A system and method for dynamically creating distributed, self-adjusting and optimizing core network with machine learning is disclosed. The method includes receiving a request to access one or more services and establishing a secure real time communication session with one or more client devices and a set of service layers based on the received request. The method further includes determining one or more service parameters based on the received request and sending one or more handshake messages to each of the set of service layers. Further, the method includes determining one or more environmental parameters and determining best possible service layer capable of processing the received request by using a trained service based ML model. The method includes processing the request at the determined best possible service layer and terminating or transferring the secure real time communication session after the request is processed.

A system and method for dynamically creating distributed, self-adjusting and optimizing core network with machine learning is disclosed. The method includes receiving a request to access one or more services and establishing a secure real time communication session with one or more client devices and a set of service layers based on the received request. The method further includes determining one or more service parameters based on the received request and sending one or more handshake messages to each of the set of service layers. Further, the method includes determining one or more environmental parameters and determining best possible service layer capable of processing the received request by using a trained service based ML model. The method includes processing the request at the determined best possible service layer and terminating or transferring the secure real time communication session after the request is processed.

Controller devices may be configured to execute a network discovery service to identify other devices on a network, including other controller devices, user computing devices, and/or human machine interface devices. The controller devices may communicate with the devices on the network. An individual controller device may, upon connection to a human machine interface device, provide to the human machine interface device via a web server, a graphical user interface from which a user may configure the controller device or connect to another controller device on the network.

Controller devices may be configured to execute a network discovery service to identify other devices on a network, including other controller devices, user computing devices, and/or human machine interface devices. The controller devices may communicate with the devices on the network. An individual controller device may, upon connection to a human machine interface device, provide to the human machine interface device via a web server, a graphical user interface from which a user may configure the controller device or connect to another controller device on the network.

A method and apparatus for obtaining management data, where the method includes: a first network element receiving a request message from a second network element, where the request message indicates a tenant identifier and at least one managed object instance, where the tenant identifier corresponds to at least one network slice service identifier; the first network element determining a first managed object instance in the at least one managed object instance based on the network slice service identifier, where the second network element has permission to obtain management data in the first managed object instance; and the first network element obtaining management data corresponding to the network slice service identifier from the first managed object instance.

A method and apparatus for obtaining management data, where the method includes: a first network element receiving a request message from a second network element, where the request message indicates a tenant identifier and at least one managed object instance, where the tenant identifier corresponds to at least one network slice service identifier; the first network element determining a first managed object instance in the at least one managed object instance based on the network slice service identifier, where the second network element has permission to obtain management data in the first managed object instance; and the first network element obtaining management data corresponding to the network slice service identifier from the first managed object instance.

Provided are a method and apparatus for providing a big data analysis service, and a computer readable storage medium. The method for providing a big data analysis service includes: generating, by network data analytics, big data information according to network operation and maintenance data, and sending the big data information to an application through a network exposure function.

Provided are a method and apparatus for providing a big data analysis service, and a computer readable storage medium. The method for providing a big data analysis service includes: generating, by network data analytics, big data information according to network operation and maintenance data, and sending the big data information to an application through a network exposure function.

Various aspects of the subject technology relate to systems, methods, and machine-readable media for cross-platform programmable network communication. The method includes receiving, at a network toolchain, instructions for network hardware of a radio access network (RAN), the instructions comprising a domain specific language for the RAN. The method also includes determining through the network toolchain an architectural model for the network hardware, the architectural model comprising network patterns of the network hardware. The method also includes generating, by the network toolchain, translated instructions based on the instructions, the translated instructions comprising a configuration and control layer (CCL) code. The method also includes sending the CCL code to the network hardware. The method also includes executing the CCL code by the network hardware. The method also includes causing the network hardware to perform a network function based on execution of the CCL code.

Various aspects of the subject technology relate to systems, methods, and machine-readable media for cross-platform programmable network communication. The method includes receiving, at a network toolchain, instructions for network hardware of a radio access network (RAN), the instructions comprising a domain specific language for the RAN. The method also includes determining through the network toolchain an architectural model for the network hardware, the architectural model comprising network patterns of the network hardware. The method also includes generating, by the network toolchain, translated instructions based on the instructions, the translated instructions comprising a configuration and control layer (CCL) code. The method also includes sending the CCL code to the network hardware. The method also includes executing the CCL code by the network hardware. The method also includes causing the network hardware to perform a network function based on execution of the CCL code.