Vehicle speed profile prediction using neural networks

Johannes Kristinsson; Ryan McGee; Anthony Phillips; Ming Kuang; Wenduo WANG; Jungme Park; Yi Murphey; Chen Fang

Vehicle speed profile prediction using neural networks

Johannes Kristinsson, Ryan McGee, Anthony Phillips, Ming Kuang, Wenduo WANG, Jungme Park, Yi Murphey, Chen Fang

Kettering University

Research output: Other contribution

Abstract

A vehicle includes a powertrain having an electric machine and an engine. The vehicle also includes a controller programmed to operate the powertrain according to a predicted vehicle speed profile for a predetermined route segmented according to a group of driving zone types, wherein each driving zone type is associated with a different characteristic speed profile shape and vehicle location. The controller is further programmed to update the predicted speed profile for a those segments showing deviation in response to deviation between the predicted speed profile and a measured speed profile.

Original language	American English
State	Published - Dec 3 2015

Disciplines

Engineering

Cite this

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title = "Vehicle speed profile prediction using neural networks",

abstract = " A vehicle includes a powertrain having an electric machine and an engine. The vehicle also includes a controller programmed to operate the powertrain according to a predicted vehicle speed profile for a predetermined route segmented according to a group of driving zone types, wherein each driving zone type is associated with a different characteristic speed profile shape and vehicle location. The controller is further programmed to update the predicted speed profile for a those segments showing deviation in response to deviation between the predicted speed profile and a measured speed profile.",

author = "Johannes Kristinsson and Ryan McGee and Anthony Phillips and Ming Kuang and Wenduo WANG and Jungme Park and Yi Murphey and Chen Fang",

note = "A vehicle includes a powertrain having an electric machine and an engine. The vehicle also includes a controller programmed to operate the powertrain according to a predicted vehicle speed profile for a predetermined route segmented according to a group of driving zone types, wherein each driving zone type is associated with a different characteristic speed profile shape and vehicle location. US20150344036A1",

year = "2015",

month = dec,

day = "3",

language = "American English",

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TY - GEN

T1 - Vehicle speed profile prediction using neural networks

AU - Kristinsson, Johannes

AU - McGee, Ryan

AU - Phillips, Anthony

AU - Kuang, Ming

AU - WANG, Wenduo

AU - Park, Jungme

AU - Murphey, Yi

AU - Fang, Chen

N1 - A vehicle includes a powertrain having an electric machine and an engine. The vehicle also includes a controller programmed to operate the powertrain according to a predicted vehicle speed profile for a predetermined route segmented according to a group of driving zone types, wherein each driving zone type is associated with a different characteristic speed profile shape and vehicle location. US20150344036A1

PY - 2015/12/3

Y1 - 2015/12/3

N2 - A vehicle includes a powertrain having an electric machine and an engine. The vehicle also includes a controller programmed to operate the powertrain according to a predicted vehicle speed profile for a predetermined route segmented according to a group of driving zone types, wherein each driving zone type is associated with a different characteristic speed profile shape and vehicle location. The controller is further programmed to update the predicted speed profile for a those segments showing deviation in response to deviation between the predicted speed profile and a measured speed profile.

AB - A vehicle includes a powertrain having an electric machine and an engine. The vehicle also includes a controller programmed to operate the powertrain according to a predicted vehicle speed profile for a predetermined route segmented according to a group of driving zone types, wherein each driving zone type is associated with a different characteristic speed profile shape and vehicle location. The controller is further programmed to update the predicted speed profile for a those segments showing deviation in response to deviation between the predicted speed profile and a measured speed profile.

UR - https://patents.google.com/patent/US20150344036A1/en

M3 - Other contribution

ER -

Vehicle speed profile prediction using neural networks

Abstract

Disciplines

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