Dr. Suresh Kumar Mandala

Key Publications

Ch. Santoshi, Suresh Kumar Mandala and L. Raghavendar Raju. “LDDHybridNet: an ROI-aware CNN–LSTM hybrid framework for accurate and early leaf disease detection in precision agriculture.” Scientific Reports, 16, Article 20284, 2026. https://doi.org/10.1038/s41598-026-50398-1
Sravan Kumar Devulapalli, Suresh Kumar Mandala and Satyanarayana Vollala. “A Hybrid Computational Linguistics Approach to Figurative Language and Sarcasm Interpretation in Text.” Journal of Intelligent & Fuzzy Systems, advance online publication, 2026. https://doi.org/10.1177/18758967261453109
Ravirakula Kamalakar and K. Suresh Kumar. “Navigating the Evolving Field of Blood Cancer Detection: Insights from Traditional Methods to Cutting-Edge Technologies.” ITEGAM-JETIA, 12(59), 1358–1367, 2026. https://doi.org/10.5935/jetia.v12i59.3443
A. Hanuman Prasad and Suresh Kumar Mandala. “Explainable Intrusion Detection with Concept Drift Adaptation Using Momentum-Enhanced Attention-Based Dilated Residual Network.” Proceedings of the National Academy of Sciences, India Section A: Physical Sciences, 2026. https://doi.org/10.1007/s40010-026-01244-6
Patthi S.; Karthiga M.; Sinha K.P.; Mandala S.K.; Anusha P.V.; Bhagyalakshmi L.; Sreelatha P.; Alagarsamy M. “Integration of Internet of Things blockchain and artificial intelligence for scalable and secure precision environmental management.” Sustainable Computing: Informatics and Systems, 48, Article 101251, 2025. https://doi.org/10.1016/j.suscom.2025.101251
Vahiduddin Shariff, NVS Pavan Kumar, N Ashokkumar, Suresh Kumar Mandala, Mohan Ajmeera, N S Koti Mani Kumar Tirumanadham and P Chiranjeevi. “SGB-IDS: A Swarm Gradient Boosting Intrusion Detection System Using Hybrid Feature Selection for Enhanced Network Security.” Journal of Theoretical and Applied Information Technology, 103(11), 4519–4531, 2025.
Ch. Santoshi and Suresh Kumar Mandala. “LEAFDISEASENET: A novel convolutional neural network architecture for detecting leaf diseases in agricultural crops.” Journal of Theoretical and Applied Information Technology, 103(5), 1851–1876, 2025. https://www.jatit.org/volumes/Vol103No5/17Vol103No5.pdf
Srikanth Bethu, M. Trupthi, Suresh Kumar Mandala, Syed Karimunnisa and Ayesha Banu. “AI-IoT Enabled Surveillance Security: DeepFake Detection and Person Re-Identification Strategies.” International Journal of Advanced Computer Science and Applications, 15(7), 1013–1022, 2024. https://doi.org/10.14569/IJACSA.2024.0150799
Sravanthi S.; Mandala S.K. “SARD-Net: A Scalable and Adaptive Deep Learning Framework for Real-Time Rumor Detection in Low-Resource and Cross-Domain Settings.” 2026 5th OPJU International Technology Conference (OTCON) on Smart Computing for Innovation and Advancement in Industry 5.0. IEEE, pp. 1–6, 2026. https://doi.org/10.1109/OTCON69332.2026.11629750
Mandala S.K.; Gurrapu N.; Palle S.; Jupaka H.; Konuganti R.B.; Pitta M. “Realistic Drug Label Prediction Using Machine Learning.” International Conference on Innovations in Computational Intelligence (ICICI-2026). IEEE, pp. 1–6, 2026. https://doi.org/10.1109/ICICI68867.2026.11564999
Mandala S.K.; Gurrapu N.; Mogili H.; Girugula V.; Eruakala K.; Atla S. “Barriers to Hearing Test Adoption: A Survey Analysis.” International Conference on Innovations in Computational Intelligence (ICICI-2026). IEEE, pp. 1–6, 2026. https://doi.org/10.1109/ICICI68867.2026.11564933
