An
energy management system (102) for an
electric vehicle (100), the
energy management system comprising: a rechargeable
energy storage system (104), RESS (104); an
HVAC subsystem (116), comprising: a local
HVAC processor (118); at least one
HVAC memory (120) containing instructions that can be executed by the local HVAC processor (118) such that the local HVAC processor (118) is programmed to generate a nominal
signal associated with a request for basic power input from the RESS (104); an HVAC
actuator (122) that is capable of generating a target output over a predetermined period of time in response to the HVAC
actuator (122) receiving the basic power input from the RESS (104); a propulsion subsystem (136), comprising: a local drive processor (138); at least one drive memory (140) that stores instructions
executable by the local drive processor (138), such that the local drive processor (138) is programmed to generate a drive
signal associated with a request for drive power obtained from the RESS (104); and a monitoring computer (146) comprising: a monitoring processor (148); and a monitoring memory (150) containing instructions so that the monitoring processor (148) is programmed to: to determine a value function V based on a multitude of actions U in a multitude of states S; and to select an action associated with the highest
reward value (R) corresponding to the value function V; where at least one of the actions U includes an HVAC subsystem variable; wherein at least one of the states S comprises at least one of the states selected from the group consisting of the drive power to operate the drive subsystem (136), a base power input to operate the HVAC subsystem (116), a nominal reference cabin heat input
setpoint determined by the local HVAC processor (118), an
electric vehicle acceleration (100), a current vehicle speed, an average vehicle speed, and a calibrated estimate of the
electric vehicle average speed (100); where the HVAC
actuator (122) is configured to actuate an HVAC component (124) which is configured: to operate with an initial efficiency to generate an initial output when the electric vehicle (100) is in an initial state and the HVAC component (124) receives an initial power input from the RESS (104); to operate with a second efficiency to generate a second output when the electric vehicle (100) is in a second state and the HVAC component (124) receives a second power input from the RESS (104); and to generate the target output in response to the HVAC actuator (122) receiving a modulation between the first power input and the second power input over the predetermined time period, and wherein the second efficiency is higher than the first efficiency, such that an electrical power associated with the modulation between the first power input and the second power input over the predetermined time period is lower than the electrical power associated with the base power input over the predetermined time period; and wherein the selection by the monitoring processor (148) of the action associated with the highest
reward value (R) includes the generation of a modulated power
signal by the monitoring processor (148) in response to the monitoring processor (148) receiving the nominal signal from the local HVAC processor (118), and wherein the local HVAC processor (118) modulates between the first power input and the second power input in response to the local HVAC processor (118) receiving the modulated signal from the monitoring processor (148).