Comparison Study of an In-house Developed Tool and Commercial Software for ANN Modeling
This study presents a comparison of an in-house developed tool called Artificial Neural Network Model Developer (ANNMD) and commercial software for modeling with Artificial Neural Networks (ANNs). The development of ANNMD is based on initiatives from previous experiences in ANN modeling of complex energy systems which require extensive examination of measured parameters in order to obtain reliable ANN models. The ANNMD is a generic tool the main idea of which is to perform fast, user-friendly modeling and with automated sensitivity analysis (SA) in conjunction with parameters that are important in every ANN modeling. In addition, commercial software for ANN modeling - which has been present on the market for more than a decade - was used. The comparison was established on the same basis with respect to network configuration, main training settings and data used, hence enabling as objective analysis as possible. Modeling time, number of trainings and models accuracy obtained by the two tools were the measures for the comparison.
Artificial Neural Networks Modeling Generic tool Comparison study Energy systems
J.Smrekar M.Assadi
Department of Mechanical and Structural Engineering and Materials Science,University of Stavanger, S Department of Mechanical and Structural Engineering and Materials Science,University of Stavanger,St
国际会议
厦门
英文
1510-1516
2010-10-29（万方平台首次上网日期，不代表论文的发表时间）