Method of and system for determining physical transfer interchange nodes

A method for determining physical transfer interchange nodes using machine-learning simulation, the method comprising:

• receiving, by a computing device, a plurality of alimentary combination identifiers and a plurality of physical transfer apparatus data;
• selecting, by the computing device, an interchange node for a plurality of physical transfer apparatuses, wherein the selecting further comprises:
• generating an interchange node machine-learning model, wherein interchange node machine-learning model comprises a Monte Carlo Simulation configured to utilize a plurality of alimentary combination identifier terminal points and a current physical transfer apparatus location and at least an order destination geolocation as inputs and output a plurality of candidate interchange nodes by sampling a geographical landscape for points that at least the physical transfer apparatus may converge as a centralized location comprising a centralized geolocation, wherein the plurality of candidate interchange nodes includes a candidate location for the centralized location and a node time for a plurality of physical transfer apparatuses, wherein generating the interchange node machine-learning model comprises:
• providing a training set including a plurality of entries correlating alimentary combination identifier terminal points and current physical transfer apparatus locations to candidate interchange nodes describing at least a trend, function, or model of minimized travel times, wherein the interchange node comprises a centralized geolocation further comprising a distribution center;
• and
• training the interchange node machine-learning model as a function of the set and a supervised machine-learning algorithm;
• and
• calculating, as a function of the plurality of candidate interchange nodes and the interchange node machine-learning model, a transfer path time for each physical transfer apparatus of the plurality of physical transfer apparatuses to each candidate interchange node wherein calculating average time to the candidate interchange node further comprises tracing a path from the current physical transfer apparatus location to the candidate interchange node;
• and
• selecting a candidate interchange node that minimizes the transfer path time for each of the plurality of physical transfer apparatuses;
• and
• display the selected interchange node and the associated alimentary combination identifiers including corresponding receiving instructions to a plurality of physical transfer apparatuses.