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Electric Vehicles: A Data Science Perspective Review

Dario Pevec, Jurica Babic, Vedran Podobnik
2019 Electronics  
Current trends are showing that the popularity of electric vehicles (EVs) has significantly increased over the last few years, causing changes not only in the transportation industry but generally in business  ...  The socio–technical stream includes research in: (i) electric vehicle battery price and capacity and (ii) charging station management.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/electronics8101190 fatcat:7rss4svpgvdgxkevrntouwxoca

Empirically Grounded Agent-Based Models of Innovation Diffusion: A Critical Review [article]

Haifeng Zhang, Yevgeniy Vorobeychik
2017 arXiv   pre-print
By connecting the modeling methodologies in the fields of information and innovation diffusion, we suggest that the maximum likelihood estimation framework widely used in the former is a promising paradigm  ...  We present a critical review of empirically grounded agent-based models of innovation diffusion, developing a categorization of this research based on types of agent models as well as applications.  ...  Department of Energy (DOE) office of Energy Efficiency and Renewable Energy, under the Solar Energy Evolution and Diffusion Studies (SEEDS) program, the National Science Foundation (IIS-1526860), and the  ... 
arXiv:1608.08517v4 fatcat:5i7wxqge2rfzdb5oothhpq3gla

Partial paradigm hiding and reusability in hybrid simulation modeling using the frameworks Health-DS and i7-AnyEnergy

Anatoli Djanatliev, Peter Bazan, Reinhard German
2014 Proceedings of the Winter Simulation Conference 2014  
Many studies using this technique in interdisciplinary projects have the problem of a different model understanding.  ...  Many complex real-world problems which are difficult to understand can be solved by discrete or continuous simulation techniques, such as Discrete-Event-Simulation, Agent-Based-Simulation or System Dynamics  ...  Virtual Storage Plant Case Study In Germany, a single battery of a house with a power output of 14 kW and a capacity of 10 kWh cannot be used to sell positive or negative control power at the balancing  ... 
doi:10.1109/wsc.2014.7020022 dblp:conf/wsc/DjanatlievBG14 fatcat:m6loy3i4wrf53fg3hcjriii6kq

Agent-Based Modelling of Charging Behaviour of Electric Vehicle Drivers

Mart van der Kam, Annemijn Peters, Wilfried van Sark, Floor Alkemade
2019 Journal of Artificial Societies and Social Simulation  
Waraich et al. ( ) use an agent-based tra ic demand model to model electricity demand of EVs.  ...  Olivella-Rosell et al. ( ) propose a probabilistic agent-based model of electric vehicle charging demand to analyse the impact on distribution networks in Barcelona.  ...  We choose a uniform distribution for the sake of simplicity, to the best of our knowledge there is no data on the distribution, mean and standard deviation of environmental self-identity and range anxiety  ... 
doi:10.18564/jasss.4133 fatcat:j5zpkgx235bdnje2kqxyhctare

Simulation, Optimization, and Machine Learning in Sustainable Transportation Systems: Models and Applications

Rocio de la Torre, Canan G. Corlu, Javier Faulin, Bhakti S. Onggo, Angel A. Juan
2021 Sustainability  
In addition, the paper also provides a classification of common challenges, best practices, future trends, and open research lines that might be useful for both researchers and practitioners.  ...  This paper reviews the existing work on different scientific methodologies that are being used to promote Sustainable Transportation Systems (STS), including simulation, optimization, machine learning,  ...  For example, Pruckner and German [67] use a simulation model to study the impact of electric vehicles on the energy system of Germany.  ... 
doi:10.3390/su13031551 fatcat:flro6cvs4rg2hbn4t3uys55ww4

When will electric vehicles capture the German market? And why?

Stefan Pfahl, Patrick Jochem, Wolf Fichtner
2013 2013 World Electric Vehicle Symposium and Exhibition (EVS27)  
Market development of electric vehicles in the coming years is a highly relevant issue for many stakeholders, e.g. automobile-and energy-industry, investors as well as policy makers and the public.  ...  This paper mainly refers to the process and the results of the NPE in which, based on the approach presented here, the need for subsidies of xEVs was discussed.  ...  -For an exact simulation of the target line set by the NPE, a subsidy of 4,000 € per xEV in 2014 and 1,500 € in 2017 was needed.  ... 
doi:10.1109/evs.2013.6914735 fatcat:rxr4e6xl65gu3mvu4ddgzzh2xi

Integrating Methods and Empirical Findings from Social and Behavioural Sciences into Energy System Models—Motivation and Possible Approaches

Charlotte Senkpiel, Audrey Dobbins, Christina Kockel, Jan Steinbach, Ulrich Fahl, Farina Wille, Joachim Globisch, Sandra Wassermann, Bert Droste-Franke, Wolfgang Hauser, Claudia Hofer, Lars Nolting (+1 others)
2020 Energies  
considered in the models, how the respective results can be collected and which aspects of integration into energy system models are conceivable to provide an overview for other modellers.  ...  Insights derived from the social sciences are not sufficiently represented in energy system models, but address crucial aspects of the transformation process.  ...  In such cases, it can be beneficial to use dedicated agent-based models to simulate and analyse the underlying processes.  ... 
doi:10.3390/en13184951 fatcat:7rdzlbt635f5zaznjaqsf6ykwy

Analyzing the Efficiency of Travel and Tourism in the European Union [chapter]