Mandala S.K.; Gurrapu N.; Abhinav P.; Sayam Hussain M.H.; Sai Kowshik R.; Mara S. “Enhancing Temperature Extreme Prediction through Uncertainty-Aware Ensemble Learning.” International Conference on Innovations in Computational Intelligence (ICICI-2026). IEEE, pp. 1–6, 2026. https://doi.org/10.1109/ICICI68867.2026.11564954
Mandala S.K.; Gurrapu N.; Shiva Chaitanya P.N.; Nikhil A.; Rahul M. “Volatility Modeling and Prediction in Real-Time Stock Markets.” International Conference on Innovations in Computational Intelligence (ICICI-2026). IEEE, pp. 1–4, 2026. https://doi.org/10.1109/ICICI68867.2026.11565017
Mandala S.K.; Gurrapu N.; Pala K.; Duguta I.; Boppidi S.R.; Gopishetty M.A. “Anomaly Detection and Predictive Modeling in District-Level Crop Production Data.” International Conference on Innovations in Computational Intelligence (ICICI-2026). IEEE, pp. 1–5, 2026. https://doi.org/10.1109/ICICI68867.2026.11565006
Mandala S.K.; Gurrapu N.; Gottimukkula R.; Somu M.; Kankanala A.; Palvai S.R. “Teen-Phone Addiction: Predictive Hybrid Modelling of Addictive Behaviour Using a Deep Learning Approach.” International Conference on Innovations in Computational Intelligence (ICICI-2026). IEEE, pp. 1–6, 2026. https://doi.org/10.1109/ICICI68867.2026.11565044
Mandala S.K.; Gurrapu N.; Gurrapu R.K.; Parimalla R.; Yashwanth C.; Balaji E. “Advanced Machine Learning Approaches for Australian Rainfall Prediction: A Comprehensive Study Using Ensemble Methods and Explainable AI.” 2026 3rd International Conference on Advancements and Key Challenges in Green Energy and Computing (AKGEC 2026). IEEE, pp. 1–6, 2026. https://doi.org/10.1109/AKGEC68790.2026.11485798
Mandala S.K.; Gurrapu N.; Praneeth K.S.; Vikas M.; Sanskar K.; Rohith T. “Accident Hotspot Detection and Spatial Analysis.” IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation. IEEE, pp. 1–6, 2026. https://doi.org/10.1109/IATMSI68868.2026.11465512
Sravan Kumar Devulapalli and Suresh Kumar Mandala. “Profiling Irony and Stereotype Spreaders on Twitter Using NLP.” In Numerical Optimization in Engineering and Sciences: Proceedings of NOIEAS 2024, Lecture Notes in Networks and Systems, 1638, pp. 73–92. Springer, 2026. https://doi.org/10.1007/978-981-95-3309-1_6
Chaithanya D.; Mandala S.K. “Advanced Skin Lesion Segmentation for Melanoma Detection Using an Enhanced SegNet Architecture with Regularization Techniques.” 2025 IEEE Pune Section International Conference (PuneCon). IEEE, pp. 1–6, 2025. https://doi.org/10.1109/PuneCon67554.2025.11377787
Mruthyunjaya Mendu and Suresh Kumar Mandala. “IoT-Based Convolutional Neural Network with Separable Layers for Accurate Brain Tumor Detection.” In Advances in Micro-Electronics, Embedded Systems and IoT: Proceedings of ICMEET 2024, Volume 1, Lecture Notes in Electrical Engineering, 1428, pp. 443–452. Springer, 2025. https://doi.org/10.1007/978-981-96-7222-6_36
Devulapalli S.K.; Mandala S.K.; Vollala S. “IRN-LB: A Lightweight Hybrid Deep Learning Model using LSTM, BERT and RNN for Sarcasm and Irony Detection in Twitter (X) Data.” 2025, 2nd Asian Conference on Intelligent Technologies (ACOIT). IEEE, pp. 1–7, 2025. https://doi.org/10.1109/ACOIT66109.2025.11436764
