Analysis and deep learning modeling of sensor-based object detection data for organic motion determination in bounded aquatic environments using underwater powered systems

Abstract

Techniques for analysis and deep learning modeling of sensor-based object detection data for organic motion determination in bounded aquatic environments using underwater powered systems are described, including a light disposed substantially within a recess of a boundary wall, the light being disposed substantially underwater and configured to receive power using a conduit, and a spacer ring disposed circumferentially about an opening associated with the recess, the spacer ring being configured to secure the light within the recess and to provide a channel formed in the spacer ring, the channel being configured to receive the conduit.

What is claimed: 
     
         1 . A system, comprising:
 a sensor disposed in a recess proximate to a waterline associated with a body of water; and   a processor configured to capture an image from the sensor, the sensor being housed in a structure disposed in the recess and electrically coupled to a light, the recess being configured to receive a spacer ring configured to detachably couple to a hook adapter secured to a boundary wall associated with the body of water, the spacer ring also being configured to provide a channel and the processor also being configured to convert the image into data digitally encoded by the processor, to evaluate the data to separate background data from foreground data, to generate tracking data from the data after the background data is removed, the tracking data being evaluated to determine whether a head or a body are detected by comparing the tracking data to classifier data, to track the head or the body relative to the waterline if the head or the body are detected in the tracking data, and to determine a state associated with the head or the body, if the head or the body is detected, the state being associated with state data, the state data being used to determine a drowning state.   
     
     
         2 . The system of  claim 1 , wherein the channel is configured to receive a plurality of conduits, at least one of the plurality of conduits having one or more wires configured to transmit an electrical signal. 
     
     
         3 . The system of  claim 1 , wherein the channel is configured to provide access between an inner area of the structure and an outer area of the structure. 
     
     
         4 . The system of  claim 1 , wherein the channel is configured to receive a plurality of conduits, at least one of the plurality of conduits having one or more cables configured to transmit a voltage. 
     
     
         5 . The system of  claim 1 , wherein the channel is configured to receive a plurality of conduits, at least one of the plurality of conduits having one or more cables configured to transmit data. 
     
     
         6 . The system of  claim 1 , wherein the spacer ring is configured to electrically bond the structure when the spacer ring is secured to the boundary wall using the hook adapter. 
     
     
         7 . The system of  claim 1 , wherein the spacer ring is configured to electrically bond the structure when the spacer ring is secured to the hook adapter using a fastener substantially comprised of an electrically conductive alloy. 
     
     
         8 . The system of  claim 1 , wherein the spacer ring is configured to be disposed between the recess and a bezel securing the structure within the recess. 
     
     
         9 . The system of  claim 1 , wherein the spacer ring is disposed circumferentially around an opening to the recess using the hook adapter. 
     
     
         10 . The system of  claim 1 , wherein the channel is configured to receive a plurality of conduits, at least one of the plurality of conduits having one or more wires configured to transmit an electrical signal. 
     
     
         11 . The system of  claim 1 , wherein the conduit channel is formed in the spacer ring. 
     
     
         12 . An apparatus, comprising:
 a light disposed substantially within a recess of a boundary wall, the light being disposed substantially underwater and configured to receive power using a conduit; and   a spacer ring disposed circumferentially about an opening associated with the recess, the spacer ring being configured to secure the light within the recess and to provide a channel formed in the spacer ring, the channel being configured to receive the conduit.   
     
     
         13 . The apparatus of  claim 12 , wherein the recess is formed in the boundary wall. 
     
     
         14 . The apparatus of  claim 12 , wherein the channel is partially formed in the outer edge of the spacer ring. 
     
     
         15 . The apparatus of  claim 12 , wherein the channel is formed in the spacer ring, the channel being configured to permit the conduit to provide an electrically contiguous path between an endpoint in the recess and another endpoint substantially outside of the recess and the spacer ring. 
     
     
         16 . The apparatus of  claim 12 , wherein the light is an endpoint configured to be electrically coupled by the conduit to another endpoint. 
     
     
         17 . The apparatus of  claim 12 , wherein the conduit is configured to provide an electrical coupling to the light and a data coupling to a sensor disposed within the recess. 
     
     
         18 . The apparatus of  claim 12 , wherein the conduit is configured to provide an electrical coupling to the light and a data coupling to a sensor disposed substantially outside of the recess. 
     
     
         19 . The apparatus of  claim 12 , wherein the spacer ring has a plurality of tabs formed in substantially in inner periphery of the spacer ring, one or more of the plurality of tabs being configured to secure the spacer ring to the boundary wall when the one or more of the plurality of tabs is structurally interlocked with a hook adapter. 
     
     
         20 . A system, comprising:
 a structure configured to house within a recess an electrical element;   a sensor configured to capture an image;   a light electrically coupled to the structure; and   a spacer ring configured to detachably couple to a hook adapter and to provide a channel configured to pass a conduit from the electrical elements to another electrical element outside the recess.