Generalized Additive Models

Generalized Additive Models
Author: Simon Wood
Publisher: CRC Press
Total Pages: 412
Release: 2006-02-27
Genre: Mathematics
ISBN: 1584884746

Now in widespread use, generalized additive models (GAMs) have evolved into a standard statistical methodology of considerable flexibility. While Hastie and Tibshirani's outstanding 1990 research monograph on GAMs is largely responsible for this, there has been a long-standing need for an accessible introductory treatment of the subject that also emphasizes recent penalized regression spline approaches to GAMs and the mixed model extensions of these models. Generalized Additive Models: An Introduction with R imparts a thorough understanding of the theory and practical applications of GAMs and related advanced models, enabling informed use of these very flexible tools. The author bases his approach on a framework of penalized regression splines, and builds a well-grounded foundation through motivating chapters on linear and generalized linear models. While firmly focused on the practical aspects of GAMs, discussions include fairly full explanations of the theory underlying the methods. Use of the freely available R software helps explain the theory and illustrates the practicalities of linear, generalized linear, and generalized additive models, as well as their mixed effect extensions. The treatment is rich with practical examples, and it includes an entire chapter on the analysis of real data sets using R and the author's add-on package mgcv. Each chapter includes exercises, for which complete solutions are provided in an appendix. Concise, comprehensive, and essentially self-contained, Generalized Additive Models: An Introduction with R prepares readers with the practical skills and the theoretical background needed to use and understand GAMs and to move on to other GAM-related methods and models, such as SS-ANOVA, P-splines, backfitting and Bayesian approaches to smoothing and additive modelling.

Three Revolutions

Three Revolutions
Author: Daniel Sperling
Publisher: Island Press
Total Pages: 253
Release: 2018-03
Genre: Architecture
ISBN: 161091905X

Front Cover -- About Island Press -- Subscribe -- Title Page -- Copyright Page -- Contents -- Preface -- Acknowledgments -- 1. Will the Transportation Revolutions Improve Our Lives-- or Make Them Worse? -- 2. Electric Vehicles: Approaching the Tipping Point -- 3. Shared Mobility: The Potential of Ridehailing and Pooling -- 4. Vehicle Automation: Our Best Shot at a Transportation Do-Over? -- 5. Upgrading Transit for the Twenty-First Century -- 6. Bridging the Gap between Mobility Haves and Have-Nots -- 7. Remaking the Auto Industry -- 8. The Dark Horse: Will China Win the Electric, Automated, Shared Mobility Race? -- Epilogue -- Notes -- About the Contributors -- Index -- IP Board of Directors

Transitions to Alternative Vehicles and Fuels

Transitions to Alternative Vehicles and Fuels
Author: National Research Council
Publisher: National Academies Press
Total Pages: 395
Release: 2013-04-14
Genre: Science
ISBN: 0309268524

For a century, almost all light-duty vehicles (LDVs) have been powered by internal combustion engines operating on petroleum fuels. Energy security concerns about petroleum imports and the effect of greenhouse gas (GHG) emissions on global climate are driving interest in alternatives. Transitions to Alternative Vehicles and Fuels assesses the potential for reducing petroleum consumption and GHG emissions by 80 percent across the U.S. LDV fleet by 2050, relative to 2005. This report examines the current capability and estimated future performance and costs for each vehicle type and non-petroleum-based fuel technology as options that could significantly contribute to these goals. By analyzing scenarios that combine various fuel and vehicle pathways, the report also identifies barriers to implementation of these technologies and suggests policies to achieve the desired reductions. Several scenarios are promising, but strong, and effective policies such as research and development, subsidies, energy taxes, or regulations will be necessary to overcome barriers, such as cost and consumer choice.

Electric Vehicles

Electric Vehicles
Author: United States. Congress. Senate. Committee on Energy and Natural Resources
Publisher:
Total Pages: 96
Release: 2010
Genre: Transportation
ISBN:

Overcoming Barriers to Electric-Vehicle Deployment

Overcoming Barriers to Electric-Vehicle Deployment
Author: Board on Energy and Environmental Systems
Publisher: National Academies Press
Total Pages: 103
Release: 2013-07-02
Genre: Technology & Engineering
ISBN: 030928449X

The electric vehicle offers many promises—increasing U.S. energy security by reducing petroleum dependence, contributing to climate-change initiatives by decreasing greenhouse gas (GHG) emissions, stimulating long-term economic growth through the development of new technologies and industries, and improving public health by improving local air quality. There are, however, substantial technical, social, and economic barriers to widespread adoption of electric vehicles, including vehicle cost, small driving range, long charging times, and the need for a charging infrastructure. In addition, people are unfamiliar with electric vehicles, are uncertain about their costs and benefits, and have diverse needs that current electric vehicles might not meet. Although a person might derive some personal benefits from ownership, the costs of achieving the social benefits, such as reduced GHG emissions, are borne largely by the people who purchase the vehicles. Given the recognized barriers to electric-vehicle adoption, Congress asked the Department of Energy (DOE) to commission a study by the National Academies to address market barriers that are slowing the purchase of electric vehicles and hindering the deployment of supporting infrastructure. As a result of the request, the National Research Council (NRC)—a part of the National Academies—appointed the Committee on Overcoming Barriers to Electric-Vehicle Deployment. This committee documented their findings in two reports—a short interim report focused on near-term options, and a final comprehensive report. Overcoming Barriers to Electric-Vehicle Deployment fulfills the request for the short interim report that addresses specifically the following issues: infrastructure needs for electric vehicles, barriers to deploying the infrastructure, and possible roles of the federal government in overcoming the barriers. This report also includes an initial discussion of the pros and cons of the possible roles. This interim report does not address the committee's full statement of task and does not offer any recommendations because the committee is still in its early stages of data-gathering. The committee will continue to gather and review information and conduct analyses through late spring 2014 and will issue its final report in late summer 2014. Overcoming Barriers to Electric-Vehicle Deployment focuses on the light-duty vehicle sector in the United States and restricts its discussion of electric vehicles to plug-in electric vehicles (PEVs), which include battery electric vehicles (BEVs) and plug-in hybrid electric vehicles (PHEVs). The common feature of these vehicles is that their batteries are charged by being plugged into the electric grid. BEVs differ from PHEVs because they operate solely on electricity stored in a battery (that is, there is no other power source); PHEVs have internal combustion engines that can supplement the electric power train. Although this report considers PEVs generally, the committee recognizes that there are fundamental differences between PHEVs and BEVs.

