Hybrid Electromagnetism-Like Algorithm for Dynamic Supply Chain Network Design under Traffic Congestion and Uncertainty

Table 1

A comparison of the recent related literature and our research (chronologically sorted).

Author(s)		MP	Uncertainty		DY	CN	MM	Network flow			Solution approach
			DU	SU				FF	RF	CL
Liu et al. [65]	2010		✓					✓			LR
Rentizelas and Tatsiopoulos [66]	2010	✓			✓			✓			GA + SQP
Salema et al. [67]	2010	✓			✓			✓	✓		CPLEX
Pishvaee and Torabi [23]	2010		✓		✓					✓	LINGO
Le and Lee [68]	2013	✓			✓		✓	✓			LINGO
Bai et al. [69]	2011	✓				✓		✓			LPR + LRB
Mirzapour Al-e-hashem et al. [70]	2011	✓			✓			✓			LINGO
Georgiadis et al. [19]	2011	✓	✓		✓			✓			CPLEX
Pishvaee et al. [71]	2011		✓							✓	CPLEX
Chen and Fan [72]	2012	✓	✓	✓				✓			DA
Wang et al. [73]	2011	✓						✓			CPLEX
Kostin et al. [74]	2012	✓			✓		✓	✓			SAA
Almansoori and Shah [75]	2012		✓		✓		✓	✓			CPLEX
Bashiri et al. [76]	2012	✓			✓			✓			CPLEX
Wang and Watada [77]	2012		✓					✓			PSO
Sadjady and Davoudpour [78]	2012	✓					✓	✓			LR
Vahdani et al. [79]	2013	✓								✓	GAMS
Baghalian et al. [80]	2013	✓	✓					✓			LINGO
Cardoso et al. [21]	2013		✓		✓			✓	✓		CPLEX
Ramezani et al. [25]	2013		✓	✓	✓			✓			CPLEX
Hatefi and Jolai [81]	2014		✓					✓	✓		CPLEX
Jindal and Sangwan [82]	2013	✓	✓	✓						✓	LINGO
Jouzdani et al. [7]	2013		✓		✓	✓		✓			LINGO
Ramezani et al. [25]	2013	✓	✓							✓	SRA
Soleimani et al. [83]	2013	✓			✓					✓	GA
Yang and Liu [22]	2015	✓	✓					✓			MA
Hasani et al. [11]	2014	✓	✓	✓	✓					✓	MA + VNS
Jabbarzadeh et al. [84]	2014		✓	✓	✓			✓			LINGO
Mousavi et al. [32]	2014	✓			✓			✓			Modified PSO
Osmani and Zhang [10]	2014		✓	✓	✓			✓			SAA
Pishvaee et al. [5]	2014		✓	✓						✓	Benders Dec.
Boukherroub et al. [13]	2015	✓	✓						✓		GA
Sadjadi et al. [9]	2014	✓	✓						✓		MA
Shabani et al. [85]	2014	✓		✓	✓			✓			CPLEX
Brandenburg [14]	2015	✓			✓					✓	GA + PSO
Dubey and Gunasekaran [12]	2014	✓								✓	CPLEX
Brandenburg [14]	2015	✓	✓		✓		✓	✓			CPLEX
Boukherroub et al. [13]	2015	✓			✓		✓	✓			CPLEX
Govindan et al. [15]	2015		✓					✓			EMA + VNS
Pasandideh et al. [35]	2015	✓	✓	✓	✓			✓			NSGA-II
Current Research		✓	✓	✓	✓	✓	✓	✓			Hybrid EMAs

MP: multiple products, DU: demand uncertainty, SU: supply uncertainly, DY: dynamic model (multiple periods), CN: congestion, MM: multiple transportation modes, FF: forward network flow, RF: reverse network flow, and CL: closed-loop network.