[PDF] Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction - eBooks Review

Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction


Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction
DOWNLOAD

Download Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction PDF/ePub or read online books in Mobi eBooks. Click Download or Read Online button to get Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction book now. This website allows unlimited access to, at the time of writing, more than 1.5 million titles, including hundreds of thousands of titles in various foreign languages. If the content not found or just blank you must refresh this page



Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction


Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction
DOWNLOAD
Author : Brian Magnuson
language : en
Publisher:
Release Date : 2017

Predicting Energy Consumption For Potential Effective Use In Hybrid Vehicle Powertrain Management Using Driver Prediction written by Brian Magnuson and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017 with categories.


A proof-of-concept software-in-the-loop study is performed to assess the accuracy of predicted net and charge-gaining energy consumption for potential effective use in optimizing powertrain management of hybrid vehicles. With promising results of improving fuel efficiency of a thermostatic control strategy for a series, plug-ing, hybrid-electric vehicle by 8.24%, the route and speed prediction machine learning algorithms are redesigned and implemented for real- world testing in a stand-alone C++ code-base to ingest map data, learn and predict driver habits, and store driver data for fast startup and shutdown of the controller or computer used to execute the compiled algorithm. Speed prediction is performed using a multi-layer, multi-input, multi- output neural network using feed-forward prediction and gradient descent through back- propagation training. Route prediction utilizes a Hidden Markov Model with a recurrent forward algorithm for prediction and multi-dimensional hash maps to store state and state distribution constraining associations between atomic road segments and end destinations. Predicted energy is calculated using the predicted time-series speed and elevation profile over the predicted route and the road-load equation. Testing of the code-base is performed over a known road network spanning 24x35 blocks on the south hill of Spokane, Washington. A large set of training routes are traversed once to add randomness to the route prediction algorithm, and a subset of the training routes, testing routes, are traversed to assess the accuracy of the net and charge-gaining predicted energy consumption. Each test route is traveled a random number of times with varying speed conditions from traffic and pedestrians to add randomness to speed prediction. Prediction data is stored and analyzed in a post process Matlab script. The aggregated results and analysis of all traversals of all test routes reflect the performance of the Driver Prediction algorithm. The error of average energy gained through charge-gaining events is 31.3% and the error of average net energy consumed is 27.3%. The average delta and average standard deviation of the delta of predicted energy gained through charge-gaining events is 0.639 and 0.601 Wh respectively for individual time-series calculations. Similarly, the average delta and average standard deviation of the delta of the predicted net energy consumed is 0.567 and 0.580 Wh respectively for individual time-series calculations. The average delta and standard deviation of the delta of the predicted speed is 1.60 and 1.15 respectively also for the individual time-series measurements. The percentage of accuracy of route prediction is91%. Overall, test routes are traversed 151 times for a total test distance of 276.4 km.



Erda Energy Research Abstracts


Erda Energy Research Abstracts
DOWNLOAD
Author : United States. Energy Research and Development Administration. Technical Information Center
language : en
Publisher:
Release Date : 1977

Erda Energy Research Abstracts written by United States. Energy Research and Development Administration. Technical Information Center and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1977 with Force and energy categories.




Erda Energy Research Abstracts


Erda Energy Research Abstracts
DOWNLOAD
Author : United States. Energy Research and Development Administration
language : en
Publisher:
Release Date : 1977-04

Erda Energy Research Abstracts written by United States. Energy Research and Development Administration and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1977-04 with Energy conservation categories.




Fundamentals Of Artificial Neural Networks


Fundamentals Of Artificial Neural Networks
DOWNLOAD
Author : Mohamad H. Hassoun
language : en
Publisher: MIT Press
Release Date : 1995

Fundamentals Of Artificial Neural Networks written by Mohamad H. Hassoun and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Computers categories.


A systematic account of artificial neural network paradigms that identifies fundamental concepts and major methodologies. Important results are integrated into the text in order to explain a wide range of existing empirical observations and commonly used heuristics.



Hybrid Electric Vehicles


Hybrid Electric Vehicles
DOWNLOAD
Author : Simona Onori
language : en
Publisher: Springer
Release Date : 2015-12-16

Hybrid Electric Vehicles written by Simona Onori and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-12-16 with Technology & Engineering categories.


This SpringerBrief deals with the control and optimization problem in hybrid electric vehicles. Given that there are two (or more) energy sources (i.e., battery and fuel) in hybrid vehicles, it shows the reader how to implement an energy-management strategy that decides how much of the vehicle’s power is provided by each source instant by instant. Hybrid Electric Vehicles: •introduces methods for modeling energy flow in hybrid electric vehicles; •presents a standard mathematical formulation of the optimal control problem; •discusses different optimization and control strategies for energy management, integrating the most recent research results; and •carries out an overall comparison of the different control strategies presented. Chapter by chapter, a case study is thoroughly developed, providing illustrative numerical examples that show the basic principles applied to real-world situations. The brief is intended as a straightforward tool for learning quickly about state-of-the-art energy-management strategies. It is particularly well-suited to the needs of graduate students and engineers already familiar with the basics of hybrid vehicles but who wish to learn more about their control strategies.



