Table 1 Key features of the multi-echelon inventory model developed in earlier research.

From: Influence of a cloudy fuzzy environment for deteriorating products with ramp-type demand under a supply chain management

Author (s)

Demand

Production rate

Shortage

Inflation

Fuzzy

Singh et al. (2010)

Constant

Constant

No

No

No

Singh and Singh (2011)

Exponential

Variable

No

Yes

Yes

Shastri et al. (2013)

Constant

Constant

Yes

Yes

No

Uravashi et al. (2013)

Stock-dependent

Constant

No

Yes

No

Dai et al. (2017)

Ramp-type, trapezoidal

No

Yes

No

No

Yadav and Singh (2018)

Selling price

Constant

Yes

No

No

Tayyab et al. (2020)

Constant

Constant

No

No

No

Kuraie et al. (2021)

Multi-variable

Constant

Yes

No

No

Habib et al. (2021)

Constant

Constant

No

No

No

Barman et al. (2021)

Time-dependent

Constant

Yes

Yes

Yes

Tayyab and Sarkar (2021)

Constant

Variable

No

No

Yes

Padiyar et al. (2022b)

Constant

Constant

No

Yes

No

Padiyar et al. (2022c)

Constant

Constant

No

Yes

No

Habib et al. (2022)

Constant

Constant

No

No

No

Barman et al. (2023a)

Variable

No

Yes

No

No

Barman et al. (2023b)

Price-, time-dependent

Constant

No

No

No

Barman et al. (2022)

Variable

Demand-dependent

Yes

No

Yes

Khan et al. (2023)

Not specified

No

No

No

Yes

Tyagi (2023)

Not specified

No

Yes

No

No

Maity et al. (2023)

Price-, stock-dependent

No

No

No

Yes

Padiyar et al. (2023c)

Constant

Constant

No

Yes

Yes

Mishra et al. (2024)

Stochastic

Flexible

Yes

No

No

Singh et al. (2023)

Constant

Constant

No

No

No

Li and Shi (2024)

Constant

No

No

No

No

Sohani et al. (2024)

Constant

Variable

No

yes

No

Wang et al. (2024)

Not specified

No

No

No

Yes

Mridha et al. (2024)

Selling price-dependent

Flexible

No

No

No

Mondal et al. (2024)

Constant

No

Yes

No

Yes

Mondal and Roy (2024)

Uncertain

Uncertain

No

No

Yes

Bhunia et al. (2024)

Variable

No

No

No

Yes

Mahapatra et al. (2025)

Variable

Variable

 

No

No

Kumar et al. (2025)

Price-, credit period dependent

No

Yes

No

No

This model

Ramp-type and selling price-dependent

Demand-dependent

Yes

Yes

Yes