000 -LEADER |
fixed length control field |
04511nam a2200745 i 4500 |
001 - CONTROL NUMBER |
control field |
8794726 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
IEEE |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20200413152933.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
fixed length control field |
m eo d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
cr cn |||m|||a |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
190827s2019 caua ob 000 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9781681736082 |
Qualifying information |
electronic |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
Canceled/invalid ISBN |
9781681736167 |
Qualifying information |
hardcover |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
Canceled/invalid ISBN |
9781681736075 |
Qualifying information |
paperback |
024 7# - OTHER STANDARD IDENTIFIER |
Standard number or code |
10.2200/S00932ED1V01Y201906AAT008 |
Source of number or code |
doi |
035 ## - SYSTEM CONTROL NUMBER |
System control number |
(CaBNVSL)thg00979392 |
035 ## - SYSTEM CONTROL NUMBER |
System control number |
(OCoLC)1113932953 |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
CaBNVSL |
Language of cataloging |
eng |
Description conventions |
rda |
Transcribing agency |
CaBNVSL |
Modifying agency |
CaBNVSL |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
Classification number |
TL152.8 |
Item number |
.K888 2019eb |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
629.2220285 |
Edition number |
23 |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
Kuutti, Sampo, |
Relator term |
author. |
245 10 - TITLE STATEMENT |
Title |
Deep learning for autonomous vehicle control : |
Remainder of title |
algorithms, state-of-the-art, and future prospects / |
Statement of responsibility, etc. |
Sampo Kuutti, Saber Fallah, Richard Bowden, Phil Barber. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
Place of production, publication, distribution, manufacture |
[San Rafael, California] : |
Name of producer, publisher, distributor, manufacturer |
Morgan & Claypool, |
Date of production, publication, distribution, manufacture, or copyright notice |
[2019] |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 PDF (xiii, 66 pages) : |
Other physical details |
illustrations (some color). |
336 ## - CONTENT TYPE |
Content type term |
text |
Source |
rdacontent |
337 ## - MEDIA TYPE |
Media type term |
electronic |
Source |
isbdmedia |
338 ## - CARRIER TYPE |
Carrier type term |
online resource |
Source |
rdacarrier |
490 1# - SERIES STATEMENT |
Series statement |
Synthesis lectures on advances in automotive technology, |
International Standard Serial Number |
2576-8131 ; |
Volume/sequential designation |
#8 |
538 ## - SYSTEM DETAILS NOTE |
System details note |
Mode of access: World Wide Web. |
538 ## - SYSTEM DETAILS NOTE |
System details note |
System requirements: Adobe Acrobat Reader. |
500 ## - GENERAL NOTE |
General note |
Part of: Synthesis digital library of engineering and computer science. |
504 ## - BIBLIOGRAPHY, ETC. NOTE |
Bibliography, etc. note |
Includes bibliographical references (pages 45-64). |
505 0# - FORMATTED CONTENTS NOTE |
Formatted contents note |
1. Introduction -- 2. Deep learning -- 2.1. Neural network architectures -- 2.2. Supervised learning -- 2.3. Reinforcement learning -- 2.4. Further reading |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
3. Deep learning for vehicle control -- 3.1. Autonomous vehicle control -- 3.2. Research challenges -- 3.3. Summary |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
4. Safety validation of neural networks -- 4.1. Validation techniques -- 4.2. Discussion -- 4.3. Summary -- 5. Concluding remarks. |
506 ## - RESTRICTIONS ON ACCESS NOTE |
Terms governing access |
Abstract freely available; full-text restricted to subscribers or individual document purchasers. |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
Compendex |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
INSPEC |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
Google scholar |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
Google book search |
520 ## - SUMMARY, ETC. |
Summary, etc. |
The next generation of autonomous vehicles will provide major improvements in traffic flow, fuel efficiency, and vehicle safety. Several challenges currently prevent the deployment of autonomous vehicles, one aspect of which is robust and adaptable vehicle control. Designing a controller for autonomous vehicles capable of providing adequate performance in all driving scenarios is challenging due to the highly complex environment and inability to test the system in the wide variety of scenarios which it may encounter after deployment. However, deep learning methods have shown great promise in not only providing excellent performance for complex and non-linear control problems, but also in generalizing previously learned rules to new scenarios. For these reasons, the use of deep neural networks for vehicle control has gained significant interest. In this book, we introduce relevant deep learning techniques, discuss recent algorithms applied to autonomous vehicle control, identify strengths and limitations of available methods, discuss research challenges in the field, and provide insights into the future trends in this rapidly evolving field. |
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
Additional physical form available note |
Also available in print. |
588 ## - SOURCE OF DESCRIPTION NOTE |
Source of description note |
Title from PDF title page (viewed on June 26, 2019). |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Automobiles |
General subdivision |
Automatic control. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Machine learning. |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
artificial intelligence |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
machine learning |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
deep learning |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
neural networks |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
computer vision |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
autonomous vehicles |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
intelligent transportation systems |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
advanced driver assistance systems |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
vehicle control |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
interpretability |
653 ## - INDEX TERM--UNCONTROLLED |
Uncontrolled term |
safety validation |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Fallah, Saber, |
Relator term |
author. |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Bowden, Richard |
Titles and other words associated with a name |
(Ph. D. in computer vision), |
Relator term |
author. |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Barber, Phil |
Titles and other words associated with a name |
(Ph. D. in automotive fuel injection system dynamics), |
Relator term |
author. |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
Relationship information |
Print version: |
International Standard Book Number |
9781681736075 |
-- |
9781681736167 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
Uniform title |
Synthesis digital library of engineering and computer science. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
Uniform title |
Synthesis lectures on advances in automotive technology ; |
Volume/sequential designation |
#8. |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Materials specified |
Abstract with links to full text |
Uniform Resource Identifier |
https://doi.org/10.2200/S00932ED1V01Y201906AAT008 |
856 42 - ELECTRONIC LOCATION AND ACCESS |
Materials specified |
Abstract with links to resource |
Uniform Resource Identifier |
https://ieeexplore.ieee.org/servlet/opac?bknumber=8794726 |