Comparison of LLR, MLP, Elman, NNARX and ANFIS Models—with a case study in solar radiation estimation

Details Comparison of LLR, MLP, Elman, NNARX and ANFIS Models—with a case study in solar radiation estimation Comparison of LLR, MLP, Elman, NNARX and ANFIS Models—with a case study in solar radiation estimation

Jun 2009

adsabs.harvard.edu/cgi-bin/nph-data_query?bibcode=2009jastp..71..975m&link_type=abstract

Journal of Atmospheric and Solar-Terrestrial Physics, Volume 71, Issue 8-9, p. 975-982.

Physics

2

Solar Radiation Estimation, Elman, Nnarx, Anfis

Scientific paper

Despite the widespread application of nonlinear mathematical models, comparative studies of different models are still a huge task for modellers. This is because a large number of trial and error processes are needed to develop each model, so the workload will be multiplied into an unmanageable level if many types of models are involved. This study presents an efficient approach by using the Gamma test (GT) to select the input variables and the training data length, so that the trial and error workload can be greatly reduced. The methodology is tested in estimating solar radiation at the Brue catchment, UK. Several nonlinear models have been developed efficiently with the aid of the GT, including local linear regression, multi-layer perceptron (MLP), Elman neural network, neural network auto-regressive model with exogenous inputs (NNARX) and adaptive neuro-fuzzy inference system (ANFIS). This work is only feasible within the time and resources constraint, due to the GT in reducing huge workload of the trial and error process.

Affiliated with

Also associated with

No associations

Rating

Comparison of LLR, MLP, Elman, NNARX and ANFIS Models—with a case study in solar radiation estimation does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.

If you have personal experience with Comparison of LLR, MLP, Elman, NNARX and ANFIS Models—with a case study in solar radiation estimation, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Comparison of LLR, MLP, Elman, NNARX and ANFIS Models—with a case study in solar radiation estimation will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFWR-SCP-O-1629477