Table 1 Comparison of studies.

From: Multi-objective route optimization for electric vehicle hazardous materials transportation in uncertain environments

Author

Vehicle type

objective functions

Load change effect

Factors affecting the transportation of hazardous materials

Influence of population density

Time window constraints

Influence of population density

  
 

Electric vehicle

Fuel vehicles

 

With

Deterministic Factors

Uncertainty factors

With

With

With

Jiang et al.6

 

√

Transportation Cost, Transportation Risk, Travel Time

 

√

  

√

 

Eren et al.7

 

√

Transportation Safety, Transport distance

 

√

  

√

 

Li et al.8

 

√

Transportation Risk

 

√

    

Zhao et al.9

 

√

Total cost, Transportation Risk

  

√

   

Zhang et al.10

 

√

Transportation Cost

√

 

√

   

Holeczek et al.11

 

√

Transportation Cost, Transportation Risk

√

 

√

   

Zhang et al.12

 

√

Total cost, Transportation Risk

  

√

   

Han et al.13

 

√

Total cost

  

√

√

  

Wang et al.14

 

√

Transportation Cost, Transportation Risk, Travel Time

  

√

√

  

Zahiri et al.15

 

√

Total cost, Transportation Risk

  

√

   

Eslamipoor et al.16

√

 

Total cost, Carbon emissions

√

     

Deng et al.17

√

 

Total cost, Customer satisfaction, Battery loss

    

√

 

Zhao et al.18

√

 

Total cost, Product Freshness

    

√

 

Qiang et al.19

√

 

Total cost, Carbon emissions

      

Cai et al.20

√

 

Total cost, Customer satisfaction

√

   

√

√

Wu et al.22

√

 

Total cost, Battery loss

√

     

Cheng et al.23

√

 

None

     

√

Miri et al.25

√

 

None

     

√

This paper

√

 

Total cost, Transportation Risk, Customer satisfaction

√

 

√

√

√

√