Analysis and Implementation of Thermal Heat Exchanger Tube Performance with Helically Pierced Twisted Tape Inserts Using ANFIS Model

Table 1

Previous investigations on ANFIS modeling.

S. No.	Authors	Major findings
1.	Saee et al. [39]	ANFIS model is an easy-to-use tool to estimate nucleate pool boiling heat transfer properties of refrigerant-oil mixtures with nanoparticles.
2.	Beiki [40]	FIS and ANFIS are a most powerful weapon to attack mass transfer in nanofluids. Also these models could predict convective mass transfer in nanofluids very effectively.
		Nanoparticles size and type could play an important role in mass transfer.
3.	Bahiraei et al. [41]	PSO-ANFIS acts as most capable predictive model, followed by PSO-ANN, ANFIS, and ANN.
		ANFIS and ANN can be optimized by PSO approach.
4.	Yashawantha and Vinod [42]	Correlation and ANFIS model were developed for effective thermal conductivity.
		ANFIS model showed better performance compared to correlation.
5.	Bahl et al. [43]	The predictions obtained by using the ANFIS model are found to be very close to the experimental findings which prove that the model proposed is capable to accurately predict the behavior of heat transfer system.
6.	Safarzadeh et al. [44]	The AFNIS model predicted the results with relative and average relative errors of 1.76% and 0.67% for nusselt number, 11.34% and 4.48% for friction factor, and 8.56% and 2.83% for entropy generation.
7.	Kaveh et al. [45]	ANN and ANFIS models can be used confidently to estimate the exergy efficiency.
		The ANFIS model had more capability to predict the energy and exergy items as compared to ANN method.