PLATFORM FOR FACILITATING DEVELOPMENT OF INTELLIGENCE IN INDUSTRIAL INTERNET OF THINGS WITH ADAPTIVE EDGE COMPUTE MANAGEMENT SYSTEM
A platform for facilitating development of intelligence in an Industrial Internet of Things (IIoT) system generally includes a plurality of distinct data-handling layers having an industrial monitoring systems layer that collects data from or about a plurality of industrial entities in an industrial environment; an industrial entity-oriented data storage systems layer that stores the data collected by the industrial monitoring systems layer; and an adaptive intelligent systems layer that facilitates the coordinated development and deployment of intelligent systems in the IIoT system; wherein the adaptive intelligent systems layer includes an adaptive edge compute management system that adaptively manages edge computation, storage, and processing in the IIoT system.
1 . A platform for facilitating development of intelligence in an Industrial Internet of Things (IIoT) system, comprising:
a plurality of distinct data-handling layers comprising:
an industrial monitoring systems layer that collects data from or about a plurality of industrial entities in an industrial environment;
an industrial entity-oriented data storage systems layer that stores the data collected by the industrial monitoring systems layer; and
an adaptive intelligent systems layer that facilitates the coordinated development and deployment of intelligent systems in the IIoT system;
wherein the adaptive intelligent systems layer includes an adaptive edge compute management system that adaptively manages edge computation, storage, and processing in the IIoT system.
2 . The platform of claim 1 , wherein the adaptive edge compute management system varies a storage location for the data between on-device storage, local systems, network storage resources, and cloud-based storage resources.
3 . The platform of claim 1 , wherein the adaptive edge compute management system varies a processing location for the data between a local area network of the industrial environment, one or more peer-to-peer networks of devices in the industrial environment, computing resources of at least one of the plurality of industrial entities, and cloud-based processing resources.
4 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system based on a set of artificial intelligence systems.
5 . The platform of claim 4 , wherein the set of artificial intelligence systems includes one or more of an expert system, a neural network, a deep neural network, a supervised learning system, a machine learning system, and a deep learning system.
6 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system based on detected conditions of a communication network for the industrial environment.
7 . The platform of claim 6 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system based on Quality of Service of the communication network.
8 . The platform of claim 6 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system based on latency of the communication network.
9 . The platform of claim 6 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system based on congestion of the communication network.
10 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system based on cost of computational or storage resources utilized.
11 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system based on Quality of Service, latency requirements, congestion, and cost of edge computation capabilities in the IIoT system.
12 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system further based on priority of computation, storage, and processing tasks.
13 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively manages edge computation, storage, and processing in the IIoT system further based on value of computation, storage, and processing tasks.
14 . The platform of claim 13 , wherein the value of computation, storage, and processing tasks includes one or more of return on investment, yield, and cost information.
15 . The platform of claim 14 , wherein the cost information includes cost of failure information.
16 . The platform of claim 1 , wherein:
the adaptive edge compute management system varies a storage location for the data between on-device storage, local systems, network storage resources, and cloud-based storage resources; and
when data connections are slow or unreliable, the adaptive edge compute management system varies the storage location between on-device storage, local systems, and network storage resources.
17 . The platform of claim 1 , wherein:
the adaptive edge compute management system varies a storage location for the data between on-device storage, local systems, network storage resources, and cloud-based storage resources; and
when data connections are strong, the adaptive edge compute management system varies the storage location between network storage resources and cloud-based storage resources.
18 . The platform of claim 17 , wherein, when data connections are slow or unreliable, the adaptive edge compute management system varies the storage location between on-device storage, local systems, and network storage resources.
19 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively managing edge computation, storage, and processing in the IIoT system comprises selecting a communication protocol for data transmission.
20 . The platform of claim 1 , wherein the adaptive edge compute management system adaptively managing edge computation, storage, and processing in the IIoT system comprises dynamically defining what constitutes an edge for each device in the IIoT system.