Elangbam B.; Mandala S. “An Unified Integrated Learning Approach for Multi-Class Skin Disease Detection.” 7th International Conference on Mobile Computing and Sustainable Informatics (ICMCSI 2026). IEEE, 2026. https://doi.org/10.1109/ICMCSI67283.2026.11412611
Sravan Kumar Devulapalli, Suresh Kumar Mandala and Satyanarayana Vollala. “KDoc-GCN: A TF-IDF-MI-Driven KNN-GCN for Sarcasm Detection on Twitter (X).” International Conference on Sustainable Communication Networks and Application (ICSCN-2025). IEEE, pp. 1183–1190, 2025. https://doi.org/10.1109/ICSCN67106.2025.11308265
Elangbam B.; Mandala S. “Image Processing and Machine Learning Approaches for Skin Diseases Diagnosis: Trends, Challenges, and Future Directions.” 2025 6th International Conference on Data Intelligence and Cognitive Informatics (ICDICI). IEEE, pp. 669–675, 2025. https://doi.org/10.1109/ICDICI66477.2025.11134944
Pavani M.; Mandala S. “SkinNet++: A Lightweight Ensemble Convolutional Layers for Real-Time Skin Cancer Detection.” 2025 6th International Conference on Data Intelligence and Cognitive Informatics (ICDICI). IEEE, pp. 1658–1663, 2025. https://doi.org/10.1109/ICDICI66477.2025.11134915
Srikanth R.; Mandala S.K. “Trends in image forensic detection: A scientometric analysis of research contributions.” AIP Conference Proceedings, 3342(1), Article 030051, 2025. https://doi.org/10.1063/5.0299067
Shaik R.; Mandala S.K.; Aluri Y.K.; Kumar V.P.; Supriya P.L.; Gurrapu N. “Wireless Energy Harvesting (WEH) and Spectrum Sharing in Cognitive Radio Networks.” 6th International Conference on Mobile Computing and Sustainable Informatics (ICMCSI-2025). IEEE, pp. 67–72, 2025. https://doi.org/10.1109/ICMCSI64620.2025.10883498
Pavani M.; Mandala S.K. “InnoDerm: An Innovative Deep-Imaging Approach for Skin Lesion Detection.” international conference on multi-agent systems for collaborative intelligence. IEEE, pp. 1894–1898, 2025. https://doi.org/10.1109/ICMSCI62561.2025.10894159
Srikanth R.; Mandala S.K.; Wadhwa G. “A Lightweight Spatial-Frequency Fusion Framework with Self-Supervised Learning for Image Forgery Detection and Localization.” 7th International Conference on Electronics and Sustainable Communication Systems, ICESC 2026 - Proceedings, 2026. https://doi.org/10.1109/ICESC70182.2026.11687590
Mandala S.K.; Baydeti N.; Baskaran S. “Optimized Energy Efficiency in Wireless Sensor Networks Using Dynamic Sub-station Placement and Q-learning-Based Cluster Head Selection.” SN Computer Science, 2026. https://doi.org/10.1007/s42979-026-05249-1
Mandala S.K.; Baydeti N.; Baskaran S. “Energy-Efficient Clustering Algorithms for Wireless Sensor Networks: A Comparative Study.” Numerical Optimization in Engineering and Sciences (NOIEAS 2024). Lecture Notes in Networks and Systems, vol. 1638, pp. 231–244. Springer, 2026. https://doi.org/10.1007/978-981-95-3309-1_16
Prasad A.H.; Mandala S.K. “Improving the Ability of Intrusion Detection Systems by Reducing both False Positives and False Negatives.” 17th International Conference on Advances in Computing, Control, and Telecommunication Technologies, ACT 2026, 2026.
Prasad A.H.; Mandala S.K. “Vulnerabilities in sight: A deep dive into security and privacy risks in computer vision.” Blockchain and Artificial Intelligence for Secure Computer Vision Technologies and Applications, 2026. https://doi.org/10.1201/9781003659112-15
