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Voice to Face Recognition Using Spectral ERB-DMLP Algorithms

Computers, Materials & Continua 2022年第10期73卷 2187-2204页

作者： fauzi a.bala Osman N.Ucan Oguz Bayat School of Engineering and Natural Science Altinbas University34217Turkey College of Engineering Electrical and Electronic EngineeringMisurata UniversityLibya

Designing an authentication system for securing the power plants are important to allow only specific staffs of the power plant to access the certain blocks so that they can be restricted from using high risk-oriented *** authentication is also vital to prevent any security threats or risks like compromises of business server,release of confidential data *** conventional works attempted to accomplish better authentication,they lacked with respect to ***,the study aims to enhance the recognition rate by introducing a voice recognition system as a personal authentication based on Deep Learning(DL)due to its ability to perform effective *** study proposes Equivalent Rectangular Bandwidth and Deep Multi-Layer Perceptron(ERB-DMLP)as it has the ability to perform efficient and relevant feature extraction and faster *** algorithm also has the ability to establish effective correlation between voices and images and achieve the semantic relationship between *** preprocessing is initially performed to make it suitable for further processing by removing the noise and enhancing the quality of *** process is also vital to minimize the extra computations so that the overall efficacy of the system can be made flexible by considering the audio files as features and the images as labels to identify a person’s voice by classifying the extracted features from the ERB Feature *** is then passed as the input into DMLP model to classify the persons,and trained the model to make an accurate classification of audio with corresponding image labels,and perform the performance test based on the trained ***,relevant feature extraction and faster classification ability of the proposed work has made it explore better outcomes that is confirmed through results.

关键词： Authentication system power plant equivalent rectangular bandwidth deep multi-layer perceptron convolution neural network

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