": "grampajohn", "name": "John Collins", "links": { "alternate": { "href": "https://www.zotero.org/grampajohn", "type": "text/html" } } }, "creatorSummary": "Sørensen et al.", "parsedDate": "2021-06-15", "numChildren": 3 }, "data": { "key": "3JVAC3KR", "version": 129, "itemType": "journalArticle", "title": "Analysis of residential EV energy flexibility potential based on real-world charging reports and smart meter data", "creators": [ { "creatorType": "author", "firstName": "{\\AA}. L.", "lastName": "Sørensen" }, { "creatorType": "author", "firstName": "K. B.", "lastName": "Lindberg" }, { "creatorType": "author", "firstName": "I.", "lastName": "Sartori" }, { "creatorType": "author", "firstName": "I.", "lastName": "Andresen" } ], "abstractNote": "The increase in the number of electric vehicles leads to an increased demand for residential charging. While EV electric loads can have a negative impact on the power grid, they also represent a large potential for energy flexibility. This study proposes a methodology to describe charging habits, electricity load profiles, and flexibility potentials of EV charging in apartment buildings. The input data used for the method are generally available for buildings with multiple EV charge points: EV charging reports with individual charging sessions and aggregated smart meter data. The case study is a large housing cooperative in Norway, with a combination of private and shared charge points for the residents. The study compares two charging power assumptions of 3.6 kW and 7.2 kW. The flexibility potential increases with higher charging power. The study reveals a significant potential for residential EV charging flexibility when private parking spaces have EV charge points.", "publicationTitle": "Energy and Buildings", "publisher": "", "place": "", "date": "2021-06-15", "volume": "241", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "110923", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "Energy and Buildings", "DOI": "10.1016/j.enbuild.2021.110923", "citationKey": "", "url": "https://www.sciencedirect.com/science/article/pii/S0378778821002073", "accessDate": "2022-03-11T11:24:37Z", "PMID": "", "PMCID": "", "ISSN": "0378-7788", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "ScienceDirect", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "Bottom-up methodology", "type": 1 }, { "tag": "Electric vehicle (EV) charging", "type": 1 }, { "tag": "Energy flexibility", "type": 1 }, { "tag": "Load profiles", "type": 1 }, { "tag": "Residential electricity demand", "type": 1 } ], "collections": [ "LGFVT9PW" ], "relations": {}, "dateAdded": "2022-04-20T14:33:29Z", "dateModified": "2022-05-02T16:07:25Z" } }, { "key": "HPBLYGTA", "version": 123, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/HPBLYGTA", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/HPBLYGTA", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/169683/items/WNNWMF63", "type": "application/json" } }, "meta": { "createdByUser": { "id": 5537296, "username": "6page", "name": "Philipp Page", "links": { "alternate": { "href": "https://www.zotero.org/6page", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "HPBLYGTA", "version": 123, "parentItem": "WNNWMF63", "itemType": "attachment", "linkMode": "imported_file", "title": "Adam et al. - 2021 - Electric Vehicle User Behavior Prediction Using Ga.pdf", "accessDate": "", "url": "", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Adam et al. - 2021 - Electric Vehicle User Behavior Prediction Using Ga.pdf", "md5": "217e6768cedf1cfc7981d9ed83aaba4e", "mtime": 1650556244000, "tags": [], "relations": {}, "dateAdded": "2022-04-21T15:50:44Z", "dateModified": "2022-05-02T14:26:56Z" } }, { "key": "WNNWMF63", "version": 122, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/WNNWMF63", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/WNNWMF63", "type": "text/html" } }, "meta": { "createdByUser": { "id": 5537296, "username": "6page", "name": "Philipp Page", "links": { "alternate": { "href": "https://www.zotero.org/6page", "type": "text/html" } } }, "creatorSummary": "Adam et al.", "parsedDate": "2021", "numChildren": 1 }, "data": { "key": "WNNWMF63", "version": 122, "itemType": "conferencePaper", "title": "Electric Vehicle User Behavior Prediction Using Gaussian Mixture Models and Soft Information", "creators": [ { "creatorType": "author", "firstName": "Rebecca", "lastName": "Adam" }, { "creatorType": "author", "firstName": "Kun", "lastName": "Qian" }, { "creatorType": "author", "firstName": "Robert", "lastName": "Brehm" } ], "abstractNote": "", "proceedingsTitle": "2021 