Research Article

Selecting the Optimal LoA to Prevent the Expansion of COVID-19 in the Chemical Industry considering Sustainability Factors: A Fuzzy Mathematical Optimization Approach

Table 2

Parameters, variables, and constants of the model.

Sets
IIndex of automation dimensions, i = 1,2,…, im
JIndex of automation levels, j = 1,2,…., jm
FIndex of activities, f = 1,2,…, fm
MIndex of raw materials, m = 1,2,…mm
EIndex of the specialists with different skill levels, e = 1,2,…, em
NIndex of environmental pollutants, n = 1,2,…, nm
TReturn on investment period, t = 1,2,…, tm

Parameters
Upper indexes M, F and P refer to manufacturing workstations, filling workstations, and packaging workstations
The unit cost of raw material m in manufacturing workstation M in period t
The unit cost of raw material m in filling workstation F in period t
The unit cost of raw material m in packaging workstation P in period t
The usage of raw material m at level j and dimensiIn i of LoA
The overhead costs of activity f in manufacturing workstation M in period t
The overhead costs of activity f in filling workstation F in period t
The overhead costs of activity f in packaging workstation P in period t
The Number of specialists required with skill level e at the level j and dimensIon i in manufacturing workstation M
The Number of specialists required with skill level e at the level j and dimenIion i in filling workstation F
The Number of specialists required with skill level e at the level j and dimeIsion i in packaging workstation P
The labor cost of each expert with skill level e in manufacturing workstation M in period t
The labor cost of each expert with skill level e in filling workstation F in period t
The labor cost of each expert with skill level e in packaging workstation P in period t
Total machinery cost in manufacturing workstation M at level j and dimension i
Total machinery cost in filling workstation F at level j and dimension i
Total machinery cost in packaging workstation P at level j and dimension i
The number of activities f for production in manufacturing workstation M
The number of activities f for production in filling workstation F
The number of activities f for production in packaging workstation P

Constants
Production volume in manufacturing workstation M (bulk)
Production volume in filling workstation F (bottle)
Production volume in packaging workstation P (carton)
bThe change rate of bulk to bottle
pThe change rate of the bottle to carton
dThe difference between the LoAs in different dimensions
Environmental impact n in period t
MAXCMThe budget for purchasing machinery
MAXCRThe budget for raw material
MAXCOThe budget for overhead costs
DEMANDMaximum product demand
NOWCMThe current cost of machinery in manufacturing workstation M
NOWCFThe current cost of machinery in filling workstation F
NOWCPThe current cost of machinery in packaging workstation P
NOWCRMThe current cost of raw materials in manufacturing workstation M
NOWCRFThe current cost of raw materials in filling workstation F
NOWCRPThe current cost of raw materials in packaging workstation P
NOWCSMThe current cost of the specialists in manufacturing workstation M
NOWCSFThe current cost of the specialists in filling workstation F
NOWCSPThe current cost of the specialists in packaging workstation P
NOWCOMThe current labor costs in manufacturing workstation M
NOWCOFThe current labor costs in filling workstation F
NOWCOPThe current labor costs in packaging workstation P
mlThe Number of automation levels permitted to use full automation(without operator)in manufacturing workstation M
flThe Number of automation levels permitted to use full automation(without operator)in filling workstation F
plThe Number of automation levels permitted to use full automation(without operator)in packaging workstation P
Net cash flow in period t

Decision variables