PROJECT TITLE :

Comprehensive Modeling of U-Tube Steam Generators Using Extreme Learning Machines

ABSTRACT:

This paper proposes artificial neural network and fuzzy system-based mostly extreme learning machines (ELM) for offline and online modeling of U-tube steam generators (UTSG). Water level of UTSG systems is predicted in a very one-step-ahead fashion using nonlinear autoregressive with exogenous input (NARX) topology. Modeling information are generated employing a well-known and widely accepted dynamic model reported within the literature. Model performances are analyzed with totally different range of neurons for the neural network and with completely different number of rules for the fuzzy system. UTSG models are designed at completely different reactor power levels in addition to full range that corresponds to all or any reactor operating powers. A quantitative comparison of the models are created using the basis-mean-squared error (RMSE) and also the minimum-descriptive-length (MDL) criteria. Furthermore, standard back propagation learning-primarily based neural and fuzzy models are also designed for comparing ELMs to classical artificial models. The benefits and drawbacks of the designed models are discussed.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : Comprehensive Diagnosis and Tolerance Strategies for Electrical Faults and Sensor Faults in Dual Three-Phase PMSM Drives ABSTRACT: To increase the dependability of dual three-phase permanent-magnet synchronous
PROJECT TITLE :A Comprehensive Study on Social Network Mental Disorders Detection via Online Social Media Mining - 2018ABSTRACT:The explosive growth in popularity of social networking ends up in the problematic usage. An increasing
PROJECT TITLE : Genetic Improvement of Software: a Comprehensive Survey - 2017 ABSTRACT: Genetic improvement uses automated search to find improved versions of existing software. We tend to gift a comprehensive survey of this
PROJECT TITLE : A Novel Variable Precision Reduction Approach to Comprehensive Knowledge Systems - 2017 ABSTRACT: A comprehensive information system reveals the intangible insights hidden in an data system by integrating info
PROJECT TITLE :Modeling, Limits and Baseline of Voltage Interharmonics Generation in Andean Wind FarmsABSTRACT:The subsequent study focuses on the analysis of voltage interharmonics based mostly on power quality experimental information

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry