An optimization system includes a processor configured to receive one or more criteria for optimizing use of a power storage device in an application device, to receive data comprising at least one of user input(s), data from a cloud, and data regarding the application device, and to determine a charging/discharging profile for charging or discharging the power storage device from the received data based on the one or more criteria. The optimization system further includes an output configured to output the charging/discharging profile. The processor is configured to receive user feedback regarding the charging/discharging profile, machine learning data, big data, and/or a change regarding the optimization system and/or the application device, and to update the charging/discharging profile based on the received at least one of the user feedback regarding the charging/discharging profile, machine learning data, big data and the change regarding the optimization system and/or the application device.

In accordance with one aspect of the embodiments described herein, there are provided systems and methods for integration of electric vehicle charging stations with photovoltaic, wind, hydro, thermal and other alternative energy generation equipment. In various embodiments, the aforesaid integration is used to perform balancing of the electrical power generated by the aforesaid photovoltaic, wind, hydro, thermal and other alternative energy generation equipment and the electrical power consumed by the aforesaid EVSE equipment. In one exemplary embodiment, the aforesaid balancing may be performed on a house (building) level. In another exemplary embodiment, the balancing may be performed on a neighborhood level.

A network of collection, charging and distribution machines collect, charge and distribute portable electrical energy storage devices (e.g., batteries, supercapacitors or ultracapacitors). Locations of collection, charging and distribution machines having available charged portable electrical energy storage devices are communicated to or acquired by a mobile device of a user, or displayed on a collection, charging and distribution machine. The locations are indicated on a graphical user interface on a map on a user's mobile device relative to the user's current location. The user may use their mobile device select particular locations on the map to reserve an available portable electrical energy storage device. The system nay also warn the user that the user is near an edge of the pre-determined area having portable electrical energy storage device collection, charging and distribution machines. Reservations may also be made automatically based on information regarding a potential route of a user.

The invention relates to a controller (140) for a hybrid electric vehicle (HEV), the controller (140) being operable to control a HEV to assume a HEV mode of operation in which each of a plurality of actuators (121, 123) of a HEV is controlled to assume a prescribed operational state, the controller being configured to control a HEV to assume an operational mode responsive to data in respect of a route of a journey to be made by a HEV, a route comprising at least one route segment, the controller (140) being configured to determine a target state of charge of an energy storage device (150) of a HEV for each said at least one route segment being a state of charge of an energy storage device (150) that is to be achieved at the end of said at least one segment responsive to the data in respect of a route, the controller (140) being further configured to control the HEV to achieve the target state of charge at the end of said at least one segment.

A method for creating a collective energy reserve network is provided. The method includes receiving first data including location data and first energy reserve interest data from a first remote device; receiving second data including location data and second energy reserve interest data from a second remote device; and using the first location data, first energy reserve interest data, second location data and second energy reserve interest data to permit creation of a first collective energy reserve. The energy reserve may be free standing or integrated with an electric vehicle recharger.

An electrified vehicle and associated method for controlling an electrified vehicle having an electric machine powered by a traction battery include an autoencoder trained with training data indicative of a remaining driving range of the traction battery. The trained autoencoder processes vehicle operating data to generate a reference data record and determines a value indicative of a similarity between the vehicle operating data and the reference data record. The autoencoder generates an output data record if the value indicative of the similarity is below a predetermined threshold value. The output data record may be used to display an alert or message to a vehicle occupant and/or control the vehicle to reduce power consumption to increase vehicle driving range.

An electric vehicle, EV, connector configured for charging an electric vehicle, EV, via a EV plug receptacle, said EV connector comprising: a body having a first plug end configured to be coupled to an EV plug receptacle on an electric vehicle for charging; a second power cable end configured to be coupled to a power cable, wherein the first end includes a terminal interface having one or more terminal receptacles for receiving one or more terminals positioned within the EV charging receptacle, and wherein the first plug end also includes a includes a transparent visual indicator part having one or more light sources.

The present invention relates to a location-based charging/discharging power mediation system of an electric vehicle, and more particularly to a module, an electric vehicle, and an intermediate server for location-based charging/discharging power mediation. The present invention also relates to a user authentication socket or connector used in the power mediation system. A module for location-based power mediation comprises: a location and time identification unit that identifies a location and a time of an electric vehicle from one or more of information from a global navigation satellite system, Local Positioning System (LPS) information, and earth magnetic field information; a power measurement unit that monitors input/output power to/from the electric vehicle in real time; and a wireless communication unit that transmits location and time information of the electric vehicle and information on the input/output power to the outside. An electric vehicle power mediation subscriber charges/discharges a battery of the electric vehicle through a building of a power subscriber by inserting a plug of the electric vehicle into a socket of the building of the power subscriber. A location of the building and the power subscriber are identified by transmitting the location and time information of the electric vehicle.

Electric vehicle range prediction may include identifying vehicle transportation network information representing a vehicle transportation network, identifying expected departure temporal information, identifying a route from a first location to a second location in the vehicle transportation network using the vehicle transportation network information, identifying a predicted ambient temperature based on the first location and the expected departure temporal information, identifying vehicle state information for an electric vehicle, identifying an expected efficiency value for the electric vehicle based on the predicted ambient temperature, determining an expected operational range, such that, on a condition that the electric vehicle traverses the vehicle transportation network from the first location to the second location in accordance with the expected departure temporal information and the route, the expected operational range indicates an estimated operational range from the second location, and outputting the expected operational range for presentation at a portable electronic computing and communication device.

An electronic apparatus to promote rider safety is provided. The electronic apparatus receives a trip plan associated with a user identifier. The trip plan includes a current travel route of a micro-mobility vehicle associated with a shared mobility service. The electronic apparatus determines incident information associated with a number of past traffic incidents on at least one portion of the current travel route. The electronic apparatus controls a display device to display an option to replace the current travel route with a safer alternate route. The electronic apparatus receives a user input that includes a selection of the displayed option. The electronic apparatus determines a discount applicable on an initial trip cost associated with the trip plan based on received user input and controls the display device to display, based on the determined discount, an incentive including a final trip cost associated the trip plan.