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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: April 2026
Volume 11 | Issue 4
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 119
Article Submitted : 23355
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| Paper Title: | Speech emotion recognition using matlab |
| Authors Name: | Praveenraj D , Jeyadharshan JV , Arunmozhikalanchiyam B |
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IJRTI_209628
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| Published Paper Id: | IJRTI2604014 |
| Published In: | Volume 11 Issue 4, April-2026 |
| DOI: | |
| Abstract: | Abstract—Mental health disorders are growing exponentially, yet early identification is hindered by current dependence on subjective evaluation. Responding to this, a realtime Speech Emotion Recognition (SER) system is conceived for objective and constant monitoring of emotional states. The system processes live input speech, extracting Mel-Frequency Cepstral Coefficients (MFCCs) for extracting important spectral and timbral features. The extracted features are used for a hybrid Deep Belief Network–Long Short-Term Memory (DBN-LSTM) model, wherein the DBN achieves deep feature learning and the LSTM learns temporal relationships, improving accuracy of emotion classification. The system recognizes stress, anger, happiness, and neutral state emotions and offers concrete information about a person's state of mind. The overall aim is toward non-invasive, individualized monitoring of mental health. The novelty of the framework resides in synthesizing speech processing and a hybrid DBNLSTM structure for real-time emotion identification, facilitating early intervention and virtual healthcare applications. |
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| Cite Article: | "Speech emotion recognition using matlab", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2456-3315, Vol.11, Issue 4, page no.a109-a115, April-2026, Available :http://www.ijrti.org/papers/IJRTI2604014.pdf |
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2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2604014
Registration ID:209628
Published In: Volume 11 Issue 4, April-2026
DOI (Digital Object Identifier):
Page No: a109-a115 Country: Chennai , Tamilnadu , INDIA Research Area: Computer Science & Technology Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2604014 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2604014 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
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