System for predicting one or more specific cognitive states based on non-neural physiological data

A method for predicting one or more specific cognitive states of an individual based on non-neural physiological data collected by one or more non-neural physiological sensors, the method comprising:

• receiving, by a physiological data based neural network of one or more controllers, the non-neural physiological data, wherein the physiological data based neural network is trained based on non-neural physiological training data collected by the one or more non-neural physiological sensors during a training phase of a system;
• in response to receiving the non-neural physiological data from the one or more non-neural physiological sensors, predicting, by the physiological data based neural network of the one or more controllers, one or more intermediate specific cognitive states of the individual based on the non-neural physiological data;
• receiving, by an encoder-decoder of the one or more controllers, a hidden layer of the physiological data based neural network that is created as the physiological data based neural network predicts the one or more intermediate specific cognitive states of the individual;
• predicting, by the encoder-decoder of the one or more controllers, a hidden layer of a neural data based neural network based on the hidden layer of the physiological data based neural network of the one or more intermediate specific cognitive states of the individual;
• transmitting, by the encoder-decoder of the one or more controllers, the hidden layer of the neural data based neural network to the neural data based neural network;
• predicting, by the hidden layer of the neural data based neural network of the one or more controllers, the one or more specific cognitive states of the individual, wherein the neural data based neural network is trained based on neural training data, and wherein the encoder-decoder learns a transformation between the hidden layer of the physiological data based neural network and the hidden layer of the neural data based neural network during the training phase of the system;
• and
• transmitting, by the one or more controllers, the one or more specific cognitive states of the individual to the one or more controllers that are each part of one or more vehicle systems, wherein the behavior of the one or more vehicle systems are modified based on the one or more specific cognitive states of the individual.

A system for predicting one or more specific cognitive states of an individual based on non-neural physiological data, the system comprising:

• one or more non-neural physiological sensors that each monitor a non-neural physiological measurement of the individual;
• and
• one or more controllers in electronic communication with the one or more non-neural physiological sensors, the one or more controllers including one or more processors that execute instructions to:
• receive, by a physiological data based neural network, the non-neural physiological data, wherein the physiological data based neural network is trained based on non-neural physiological training data collected by the one or more non-neural physiological sensors during a training phase of the system;
• in response to receiving the non-neural physiological data from the one or more non-neural physiological sensors, predict, by the physiological data based neural network, one or more intermediate specific cognitive states of the individual based on the non-neural physiological data;
• receive, by an encoder-decoder, a hidden layer of the physiological data based neural network that is created as the physiological data based neural network predicts the one or more intermediate specific cognitive states of the individual;
• predict, by the encoder-decoder, a hidden layer of a neural data based neural network based on the hidden layer of the physiological data based neural network of the one or more intermediate specific cognitive states of the individual;
• transmit, by the encoder-decoder, the hidden layer of the neural data based neural network to the neural data based neural network;
• and
• predict, by the hidden layer of the neural data based neural network, the one or more specific cognitive states of the individual, wherein the neural data based neural network is trained based on neural training data, and wherein the encoder-decoder learns a transformation between the hidden layer of the physiological data based neural network and the hidden layer of the neural data based neural network during the training phase of the system,
• wherein the one or more controllers of the system are in electronic communication with one or more controllers that are each part of one or more vehicle systems, and
• wherein the one or more processors of the one or more controllers execute instructions to:
• transmit the one or more specific cognitive states of the individual to the one or more controllers that are each part of the one or more vehicle systems, wherein the behavior of the one or more vehicle systems are modified based on the one or more specific cognitive states of the individual.