Mandala S.K.; Baydeti N.; Baskaran S. “AMLRP-N: A Novel Hybrid ML and Reinforcement Learning Framework for Energy-Efficient Routing in WSNs.” Conference Proceedings - 2025 IEEE Silchar Subsection Conference, IEEE SILCON 2025, 2025. https://doi.org/10.1109/SILCON67893.2025.11327242
Subrahmanyam V.; Janaki V.; Rao P.S.; Gurrapu N.; Mandala S.K.; Roshan R. “Internet of Things(IoT) based Data Analysis for Feature Selection by Hybrid Swarm Intelligence(SI) Algorithm.” 2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation, IATMSI 2024, 2024. https://doi.org/10.1109/IATMSI60426.2024.10503278
Tiwari R.; Singh S.; Shanmugaraj G.; Mandala S.K.; Deepika C.L.N.; Soni B.P.; Uluiburotu J.V. “Leveraging Advanced Machine Learning Methods to Enhance Multilevel Fusion Score Level Computations.” Fusion: Practice and Applications, 2024. https://doi.org/10.54216/FPA.140206
Subrahmanyam V.; Nagesh O.S.; Venkatramana Reddy Y.; Rao A.P.; Suresh M.; Neelima G. “Internet of Things(IoT) Enabled Intelligent Traffic Control Management System By Hybrid Swarm Intelligence(SI) Algorithm.” 2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation, IATMSI 2024, 2024. https://doi.org/10.1109/IATMSI60426.2024.10503563
Mandala S.K.; Swamy G.R.; Aruna M.; Marepalli R.; Sandeep K.S.; Pathuri S.K. “A Novel Classifier for Detecting Oropharyngeal Cancer Using Machine Learning Techniques.” 2024 International Conference on Knowledge Engineering and Communication Systems, ICKECS 2024, 2024. https://doi.org/10.1109/ICKECS61492.2024.10616907
Mandala S.K.; Shahnaz K.V.; Gowthami C.; Aalam S.S.; Kantha B.L.; Chandran K. “Investigating the Impact of Compressed Sensing Techniques and IoT in Medical Imaging.” Journal of Intelligent Systems and Internet of Things, 2024. https://doi.org/10.54216/JISIoT.120214
Subrahmanyam V.; Bhaskar T.; Reddy C.S.; Suresh M.; Rao V.C.S. “Smart University Application: Internet of Things (IoT)-Based Smart and Random Method to Collect Waste Management System in a University Campus by Using Ant Colony Optimization (ACO) Algorithm.” Lecture Notes in Networks and Systems, 2024. https://doi.org/10.1007/978-981-99-9707-7_21
Mandala S.K.; Gurrapu N. “Machine learning method that integrates domain name understanding throughout model selection.” International Journal of Advanced Science and Technology, 2019.
Mandala S.K.; Gurrapu N.; Pulyala M.R. “A study on the development of machine learning in health analysis.” Indian Journal of Public Health Research and Development, 2018. https://doi.org/10.5958/0976-5506.2018.02094.6
Mandala S.K.; Pachouri S. “Performance evaluation of multi stage attacks prediction.” Journal of Advanced Research in Dynamical and Control Systems, 2017.
Sravan Kumar D and Suresh Kumar Mandala. “Sentimetrix: A Robust Sentiment Analysis Framework Using Ensemble Learning Transformer with Lime Interpretability.” Journal of Computational Analysis and Applications, 33(8), 2226–2236, 2024. https://eudoxuspress.com/index.php/pub/article/view/2034
Sravan Kumar Devulapalli and Suresh Kumar Mandala. “Multimodal NLP: Integrating Text and Images in Twitter Analysis.” International Journal of Communication Networks and Information Security, 17(3), 1–25, 2025. https://doi.org/10.48047/IJCNIS.17.3.25

