Att-MSR-GraphSAGE: An Attention-Guided Multi-Scale Residual Graph Neural Network for Human-Centric Stress-Factor Modeling.

Ravi Kumar Kottala

Kiran Kumar Patro Sidheswar Routray C. Madan Kumar Kranthi Kumar Lella M. Jaya Manmadha Rao Ravi Kumar Kottala Att-MSR-GraphSAGE: An Attention-Guided Multi-Scale Residual Graph Neural Network for Human-Centric Stress-Factor Modeling. 2026 37435-37450 14 IEEE Access https://doi.org/10.1109/ACCESS.2026.3671315 db/journals/access/access14.html#PatroRKLRK26 streams/journals/access

Umamaheswara Raju R. S. Ravi Kumar Kottala B. Madhava Varma Palla Krishna Praveen Barmavatu Internet of Things and hybrid models-based interpretation systems for surface roughness estimation - CORRIGENDUM. 2025 39 Artif. Intell. Eng. Des. Anal. Manuf. https://doi.org/10.1017/s0890060425000071 db/journals/aiedam/aiedam39.html#SKVKB25 streams/journals/aiedam

Ravi Kumar Kottala Sankaraiah Mogaligunta Makham Satyanarayana Gupta Seepana Praveenkumar Ramakrishna Raghutu Kiran Kumar Patro Sampath Dakshina Murthy Achanta Dharmaiah Gurram Numerical Investigation Using Machine Learning Process Combination of Bio PCM and Solar Salt for Thermal Energy Storage Applications. 998 2025 17 Symmetry 7 https://doi.org/10.3390/sym17070998 db/journals/symmetry/symmetry17.html#KottalaMGPRPAG25 streams/journals/symmetry

Umamaheswara Raju R. S. Ravi Kumar Kottala B. Madhava Varma Palla Krishna Praveen Barmavatu Internet of Things and hybrid models-based interpretation systems for surface roughness estimation. 2024 38 Artif. Intell. Eng. Des. Anal. Manuf. https://doi.org/10.1017/s0890060424000192 db/journals/aiedam/aiedam38.html#RajuKVKB24 streams/journals/aiedam

Sampath Dakshina Murthy Achanta Praveen Barmavatu Makham Satyanarayana Gupta Dharmaiah Gurram Palla Krishna C. Madan Kumar Kranthi Kumar Lella Sankaraiah Mogaligunta Kiran Kumar Patro Seepana Praveenkumar Ramakrishna Raghutu M. Jaya Manmadha Rao Sidheswar Routray Umamaheswara Raju R. S. B. Madhava Varma