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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: May 2026
Volume 11 | Issue 5
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 120
Article Submitted : 24204
Article Published : 9239
Total Authors : 24597
Total Reviewer : 847
Total Countries : 165
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| Paper Title: | Human-Centric Companion System for Enhancing Personal Wellbeing Using Machine Learning |
| Authors Name: | Mrs. A. Rajeswari , K. Yashwanth , M. Kushal , M. Uday Kiran |
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IJRTI_211485
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| Published Paper Id: | IJRTI2604273 |
| Published In: | Volume 11 Issue 4, April-2026 |
| DOI: | |
| Abstract: | This paper presents the Human-Centric Companion System (HCCS), an intelligent framework designed to enhance personal wellbeing through real time emotion recognition and stress analysis using Machine Learning. The system combines facial emotion detection via a CNN Bi-LSTM model and stress estimation through physiological sensor data (PPG and accelerometer signals). It integrates multimodal data using a Fast API-based backend and a React + Vite frontend interface. The model classifies emotional states such as happiness, sadness, fear, and anger, while computing a stress score derived from wearable signals. The solution provides a personalized dash- board for monitoring mental wellness, generating insights, and promoting emotional awareness. The proposed system achieves 85% accuracy in emotion recognition and 82% correlation between facial and physiological stress metrics, demonstrating its effectiveness in human centered wellbeing applications. |
| Keywords: | Emotion Recognition, Stress Detection, CNN- Bi LSTM, Machine Learning, Fast API, React, Physiological Signals, Human Wellbeing |
| Cite Article: | "Human-Centric Companion System for Enhancing Personal Wellbeing Using Machine Learning", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2456-3315, Vol.11, Issue 4, page no.b990-b993, April-2026, Available :http://www.ijrti.org/papers/IJRTI2604273.pdf |
| Downloads: | 000205506 |
| ISSN: |
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: IJRTI2604273
Registration ID:211485
Published In: Volume 11 Issue 4, April-2026
DOI (Digital Object Identifier):
Page No: b990-b993 Country: -, -, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2604273 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2604273 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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