Research Article

Analysis of Logistics Linkage by Digital Twins Technology and Lightweight Deep Learning

Table 2

Parameter symbols.

SymbolsDescription

PNumber of production workshops
NNumber of the orders to be processed
The delivery date of order i
Product quantity of order i
Production process
Number of optional equipment for operation j
PWorkshop number,  = 1, 2, …,
Order no.
Number of new orders at time T
Product quantity of order i in workshop p
Operation no
The fixed production cost of workshop p
Unit processing time of operation j of order i on machine kj in workshop p
kjNumber of processing equipment of operation j
The variable production cost of workshop P
Completing time of order i in workshop p
Production decision variable, the j-th operation of order i on equipment kj
Processing time of order i on processing equipment in workshop p
KVehicle no.
Fixed cost of vehicle k
Distribution decision variable, whether the products of customer a are distributed by vehicle k
SaCustomer a’s service time
Finishing time of process j of order i in workshop P. Ending time
Warehousing time of order i in workshop P
Storage time of order i in the production workshop p. Storage time
CNumber of customers
VCustomer and warehouse collection
ETcEarliest delivery time allowed by customer c
KVehicle assembly
mNumber of vehicles used
Maximum loading capacity of vehicle
Unit storage cost
Distribution decision variables
Travel time from customer a to customer b
Customer c’s delivery volume
Penalty coefficient for vehicles not arriving at the delivery section
Processing of operation j on order i in workshop p. Producing time
Delivery time of order i in workshop p
CNumber of customers
Latest delivery time allowed by customer c
Delivery time of customer c
Unit distribution cost of vehicle k
Distance from customer a to customer b