Methods and systems for optimizing traffic flow. The system includes a plurality of vehicles each having a location sensor configured to detect location data and a transceiver configured to communicate the location data. The system also includes a remote data server. The remote data server is configured to receive the respective location data from the plurality of vehicles. The remote data server is also configured to determine swarm traffic flow data based on the respective location data from the plurality of vehicles. The remote data server is also configured to determine adjusted traffic light timing data to optimize traffic flow based on the swarm traffic flow data. The system also includes a plurality of traffic lights coupled to the remote data server and configured to receive the adjusted traffic light timing data and illuminate the plurality of traffic lights based on the adjusted traffic light timing data.

A method for air traffic control (ATC) radio communications authentication, includes receiving, by an aircraft, an ATC voice communication from an ATC facility. The method also includes receiving, by the aircraft, authentication data from the ATC facility substantially contemporaneously with the ATC voice communication. The authentication data is associated with the ATC voice communication. The method further includes authenticating the ATC voice communication using the authentication data.

The present application discloses an improved transportation matching system, and corresponding methods and computer-readable media. According to disclosed embodiments, a transportation matching system trains a predictive request model to generate a metric predicted to trigger an increase in transportation provider activity within the geographic area for a given time period. Furthermore, the system determines a predicted gap between expected request activity and expected transportation provider activity for the geographic area during a future time period, utilizes the predictive request model and the predicted gap to generate a metric for the geographic area, and generates an interactive map associated with a customized schedule for the geographic area and the future time period based on the generated metric.

A system for fault detection and control in an electric aircraft including an inertial measurement unit, the inertial measurement unit including at least a sensor configured to detect a torque datum associated with at least a propulsor. The system includes an observer, the observer configured to generate a torque prediction datum associated with the at least a propulsor, compare the torque prediction datum with the torque datum, and generate a residual datum as a function of the comparison. The system includes a mixer, the mixer comprising circuitry configured to generate, as a function of the residual datum, a torque priority command datum and transmit, to the at least a propulsor, the torque priority command datum.

A method of analyzing traffic by a system includes receiving sequential location measurements from users of the system, mapping the received sequential location measurements to a digital map and determining traffic information for a first time period based on mapped sequential location measurements corresponding to the first time period. A system may include a database configured to store sequential location measurements received from users of the system and a processor configured to extract sequential location measurements from the database and determine traffic information for a first period based on the extracted sequential location measurements. The sequential location measurements include periodic times and associated coordinates.

A system, in a vehicle consist configured for dual fuel operation and comprising at least one fuel car operably connectable to at least one powered vehicle via a fuel distribution path, includes an energy management processing unit. The energy management processing unit is configured to obtain a first cost of a first fuel, obtain a second cost of a second fuel, and determine a proportional ratio of the first fuel and the second fuel for each of plural power settings available for use during performance of a mission along a route. The energy management processing unit is also configured to determine a trip plan specifying power settings for corresponding plural sections of the route to perform the mission using the first cost, the second cost, and the proportional ratio for the power settings to optimize a total combined cost of fuel used during performance of the mission.

A system and method of managing electrical energy consumption and generation of a vehicle. The method includes: determining a vehicle operation schedule for the vehicle, wherein the vehicle operation schedule includes one or more expected vehicle trips that each include a vehicle start location, a vehicle end location, and a time period; obtaining forecasted vehicle trip data based on the vehicle operation schedule; obtaining forecasted vehicle operation data pertaining to the vehicle operation schedule; determining a vehicle energy plan for the vehicle based on the forecasted vehicle trip data and the forecasted vehicle operation data; and causing the vehicle to carry out the vehicle energy plan during the vehicle operation schedule.

The invention relates to operation of unmanned aircraft systems (UAS) in the National Airspace System (NAS) using Remote Identification (Remote ID) and tracking. Specifically the invention relates to pre-flight initialization and programming of UAS with personality data needed to implement Remote ID functionality. The personality data includes UAS identity and configuration data. The pre-flight programming process promotes mission flexibility and efficient pre-flight preparation by reusing mission to mission common configuration and identity data elements, reprogramming only delta data. Operating modes may be used to easily reconfigure programming data to common mission specific requirements.

An air monitoring system measures tan amount of pollutant in the air. The system includes a plurality of air quality sensor devices arranged within a selected area. Each of the air quality sensor devices is configured to measure air pollutant levels in the selected area, and includes at least one sensor operatively coupled to a controller, wherein the controller is configured to receive a measured input from the at least one sensor. A wireless communication device is coupled to the controller, and is configured to communicate with a central server device.

An air monitoring system measures tan amount of pollutant in the air. The system includes a plurality of air quality sensor devices arranged within a selected area. Each of the air quality sensor devices is configured to measure air pollutant levels in the selected area, and includes at least one sensor operatively coupled to a controller, wherein the controller is configured to receive a measured input from the at least one sensor. A wireless communication device is coupled to the controller, and is configured to communicate with a central server device.