Multimodal safety systems and methods
Multimodal systems are provided for managing safety in an industrial environment. The system comprises: (a) a computer vision component for generating a first output data; (b) a real-time locating component for generating a second output data about an object within the industrial environment and a mobile tag device deployed to the object; (c) a LIDAR component for generating a third output data; and (d) an edge computing device connected to the computer vision component, the real-time locating component and the LIDAR component via a local network, and is configured to: (i) receive a data stream including the first output data, the second output data and the third output data, (ii) process the data stream using a machine learning algorithm trained model to generate a safety related result and feedback data, and (iii) deliver the feedback data to the object via the mobile tag device.
1. A multimodal system for managing safety in an industrial environment comprising:
an image sensor configured to capture information defining an image of the industrial environment;
a wireless sensing device configured to generate location information characterizing location of a user within the industrial environment;
a distance sensor configured to generate distance information identifying a distance to a surface within the industrial environment; and
one or more hardware processors configured by machine-readable instructions to:
receive the image information from the image sensor;
generate computer vision output information based on the image information;
receive a stream of information including the computer vision output information, the location information generated by the wireless sensing device, and the distance information generated by the distance sensor;
generate an input feature dataset based on the stream of information,
process the input feature dataset using a machine learning algorithm trained model to generate a safety related result and feedback data, and
deliver the feedback data to the object via a mobile tag device deployed to the user.
2. The multimodal system of claim 1 , wherein the computer vision output information includes a description of the industrial environment.
3. The multimodal system of claim 1 , wherein the computer vision output information includes an action identified for the object.
4. The multimodal system of claim 1 , wherein the wireless sensing device includes the mobile tag device and/or one or more reference point devices deployed within the industrial environment to provide a coverage that at least partially overlaps with a view of the image sensor.
5. The multimodal system of claim 1 , wherein the wireless sensing device includes a motion sensor collecting motion information characterizing motion of the user.
6. The multimodal system of claim 1 , wherein the distance information is analyzed to detect a change in the industrial environment.
7. The multimodal system of claim 6 , wherein the change is related to a construction progress, materials, or an equipment within the industrial environment.
8. The multimodal system of claim 1 , wherein the mobile tag device is configured to track identity information of the user, wherein the input feature dataset is generated by aligning the data stream with respect to time and/or the identity information of the user.
9. The multimodal system of claim 1 , wherein the feedback information includes a control signal to effect an operation of the user.
10. The multimodal system of claim 1 , wherein the safety related result includes a detection of an action of the user that does not comply with a safety protocol and the feedback information includes an alert indicative of the detection.
11. A method for managing safety in an industrial environment comprising:
capturing, using an image sensor, image information defining an image of the industrial environment;
generating computer vision output data based on the image information;
generating, using a wireless sensing device, location information characterizing location of a user within the industrial environment;
generating, using a distance sensor, distance information identifying a distance to a surface within the industrial environment;
receiving a stream of information including the computer vision output information, the location information, and the distance information;
processing the input feature dataset using a machine learning algorithm trained model to generate a safety related result and feedback data, and
delivering the feedback information to a mobile tag device deployed to the user.
12. The method of claim 11 , wherein the computer vision output information includes a description of the industrial environment.
13. The method of claim 11 , wherein the computer vision output information includes an action identified for the object.
14. The method of claim 11 , wherein the wireless sensing device includes the mobile tag device and/or one or more reference point devices deployed within the industrial environment to provide a coverage that at least partially overlaps with a view of the image sensor.
15. The method of claim 11 , wherein the wireless sensing device includes a motion sensor collecting motion information characterizing motion of the user.
16. The method of claim 11 , wherein the distance information is analyzed to detect a change in the industrial environment.
17. The method of claim 16 , wherein the change is related to a construction progress, materials, or an equipment within the industrial environment.
18. The method of claim 11 , wherein the mobile tag device is configured to track identity information of the user, wherein the input feature dataset is generated by aligning the data stream with respect to time and/or the identity information of the user.
19. The method of claim 11 , wherein the feedback information includes a control signal to effect an operation of the user.
20. The method of claim 11 , wherein the safety related result includes a detection of an action of the user that does not comply with a safety protocol and the feedback information includes an alert indicative of the detection.