Abstract: Disclosed herein are systems and methods for controlling electronic devices based on detected brain activity. For example, a system includes a wearable over-the-ear electronic device has a set of dry EEG sensors, a camera, a processor, and programming instructions. The programming instructions cause the processor to receive images from the camera, process the images to identify features corresponding to a known device, and receive brain-wave signals from the EEG sensors. The system compares the brain-wave signals to measure a level of brain activity. Upon detection of both (a) a feature corresponding to the known device and (b) a level of brain activity that deviates from a baseline by at least a threshold level, the system generates a command signal configured to cause the known device to actuate and transmits the command signal to a controller for the known device.

Abstract: Disclosed herein are systems and methods for methods of developing a database of controllable objects in an environment. For example, a method includes a mobile device having a camera to capture images of objects in an environment. For each object, the method includes, in response to receiving a user selection of the object, training a machine-learning model to recognize the object. The method includes receiving a command associated with the object and receiving a plurality of images of the object and training the machine-learning model to recognize the object based on the plurality of images. The method further includes transmitting the trained model and the command to a wearable electronic device causing the wearable electronic device to save the trained machine-learning model to a data store and to associate the command with the trained machine-learning model.

Abstract: A flow chamber, imaging objective, condenser and imaging light source as part of an optical system includes an oil-immersion objective and high numerical aperture condenser matched to a rectangular flow chamber. The oil-immersion objective and flow chamber include a high index of refraction immersion oil so as to enhance the optical resolution and optical coupling therethrough. The flow chamber is reinforced with stiffening wires that are arranged to extend above a surface of the sidewalls of the flow chamber so as to function as a barrier to leakage of the immersion oil away from the surface of the flow chamber.