Scheduling production of packaged dairy products in existing production plants by simulation
US-2021365880-A1 · Nov 25, 2021 · US
US12306619B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-12306619-B2 |
| Application number | US-202217692115-A |
| Country | US |
| Kind code | B2 |
| Filing date | Mar 10, 2022 |
| Priority date | Sep 30, 2019 |
| Publication date | May 20, 2025 |
| Grant date | May 20, 2025 |
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Provided is a system including a planning section that generates a production plan for a production site, using a planning model; a simulating section that simulates operation of at least a portion of the production site, based on a simulation model of the at least a portion of the production site; a monitoring section that monitors actual operation of the at least a portion of the production site; a calibrating section that calibrates the simulation model, based on a difference between the simulated operation and the actual operation; and a control section that controls the at least a portion of the production site, based on a simulation result obtained by simulating the operation of the at least a portion of the production site in accordance with the production plan, using the simulation model that has been calibrated.
Opening claim text (preview).
What is claimed is: 1. A control system for controlling a production site configured to produce one or more production site outputs selected from one or more of products, semi-finished products, and intermediates, the control system comprising: at least a portion of the production site that includes at least one process unit; and one or more computers executing one or more programs that cause the one or more computers to provide functioning sections comprising: a planning section that generates a production plan for the production site and schedule information corresponding to the production plan, using a planning model; an actual operation information acquiring section acquires actual operation information, obtained when the production site actually operates, via a network; a simulating section that simulates operation of the at least a portion of the production site based on a simulation model of the at least a portion of the production site, the simulating section acquires site information relating to the production site and the schedule information corresponding to the production plan supplied by the planning section, the simulating section uses the site information to simulate the operation of the at least a portion of the production site occurring in a case where the operation of the at least a portion of the production site is performed according to the schedule information and generate a simulation result, and the simulating section outputs the simulation result for the at least a portion of the production site; a monitoring section that monitors actual operation of the at least a portion of the production site using the actual operation information supplied by the actual operation information acquiring section; a calibrating section that calibrates the simulation model, based on a difference between the simulated operation and the actual operation, to generate a simulation model that has been calibrated; and a control section that controls the at least a portion of the production site based on the simulation result obtained from the simulating section, wherein the simulation result outputted by the simulating section includes information such as targets for a production amount, stream properties, and optimal operating conditions for the at least a portion of the production site, wherein the one or more computers executing the one or more programs are configured to provide for the simulating section to supply the simulation result, which includes the targets for the production amount, the stream properties, and the optimal operating conditions for the at least a portion of the production site, to the monitoring section and the control section, wherein the monitoring section is configured to compare the simulation result supplied from the simulating section and the actual operation information supplied from the actual operation information acquiring section, and if a difference between the simulation result and the actual operation information exceeds a predetermined threshold value, the monitoring section signals the calibrating section to calibrate the simulation model, wherein the simulation model used by the simulating section to generate the simulation result is the simulation model that has been calibrated in a case where the calibrating section has generated the simulation model that has been calibrated, and wherein the control section controls the at least a portion of the production site by using the simulation result to set one or more targets for the production amount, the stream properties and the optimal operating conditions for the at least a portion of the production site, which are used by the control section to automatically control the at least one process unit using one of feedback control and feedforward control. 2. The system according to claim 1 , wherein the production site includes a refinery that produces a plurality of petroleum products by refining crude oil. 3. The system according to claim 2 , wherein the at least a portion of the production site includes at least one of a crude distillation unit, vacuum distillation unit, naphtha hydrotreating unit, catalytic reforming unit, benzene extraction unit, kerosene hydrotreating unit, diesel desulfurization unit, heavy oil desulfurization unit, fluid catalytic cracking unit, FCC gasoline desulfurization unit, thermal cracking unit, hydrocracker unit, or asphalt production unit. 4. The system according to claim 3 , wherein the control section controls at least one of a reactor temperature, distillation cut temperature, furnace outlet temperature, stripping steam ratio, reflux ratio, reboiler duty or pump around heat removal rate. 5. The system according to claim 1 , wherein the at least a portion of the production site is one process unit at the production site. 6. The system according to claim 2 , wherein the at least a portion of the production site is one process unit at the production site. 7. The system according to claim 3 , wherein the at least a portion of the production site is one process unit at the production site. 8. The system according to claim 1 , wherein the at least a portion of the production site is a group of a plurality of process units at the production site. 9. The system according to claim 2 , wherein the at least a portion of the production site is a group of a plurality of process units at the production site. 10. The system according to claim 3 , wherein the at least a portion of the production site is a group of a plurality of process units at the production site. 11. The system according to claim 8 , wherein the control section selects a set of control parameters that realizes a simulation result that maximizes gross profit, from among a plurality of simulation results obtained by simulating operation of the at least a portion of the production site a plurality of times using different sets of control parameters. 12. The system according to claim 1 , wherein the simulation model is a steady state model. 13. The system according to claim 2 , wherein the simulation model is a steady state model. 14. The system according to claim 3 , wherein the simulation model is a steady state model. 15. The system according to claim 1 , wherein the planning model is a linear programming model. 16. The system according to claim 2 , wherein the planning model is a linear programming model. 17. A method comprising: generating a production plan for a production site and schedule information corresponding to the production plan, using a planning model, using one or more computers; acquiring actual operation information, obtained when the production site actually operates, via a network; simulating operation of at least a portion of the production site, based on a simulation model of the at least a portion of the production site, using the one or more computers, wherein simulating operation of at least a portion of the production site includes acquiring site information relating to the production site and the schedule information corresponding to the production plan, using the acquired site information to simulate the operation of the at least a portion of the production site occurring in a case where the operation of the at least a portion of the production site is performed according to the schedule information, generating a simulation result, and outputting the simulation result for the at least a portion of the production site; monitoring actual operation of the at least a portion of the production site using the one or more computers and t
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