IEEE PES Innovative Smart Grid Technologies - Asia (ISGT Asia)", "conferenceName": "", "publisher": "", "place": "", "date": "2021", "eventPlace": "", "volume": "", "issue": "", "numberOfVolumes": "", "pages": "1-5", "series": "", "seriesNumber": "", "DOI": "10.1109/ISGTAsia49270.2021.9715580", "ISBN": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [ "LGFVT9PW" ], "relations": {}, "dateAdded": "2022-05-02T14:26:44Z", "dateModified": "2022-05-02T14:26:44Z" } }, { "key": "VRKNFTWL", "version": 154, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/VRKNFTWL", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/VRKNFTWL", "type": "text/html" } }, "meta": { "createdByUser": { "id": 5537296, "username": "6page", "name": "Philipp Page", "links": { "alternate": { "href": "https://www.zotero.org/6page", "type": "text/html" } } }, "lastModifiedByUser": { "id": 1266075, "username": "grampajohn", "name": "John Collins", "links": { "alternate": { "href": "https://www.zotero.org/grampajohn", "type": "text/html" } } }, "creatorSummary": "Schwarz", "parsedDate": "1978", "numChildren": 0 }, "data": { "key": "VRKNFTWL", "version": 154, "itemType": "journalArticle", "title": "Estimating the Dimension of a Model", "creators": [ { "creatorType": "author", "firstName": "Gideon", "lastName": "Schwarz" } ], "abstractNote": "", "publicationTitle": "The Annals of Statistics", "publisher": "Institute of Mathematical Statistics", "place": "", "date": "1978", "volume": "6", "issue": "2", "section": "", "partNumber": "", "partTitle": "", "pages": "461 – 464", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1214/aos/1176344136", "citationKey": "", "url": "https://doi.org/10.1214/aos/1176344136", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "Akaike information criterion" }, { "tag": "asymptotics" }, { "tag": "dimension" } ], "collections": [ "LGFVT9PW" ], "relations": {}, "dateAdded": "2022-04-28T14:00:00Z", "dateModified": "2022-04-28T14:00:00Z" } }, { "key": "YEQ3Y6TC", "version": 120, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/YEQ3Y6TC", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/YEQ3Y6TC", "type": "text/html" } }, "meta": { "createdByUser": { "id": 5537296, "username": "6page", "name": "Philipp Page", "links": { "alternate": { "href": "https://www.zotero.org/6page", "type": "text/html" } } }, "creatorSummary": "Akaike", "parsedDate": "1974", "numChildren": 0 }, "data": { "key": "YEQ3Y6TC", "version": 120, "itemType": "journalArticle", "title": "A new look at the statistical model identification", "creators": [ { "creatorType": "author", "firstName": "H.", "lastName": "Akaike" } ], "abstractNote": "", "publicationTitle": "IEEE Transactions on Automatic Control", "publisher": "", "place": "", "date": "1974", "volume": "19", "issue": "6", "section": "", "partNumber": "", "partTitle": "", "pages": "716-723", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1109/TAC.1974.1100705", "citationKey": "", "url": "", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [ "LGFVT9PW" ], "relations": {}, "dateAdded": "2022-04-28T13:59:33Z", "dateModified": "2022-04-28T13:59:33Z" } }, { "key": "QSNWM6CH", "version": 153, "library": { "type": "group", "id": 169683, "name": "Power TAC sim", "links": { "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/169683/items/QSNWM6CH", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/power_tac_sim/items/QSNWM6CH", "type": "text/html" } }, "meta": { "createdByUser": { "id": 5537296, "username": "6page", "name": "Philipp Page", "links": { "alternate": { "href": "https://www.zotero.org/6page", "type": "text/html" } } }, "lastModifiedByUser": { "id": 1266075, "username": "grampajohn", "name": "John Collins", "links": { "alternate": { "href": "https://www.zotero.org/grampajohn", "type": "text/html" } } }, "creatorSummary": "Berry and Kamsties", "parsedDate": "2004", "numChildren": 0 }, "data": { "key": "QSNWM6CH", "version": 153, "itemType": "bookSection", "title": "Ambiguity in Requirements Specification", "creators": [ { "creatorType": "author", "firstName": "Daniel M.", "lastName": "Berry" }, { 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After observing that ambiguity in natural language specifications is inescapable when producing computer-based system specifications, a dictionary, linguistic, and software engineering definitions of ambiguity are given. 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