# US 12,112,179 B1 · Apparatus and method for dynamic reconfiguration of process parameter > Agents: this data is available as JSON from the patentgrep API and MCP server — see https://patentgrep.com/llms.txt - Number: US 12,112,179 B1 - Document ID: US12112179B1 - Status: Granted - Kind: B1 - Application number: 18/609,711 - Filed: 2024-03-19 - Granted: 2024-10-08 - Earliest claimed: 2024-03-19 - Assignees: The Strategic Coach Inc. - Applicants: The Strategic Coach Inc. - Inventors: Barbara Sue Smith; Daniel J. Sullivan - Web page: https://patentgrep.com/patent/US12112179B1 ## CPC - G06F 9/44505: {Configuring for program initiating, e.g. using registry, configuration files} - G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N) ## Abstract The apparatus employs adaptive machine learning for dynamic reconfiguration of process parameter. It consists of a processor and memory. Initially, it detects a dependency factor as a function of a plurality of operational factors of a process. Then it determines a primary factor and at least a secondary factor as a function of the dependency factor. Using at least a processor, modify a processor, the primary factor as a function of a specified modification protocol. Further, it eliminates the at least a secondary factor. Last, using the at least a processor, it generates using the at least a processor, a modification set of the operational factors. ## Claims ### Claim 1 An apparatus for dynamic reconfiguration of process parameter, wherein the apparatus comprises: at least a processor; and a memory communicatively connected to the at least a processor, wherein the memory contain instructions configuring the at least a processor to: detect a dependency factor as a function of a plurality of operational factors of a process; determine a primary factor and at least a secondary factor as a function of the dependency factor; modify the primary factor as a function of a specified modification protocol; eliminate the at least a secondary factor; and generate a modification set of the operational factors. ### Claim 2 (depends on 1) The apparatus of claim 1, wherein detecting the dependency factor comprises analyzing statistical dependencies. ### Claim 3 (depends on 1) The apparatus of claim 1, wherein the primary factor comprises at least one secondary factor as a function of an operation value. ### Claim 4 (depends on 1) The apparatus of claim 1, wherein the specified modification protocol is configured to calibrate the primary factor operation parameters. ### Claim 5 (depends on 1) The apparatus of claim 1, wherein the apparatus is further configured to calculate a upper and lower bound estimates as a function of the at least an operational factors. ### Claim 6 (depends on 1) The apparatus of claim 1, wherein modifying the primary factor further comprises substituting the at least a operational factor with an alternative variable. ### Claim 7 (depends on 1) The apparatus of claim 1, wherein eliminating the at least a secondary factor further comprises removing a set of non-essential element to the primary factor. ### Claim 8 (depends on 1) The apparatus of claim 1, wherein the modification set further comprises reflecting recalibrated primary factor and the streamlined secondary factors. ### Claim 9 (depends on 1) The apparatus of claim 1, wherein the apparatus is further configured to reevaluate the optimization process as a function of feedback data derived from the modification set. ### Claim 10 (depends on 1) The apparatus of claim 1, wherein the apparatus is further configured to apply an algorithmic assessment to the plurality of operational factors. ### Claim 11 A method for dynamic reconfiguration of process parameter, the method comprising: detecting, using at least a processor, a dependency factor as a function of a plurality of operational factors; determining, using the at least a processor, a primary factor and at least a secondary factor as a function of the dependency factor; modifying, using the at least a processor, the primary factor as a function of a specified modification protocol; eliminating, using the at least a processor, the at least a secondary factor; and generating, using the at least a processor, a modification set of the operational factors. ### Claim 12 (depends on 11) The method of claim 11, wherein detecting the dependency factor comprises analyzing statistical dependencies. ### Claim 13 (depends on 11) The method of claim 11, wherein the primary factor comprises at least one secondary factor as a function of an operation value. ### Claim 14 (depends on 11) The method of claim 11, wherein the specified modification protocol, further comprising calibrating, using the at least a processor, the primary factor operation parameters. ### Claim 15 (depends on 11) The method of claim 11, further comprises calculating, using the at least a processor, a upper and a lower bound estimates as a function of the at least an operational factors. ### Claim 16 (depends on 11) The method of claim 11, wherein modifying the primary factor further comprises substituting the at least a operational factor with an alternative variable. ### Claim 17 (depends on 11) The method of claim 11, wherein eliminating the at least a secondary factor further comprises removing a set of non-essential element to the primary factor. ### Claim 18 (depends on 11) The method of claim 11, wherein the modification set further comprises reflecting, using the at least a processor, recalibrated primary factor and the streamlined secondary factors. ### Claim 19 (depends on 11) The method of claim 11, further comprises reevaluating, using the at least a processor, the optimization process as a function of feedback data derived from the modification set. ### Claim 20 (depends on 11) The method of claim 11, further comprises applying, using the at least a processor, an algorithmic assessment to the plurality of operational factors.