Optimizing Powertrain Engineering The Role Of Embedded Systems Iot And Predictive Analytics In Modern Vehicles


Optimizing Powertrain Engineering The Role Of Embedded Systems Iot And Predictive Analytics In Modern Vehicles
DOWNLOAD
Author : (Dr) Hari Prasad Bhupathi
language : en
Publisher: BUDHA PUBLICATION
Release Date :

Optimizing Powertrain Engineering The Role Of Embedded Systems Iot And Predictive Analytics In Modern Vehicles written by (Dr) Hari Prasad Bhupathi and has been published by BUDHA PUBLICATION this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.


......



Advanced Technology In Teaching Proceedings Of The 2009 3rd International Conference On Teaching And Computational Science Wtcs 2009


Advanced Technology In Teaching Proceedings Of The 2009 3rd International Conference On Teaching And Computational Science Wtcs 2009
DOWNLOAD
Author : Yanwen Wu
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-03-13

Advanced Technology In Teaching Proceedings Of The 2009 3rd International Conference On Teaching And Computational Science Wtcs 2009 written by Yanwen Wu and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-03-13 with Technology & Engineering categories.


The volume includes a set of selected papers extended and revised from the International Conference on Teaching and Computational Science (WTCS 2009) held on December 19- 20, 2009, Shenzhen, China. WTCS 2009 best papers Volume 2 is to provide a forum for researchers, educators, engineers, and government officials involved in the general areas of Education, Psychology and Computer Science to disseminate their latest research results and exchange views on the future research directions of these fields. 128 high-quality papers are included in the volume. Each paper has been peer-reviewed by at least 2 program committee members and selected by the volume editor Prof. Wu. On behalf of the WTCS 2009, we would like to express our sincere appreciation to all of authors and referees for their efforts reviewing the papers. Hoping you can find lots of profound research ideas and results on the related fields of Education, Psychology and Computer Science.



Energy Research Abstracts


Energy Research Abstracts
DOWNLOAD
Author :
language : en
Publisher:
Release Date : 1977

Energy Research Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1977 with Power resources categories.




Handbook Of Power Electronics In Autonomous And Electric Vehicles


Handbook Of Power Electronics In Autonomous And Electric Vehicles
DOWNLOAD
Author : Muhammad H. Rashid
language : en
Publisher: Elsevier
Release Date : 2024-07-22

Handbook Of Power Electronics In Autonomous And Electric Vehicles written by Muhammad H. Rashid and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-22 with Technology & Engineering categories.


Handbook of Power Electronics in Autonomous and Electric Vehicles provides advanced knowledge on autonomous systems, electric propulsion in electric vehicles, radars and sensors for autonomous systems, and relevant aspects of energy storage and battery charging. The work is designed to provide clear technical presentation with a focus on commercial viability. It supports any and all aspects of a project requiring specialist design, analysis, installation, commissioning and maintenance services. With this book in hand, engineers will be able to execute design, analysis and evaluation of assigned projects using sound engineering principles and commercial requirements, policies, and product and program requirements. - Presents core power systems and engineering applications relevant to autonomous and electric vehicles in characteristic depth and technical presentation - Offers practical support and guidance with detailed examples and applications for laboratory vehicular test plans and automotive field experimentation - Includes modern technical coverage of emergent fields, including sensors and radars, battery charging and monitoring, and vehicle cybersecurity



Ihorizon Enabled Energy Management For Electrified Vehicles


Ihorizon Enabled Energy Management For Electrified Vehicles
DOWNLOAD
Author : Clara Marina Martinez
language : en
Publisher: Butterworth-Heinemann
Release Date : 2018-09-11

Ihorizon Enabled Energy Management For Electrified Vehicles written by Clara Marina Martinez and has been published by Butterworth-Heinemann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-09-11 with Technology & Engineering categories.


iHorizon-Enabled Energy Management for Electrified Vehicles proposes a realistic solution that assumes only scarce information is available prior to the start of a journey and that limited computational capability can be allocated for energy management. This type of framework exploits the available resources and closely emulates optimal results that are generated with an offline global optimal algorithm. In addition, the authors consider the present and future of the automotive industry and the move towards increasing levels of automation. Driver vehicle-infrastructure is integrated to address the high level of interdependence of hybrid powertrains and to comply with connected vehicle infrastructure. This book targets upper-division undergraduate students and graduate students interested in control applied to the automotive sector, including electrified powertrains, ADAS features, and vehicle automation. - Addresses the level of integration of electrified powertrains - Presents the state-of-the-art of electrified vehicle energy control - Offers a novel concept able to perform dynamic speed profile and energy demand prediction