Petra Barišić, Violeta Cvetkoska
2019 Springer Proceedings in Business and Economics  
The location of Abstract: A number of American options pricing methods via Monte Carlo simulation have been developed.  ...  Abstract: A simulation model to determine a runway exit location is proposed in the paper.  ...  The simulation model is conducted using agent-based simulation methodology. Agents can be seen as autonomous units that mutually interact in the environment.  ... 
doi:10.1007/978-3-030-21990-1_10 fatcat:mkkhegc3hjgzzfra66ccabhw44

A toolbox for idea generation and evaluation: Machine learning, data-driven, and contest-driven approaches to support idea generation [article]

Workneh Yilma Ayele
2022 arXiv   pre-print
The beneficiaries of these artefacts are practitioners in data and knowledge engineering, data mining project managers, and innovation agents.  ...  Various data sources can be used to generate ideas, yet, in addition to bias, the size of the available digital data is a major challenge when it comes to manual analysis.  ...  The terms path and obstacle decreased slightly. Topic Self-driving technology energy utilization Electric, charge, electric-vehicle, and efficiency show a slight increase.  ... 
arXiv:2205.09840v1 fatcat:il5a6ipwzzcbfjqycmf4txakni

Agent-based simulation of innovation diffusion: a review

Elmar Kiesling, Markus Günther, Christian Stummer, Lea M. Wakolbinger
2011 Central European Journal of Operations Research  
We critically examine the strengths and limitations of agent-based modeling in the context of innovation diffusion, discuss new insights agent-based models have provided, and outline promising opportunities  ...  More recently, agent-based modeling and simulation has increasingly been adopted since it operates on the individual level and, thus, can capture complex emergent phenomena highly relevant in diffusion  ...  Acknowledgements This work was supported by the Austrian Science Fund (FWF) under grant No. P20136-G14.  ... 
doi:10.1007/s10100-011-0210-y fatcat:otkb2lvckjcr5hqzq7ient7yw4

Integrated Policy Package Assessment (IPPA): A Problem-Oriented Research Approach for Sustainability Transformations

Dirk Scheer, Maike Schmidt, Marion Dreyer, Lisa Schmieder, Annika Arnold
2022 Sustainability  
It connects with TA in fundamental ways, since it combines the field of TA with the field of regulatory assessment based on consequence analysis.  ...  It is illustrated with a case study of urban passenger transport. As an integrated approach, IPPA has substantial ties to TA, SR, and RRI.  ...  Acknowledgments: We gratefully acknowledge the organizations mentioned in the "Funding" section.  ... 
doi:10.3390/su14031218 fatcat:kttcbmaz75d33h56y3doklnbo4

A Widespread Review of Smart Grids Towards Smart Cities

Mina Farmanbar, Kiyan Parham, Øystein Arild, Chunming Rong
2019 Energies  
Nowadays, the importance of energy management and optimization by means of smart devices has arisen as an important issue.  ...  The current paper clarifies the importance of smart grids in launching smart cities by reviewing the advancement of micro/nano grids, applications of renewable energies, energy-storage technologies, smart  ...  Acknowledgments: The authors would like to thank Helleik Line Syse for providing the information regarding mybox project in the University of Stavanger.  ... 
doi:10.3390/en12234484 fatcat:cgdjggywwrashnzowzvmemdz24

The Vessel Schedule Recovery Problem (VSRP) – A MIP model for handling disruptions in liner shipping

Berit D. Brouer, Jakob Dirksen, David Pisinger, Christian E.M. Plum, Bo Vaaben
2013 European Journal of Operational Research  
This paper presents the conceptual design of a new agent-based model to simulate the operation and performance of shared taxi systems.  ...  This article focuses on the formulation of a reliable measure of profitability for the involved vehicles. The measure is based on a timespatial decomposition of customer data.  ...  Electric Mobility -Technical and Economical Aspects of Integrating -Integrating Electric Vehicles into the Germany Electricity Grid -an Interdisciplinary Analysis -Performance assessment of wind  ... 
doi:10.1016/j.ejor.2012.08.016 fatcat:c27kagfnxnhjfbil2rydhjhomm

Carbon Taxes, Path Dependency and Directed Technical Change: Evidence from the Auto Industry

Philippe Aghion, Antoine Dechezleprêtre, David Hemous, Ralf Martin, John Michael Van Reenen
2012 Social Science Research Network  
Using our model we simulate the increases in carbon taxes needed to allow clean to overtake dirty technologies.  ...  Furthermore, there is path dependence in the type of innovation both from aggregate spillovers and from the firm's own innovation history.  ...  electrical and internal combustion motors, all used for propulsion of the vehicle Braking by supplying regenerated power to the prime mover of vehicles comprising engine -driven generators Conjoint  ... 
doi:10.2139/ssrn.2184830 fatcat:3mp5t2oe3fh3zd5xf4gox2eg7a

Carbon Taxes, Path Dependency and Directed Technical Change: Evidence from the Auto Industry

Philippe Aghion, Antoine Dechezleprêtre, David Hemous, Ralf Martin, John Michael Van Reenen
2013 Social Science Research Network  
Using our model we simulate the increases in carbon taxes needed to allow clean to overtake dirty technologies. JEL Classification: O3, O13, L62  ...  Furthermore, there is path dependence in the type of innovation both from aggregate spillovers and from the firm's own innovation history.  ...  electrical and internal combustion motors, all used for propulsion of the vehicle Braking by supplying regenerated power to the prime mover of vehicles comprising engine -driven generators Conjoint  ... 
doi:10.2139/ssrn.2202047 fatcat:x3qqbicrefaj5om7g6suhzmr3y
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