A management apparatus manages works to supply components to component mounting devices in a component mounting line. The management apparatus includes a component remaining number information acquisition portion that acquires, from each of the component mounting devices, a remaining number of components stored in the component mounting device, a worker information storage portion that stores worker information including a working range of each of workers in the component mounting line, a work sequence decision portion that generates work sequence information indicating a work sequence of component supply works for each of the workers based on the worker information and component remaining number information about a plurality of components within a predetermined period of time, and an information transmission portion that transmits the work sequence information to the workers who should perform the works.

Systems and methods for monitoring the distribution of residue material from a spreader tool of an agricultural machine including a first sensor with a sensing region defining a first sensing boundary corresponding to a first direction with respect to the agricultural machine, a second sensor with a sensing region defining a second sensing boundary corresponding to a second direction with respect to the agricultural machine, and using the sensing data from the first and second sensors to determine a distribution of residue material associated with the spreader tool. One or more systems of the agricultural machine are then controlled based on the determined distribution.

A method of generating a hybrid model predictive control (MPC) simulation model for a plant configured to run a process that processes at least one raw material to generate at least one tangible product. A predictive dynamic MPC sub-model is provided for each of plurality of process units in the plant, the plant including at least one process controller coupled to field devices coupled to the plurality of process units, where the process units comprise equipment for converting the raw material or an intermediate material formed from the raw material into to another material. A piping network diagram is obtained that provides a representation of a piping network for routing of the raw material and the intermediate material during the process. The dynamic MPC sub-models are coupled together using the piping network to generate the hybrid MPC simulation model which models the plant as a whole.

A management apparatus manages works to supply components to component mounting devices in a component mounting line. The management apparatus includes a component remaining number information acquisition portion that acquires, from each of the component mounting devices, a remaining number of components stored in the component mounting device, a worker information storage portion that stores worker information including a working range of each of workers in the component mounting line, a work sequence decision portion that generates work sequence information indicating a work sequence of component supply works for each of the workers based on the worker information and component remaining number information about a plurality of components within a predetermined period of time, and an information transmission portion that transmits the work sequence information to the workers who should perform the works.

Disclosed herein are systems and method for managing material balance between incoming and outgoing streams of material in an industrial system. A method may include providing a graphical user interface (GUI) that enables a system administrator to generate a visual model of the industrial system that includes (1) elements that are interconnected in the industrial system, and (2) streams including at least one incoming stream of material to each element and at least one outgoing stream of material from each element. The method may include receiving, via the GUI, a plurality of parameters of the elements and the streams such as material chemistry, user demand of each user element of the user elements, and flowrate for each stream of the streams. The method may include determining a category of each stream and automatically balancing, by a processor, incoming and outgoing streams for each element.

The present application discloses a goods-handling method and a goods-handling system, where the goods-handling method includes steps of: obtaining working state information and handling instructions of a plurality of machines; executing the handling instructions to handle goods according to the working state information; where the working state information includes capacity information of the machines.

A system is provided for determining causes of faults in a manufacturing system. The system stores data associated with a processing system which includes machines and associated processes, wherein the data includes timestamp information, machine status information, and product-batch information. The system determines, based on the data, a topology of the processing system, wherein the topology indicates flows of outputs between the machines as part of the processes. The system determines information of machine faults in association with the topology. The system generates, based on the machine-fault information, one or more fault parameters which indicates frequency and severity of a respective fault. The system constructs, based on the topology and the machine-fault information, a system model which includes the one or more fault parameters, thereby facilitating diagnosis of the processing system.

A system is provided for determining a manufacturing network topology and fault propagation information. During operation, the system stores data associated with a processing system which includes machines and associated processes, wherein the data includes timestamp information, machine status information, and product-batch information. The system determines, based on the data, a network topology which corresponds to the processing system, wherein the network topology indicates flows of outputs between the machines as part of the processes. The system determines utilization information of a plurality of the machines of the processing system. The system displays one or more of the flows of outputs based on the utilization information, thereby facilitating diagnosis of the processing system.

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium that receives a set of requirements that are associated with a workpiece to be completed. A specification can be generated that specifies a set of components that are required to complete the workpiece. A particular subset of the component sources can be selected to source the set of components that are required to complete the workpiece using one or more machine learning-trained models. The set of sourced components can be obtained from component sources. A particular validation source can be selected to validate at least a portion of the sourced components of the set. At least a portion of the sourced components of the set can be validated. The completed workpiece can be generated using the set of sourced components including the validated portion of the sourced components and provided for output.

The technology disclosed herein enables automation of component sourcing when designing a process system in an industrial environment. In a particular embodiment, a method includes receiving design specifications of a process system in an industrial environment via a system design application. The method further includes determining components to implement the process system from the design specifications and identifying a first subset of the components for sourcing from an external provider. The method also includes populating the first subset into a component sourcing application.