US 11,954,494 B2
Method of system for generating a cluster instruction set
Kenneth Neumann, Lakewood, CO (US)
Assigned to KPN INNOVATIONS, LLC., Lakewood, CO (US)
Filed by KPN INNOVATIONS, LLC., Lakewood, CO (US)
Filed on Feb. 3, 2022, as Appl. No. 17/592,010.
Application 17/592,010 is a continuation of application No. 17/032,104, filed on Sep. 25, 2020, granted, now 11,256,514.
Prior Publication US 2022/0156083 A1, May 19, 2022
Int. Cl. G06F 9/38 (2018.01); G06N 20/00 (2019.01)
CPC G06F 9/3853 (2013.01) [G06N 20/00 (2019.01)] 20 Claims
OG exemplary drawing
 
1. A system for generating a cluster combination instruction set using machine learning, the system comprising a computing device, wherein the computing device is configured to:
produce an alimentary element program, wherein producing the alimentary element program further comprises:
receiving at least one biological extraction datum from a user;
generating the alimentary element program as a function of the at least one biological extraction datum; and
displaying the alimentary element program to a user;
determine a particular distance for users to submit alimentary elements to a cluster;
receive, as a function of the particular distance, the alimentary elements within the particular distance;
generate a plurality of physical transfer paths between a plurality of interchange nodes using a machine-learning process configured to receive a cluster of a plurality of alimentary elements as an input and assign each of the plurality of transfer paths a score as a function of a predetermined variable, wherein the machine-learning process outputs a ranked lists of transfer paths as a function of a ranking criteria;
determine, as a function of the plurality of physical transfer paths, a physical transfer pattern, wherein determining the physical transfer pattern comprises:
generating an objective function of the plurality of physical transfer paths as a function of a plurality of constraints, wherein minimizing the objective function minimizes a plurality of physical transfer resources; and
generate a representation of the cluster combination instruction set via a graphical user interface to at least a physical transfer apparatus and the plurality of establishments.