Speech Emotion Recognition (SER) stands as a crucial field within Human–Computer Interaction (HCI), drawing significant attention from researchers because of its broad applications. The ability to recognize emotions conveyed through speech is essential for effective two-way communication, making it a pivotal aspect in various domains. Several existing researches have addressed certain drawbacks such as dataset issues, lack of computational efficiency, interpretability, and so on. To overcome the issues and to perform the efficient SER, a combined Triplet and Single-headed Attention-enabled Recurrent Long Gated Network (TriSiH-RLG2) model is proposed in the research, which is designed through the integration of triplet attention, single-headed attention, and recurrent networks that includes Recurrent Neural Network (RNN), Long Short-term Memory (LSTM), and Gated Recurrent Unit (GRU), which eliminates the drawbacks of each model and enhances the overall efficacy of the research. Further to elevate the accuracy of the research, the Gradient Boosting Machine (GBM) is utilized as the classifier that performs the efficient SER through the ensemble learning approach. The contributed TriSiH attention is the incorporation of the two standard attention mechanisms, which act as the spotlight to highlight the relevant features from the input, thus making the research model highly proficient. The experimentation is done using RAVDESS emotional speech dataset and the performance of the provided model is revealed through metrics such as Precision, Recall, Accuracy, and [Formula: see text]1-score that achieve 94.338%, 98.344%, 96.875%, and 96.299%, respectively.

Vaishali Rajput

Vinayak Musale

Sagar Mohite

Amruta Amune

Swati Jadhav

Biomedical Engineering Applications Basis and Communications

Biomedical Engineering: Applications, Basis and Communications is an international, interdisciplinary journal aiming at publishing up-to-date contributions on original clinical and basic research in the biomedical engineering. Research of biomedical engineering has grown tremendously in the past few decades. Meanwhile, several outstanding journals in the field have emerged, with different emphases and objectives. We hope this journal will serve as a new forum for both scientists and clinicians to share their ideas and the results of their studies.
Biomedical Engineering: Applications, Basis and Communications explores all facets of biomedical engineering, with emphasis on both the clinical and scientific aspects of the study. It covers the fields of bioelectronics, biomaterials, biomechanics, bioinformatics, nano-biological sciences and clinical engineering. The journal fulfils this aim by publishing regular research / clinical articles, short communications, technical notes and review papers. Papers from both basic research and clinical investigations will be considered.

Biomedical Engineering - Applications, Basis and Communications is an international, interdisciplinary journal dedicated to publishing the latest contributions in original clinical and basic research within the field of biomedical engineering. The research in biomedical engineering has grown significantly in recent decades, leading to the emergence of several outstanding journals, each with distinct emphases and objectives. We hope this journal will serve as a new platform for both scientists and clinicians to share their ideas and research findings.

Biomedical Engineering - Applications, Basis and Communications explores all aspects of biomedical engineering, with a focus on both clinical and scientific dimensions of the field. It covers areas such as bioelectronics, biomaterials, biomechanics, bioinformatics, nano-biological sciences, and clinical engineering. The journal fulfills its mission by publishing regular research/clinical articles, short communications, technical notes, and review papers. Papers from both basic research and clinical investigations are welcome.

《Biomedical Engineering - Applications, Basis and Communications》是一本国际性跨学科期刊，旨在发表生物医学工程领域最新的原创临床和基础研究成果。近年来，生物医学工程研究迅速发展，许多优秀的相关期刊相继涌现，各自有不同的侧重点和目标。我们希望本期刊能成为科学家和临床医生分享思想和研究成果的新平台。

《Biomedical Engineering - Applications, Basis and Communications》探讨生物医学工程的各个方面，重点关注研究的临床和科学层面。期刊涵盖生物电子学、生物材料、生物力学、生物信息学、纳米生物科学和临床工程等领域。为实现这一目标，期刊定期发表研究/临床文章、简短通讯、技术笔记和综述论文。我们将考虑基础研究和临床研究的论文。

SPEECH EMOTION RECOGNITION USING COMBINED TRIPLET AND SINGLE-HEADED ATTENTION-ENABLED INTEGRATED RECURRENT NETWORK

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Journal Info

Category	Quartile
ENGINEERING, BIOMEDICAL	4