SAE Update - January 2023 - 27

TECH FOCUS:
TECH FOCUS:
ElECTriFiCATiON
ElECTriFiCATiON
off-road vehicles, trains, rail, ships, and aircraft.
The most recent published issue is a special issue on
Advanced Learning and Data Analytics Methods for
Electrified Vehicles, with Guest Editors Xiaosong Hu,
Chongqing University, China, and Bin Xu, The
University of Oklahoma, US., in consultation with
Editor-in-Chief Simona Onori, Stanford University, U.S.
The Guest Editors state: " When applied to
electrified vehicles, advanced learning and data
analytics can be used in energy management, energy
system state estimation, vehicle/road condition
modeling, environmental perception, path planning/
following, vehicle diagnostics, etc. Compared with
conventional modeling and control methods,
advanced learning and data analytics methods are
less dependent on vehicle system physics and experts,
making their development process more automatic,
therefore, time- and cost-effective. "
This special issue contains articles focusing on
energy management, energy system state estimation,
and vehicle/road condition modeling. Three articles
investigate data-driven methods related to energy
management strategies, and the other four are related
to battery systems, including battery thermal
management and the battery state-of-charge and
state-of-health estimation. Specifically, reinforcement
learning and supervised learning are applied to
electrified vehicles under the topic of energy
management. In terms of vehicle and road condition
modeling, the battery is modeled with neural
networks, and vehicle driving cycle velocity is
modeled with the Markov decision process. On the
topic of energy system estimation, battery state-ofcharge
and state-of-health estimates are studied.
The Guest Editors' letter is available for free, and the
entire issue can be found on SAE Mobilus. n
UPDATE
We hope this TECH FOCUS
section was helpful to
you. If you would like to
comment on any of the
articles in it, email us at
update@sae.org. Use the
same email address if you
would like to submit an
article for an upcoming
Update TECH FOCUS
section; please refer to the
editorial calendar below.
Future FOCUS index
FEBrUArY 2023
Aerospace
MArCH 2023
ADAS & automated vehicles
APril 2023
Materials
MAY 2023
Vehicle dynamics & NVH
January 2023
27

https://www.sae.org/publications/collections/content/jrn-ev-si-01 https://saemobilus.sae.org/content/14-11-02-0011/ https://saemobilus.sae.org/search/?op=doPublishedVolumeSearch&fullText=F&journalTitle=%22SAE%20International%20Journal%20of%20Electrified%20Vehicles%22&volTerm=11&issueTerm=2 https://saemobilus.sae.org/

SAE Update - January 2023

Table of Contents for the Digital Edition of SAE Update - January 2023