Renewable Energy Law

Renewable Energy Law
Author: Olivia Woolley
Publisher: Bloomsbury Publishing
Total Pages: 279
Release: 2023-04-20
Genre: Law
ISBN: 1509936483

This is the first textbook to provide a clear understanding of law's role in promoting the global growth of renewable energy production and consumption. The book introduces readers to the main legal frameworks shaping the rise of renewables at international, regional and national levels, including those which set targets for reducing greenhouse gas emissions and increasing renewable energy consumption. Clear explanations of challenges commonly confronting renewable developments and the legal responses to them aid readers' understanding whatever their background. The author, a leading researcher in energy and environmental law, has drawn on 10 years' experience of developing and teaching research-led courses on renewable energy law to produce an authoritative but accessible work. Readers will come away with a better understanding of how international law on climate change and sustainable development affects renewable energy, the roles of renewable energy targets and subsidies, the laws on integrating renewables into electricity networks, the legal response to public opposition to renewable energy development, the law surrounding offshore renewables, and issues raised by the decarbonisation of road transport.

Electric Vehicle Problems

Electric Vehicle Problems
Author: Marcus Tesla
Publisher: Publifye AS
Total Pages: 148
Release: 2024-10-15
Genre: Technology & Engineering
ISBN: 8233934178

""Electric Vehicle Problems"" delves into the complex challenges facing the widespread adoption of electric vehicles (EVs) in our modern world. This comprehensive examination focuses on three main areas: technological limitations, infrastructure challenges, and environmental concerns. The book argues that while EVs offer significant potential benefits, understanding and addressing these issues is crucial for realizing their full potential and mitigating drawbacks. The book takes readers on a journey through the evolution of EV technology, from its early 20th-century roots to present-day innovations. It explores key hurdles such as battery technology constraints, range anxiety, and the need for extensive charging networks. By drawing on scientific studies, industry reports, and expert interviews, the book presents a balanced view of the EV revolution, acknowledging both its promise and current shortcomings. Written in an accessible style, ""Electric Vehicle Problems"" offers valuable insights for policymakers, industry professionals, and environmentally conscious consumers alike. It makes interdisciplinary connections to fields such as materials science and urban planning, highlighting how advancements in EV technology could reshape our cities and energy policies. This nuanced analysis equips readers with the knowledge needed to critically evaluate the future of transportation and the role EVs will play in shaping our world.

Artificial Intelligence-Empowered Modern Electric Vehicles in Smart Grid Systems

Artificial Intelligence-Empowered Modern Electric Vehicles in Smart Grid Systems
Author: Aparna Kumari
Publisher: Elsevier
Total Pages: 552
Release: 2024-05-23
Genre: Technology & Engineering
ISBN: 0443238154

Artificial Intelligence-Empowered Modern Electric Vehicles in Smart Grid Systems: Fundamentals, Technologies, and Solutions is an essential reference for energy researchers, graduate students and engineers who aim to understand the opportunities offered by artificial intelligence for the integration of electric vehicles into smart grids. This book begins by building foundational knowledge for the reader, covering the essentials of artificial intelligence and its applications for electric vehicles in a clear and holistic manner. Next, it breaks down two essential areas of application in more detail: energy management (from to energy harvesting to demand response and complex forecasting), and market strategies (including peer-to-peer, vehicle-to-vehicle, and vehicle-to-everything trading, plus the cyber-security implications). A final part provides detailed case studies and close consideration of challenges, including code and data sets for replication of techniques. Providing a clear pathway from fundamentals to practical implementation, Artificial Intelligence-Empowered Modern Electric Vehicles in Smart Grid Systems will provide multidisciplinary guidance for implementing this cutting-edge technology in the energy systems of the future. - Supports fundamental understanding of artificial intelligence and its opportunities for energy system specialists - Collects the real-world experiences of global experts - Enables practical implementation of artificial intelligence strategies that support renewable energy integration across energy systems, markets, and grids

Who’s Driving Electric Cars

Who’s Driving Electric Cars
Author: Marcello Contestabile
Publisher: Springer Nature
Total Pages: 305
Release: 2020-03-17
Genre: Technology & Engineering
ISBN: 3030383822

This book offers a comprehensive yet accessible snapshot of the latest consumer research on the adoption and use of electric vehicles. It discusses the importance of developing a better understanding of consumer behavior in relation to electric vehicles, and the advantages that can be gained from the growing number of electric vehicle users, who can now be studied directly. In turn, it systematically analyzes the leading markets for electric vehicles in North America, Europe and Asia. Bringing together the experience and expertise of authoritative researchers and practicing professionals, the book shares a wide range of empirical data obtained at the national level and summarizes the general lessons learned. The last part of the book discusses policy-relevant insights, forecasts the future evolution of the field in terms of methods and data availability, and addresses several key questions that policymakers and other stakeholders are currently facing.