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Research Projects/Patents

NATURAL LANGUAGE PROCESSING (NLP) AND MACHINE LEARNING-BASED SENTIMENT ANALYSIS SYSTEM

Indian patent application 202541018652; published

March 2025

SYSTEM FOR ENHANCED INTERPRETABILITY IN EXPLAINABLE AI SYSTEMS BY EMPOWERING MODEL TRANSPARENCY THROUGH LIME

Indian patent application 202541018656; published

March 2025

SYSTEM AND METHOD FOR FACILITATING DECISION-MAKING USING AUTOMATED ACTIONABLE INSIGHTS

Indian patent application 202541018657; published

March 2025

SYSTEM AND METHOD FOR CHALLAN GENERATION

Indian patent application 202541045853; published

May 2025

AI-POWERED SMART PDF EDITOR WITH PROMPT-BASED MULTI-DOCUMENT EDITING

Indian patent application 202541046947; published

May 2025

SMART ATTENDANCE SYSTEM

Indian patent application 202541042827; published

May 2025

ARTIFICIAL INTELLIGENCE BASED SYSTEM TO CONNECT TRANSPORTERS WITH FREIGHT NEEDS ON RETURN JOURNEYS

Indian patent application 202541042830; published

May 2025

Real-TimeFire Detection And Suppession System And Method Thereof

Indian patent application 202541044214; published

May 2025

PET Animal Wellness Management System

Indian patent application 202541038246; published

May 2025

Robust Bone Marrow Cancer Classification Using an Enhanced VGG-19 Framework with Noise-Guard Fusion and Empathic Firmness Strateg

Indian patent application 202541038176; published

May 2025

HEALTHE CARE MANAGEMENT SYSTEM FOR CATTLE

Indian patent application 202541038693; published

May 2025

System and Method for Gunshot Detection and Direction Localization

Indian patent application 202441094553A; published

December 2024

An Efficient ROI-Driven Hybrid LDDNet-LSTM Model for Real-Time Leaf Disease Detection in Precision Farming

Indian patent application 202641044626; published

April 2026

CLOUD-BASED SYSTEM FOR FARM MANAGEMENT

Indian patent application 202541077306; published

August 2025

CYBERSECURITY SYSTEM FOR DETECTING DDOS ATTACKS IN REAL TIME

Indian patent application 202541077331; published

August 2025

SYSTEM FOR DETECTING AND LOCALIZING TAMPERED REGIONS IN DIGITAL IMAGES

Indian patent application 202541077334; published

August 2025

SENTIMENT SHIFT BASED SARCASM DETECTION SYSTEM AND METHOD THEREOF

Indian patent application 202541096514; published

November 2025

AN EXPLAINABLE AI INTERFACE SYSTEM FOR MULTIMODAL MEDICAL DIAGNOSIS

Indian patent application 202541096576; published

November 2025

AN AUTOMATED DEEP LEARNING SYSTEM FOR ACCURATE DETECTION AND SEGMENTATION OF BRAIN TUMOURS FROM MRI SCANS

Indian patent application 202541090644; published

October 2025

A Hybrid Deep Learning and Image Processing-Based System for Automated Detection of Skin Lesions

Indian patent application 202541086320; published

October 2025

SPEECH ENHANCEMENT DEVICE

Indian patent application 202541077315; published

August 2025

A REAL-TIME ADVERSARIALLY-ROBUST MULTIMODAL SYSTEM FOR SOCIAL MEDIA RUMOR CLASSIFICATION

Indian patent application 202541100335; published

November 2025

INTERACTION SYSTEM FOR FACILITATING INTERACTION BETWEEN STUDENT AND ALUMNUS

Indian patent application 202541130389; published

January 2026

A Hybrid VisionNet Framework Integrating Transformer Attention and Efficient Feature Refinement for Accurate Skin Lesion Detection and Analysis from Medical Images

Indian patent application 202541099982; published

November 2025

An Adaptive Residual Learning-Based Diagnostic Framework for Early Detection and Classification of Melanoma and Other Skin Disorders

Indian patent application 202541107056; published

November 2025

IRONY AND STEREOTYPE DETECTION SYSTEM.

Indian patent application 202541048894; published

June 2025

Writing Assistance device for individuals with wrist malfunction

Indian patent application 202541085139; published

February 2026

SYSTEM AND METHOD FOR OPTIMIZING SALES USING ARTIFICIAL INTELLIGENCE

Indian patent application 202541056095; published

June 2025

UNIFIED DIGITAL HEALTH RECORD SYSTEM

Indian patent application 202541056096; published

June 2025

CENTRALIZED SMART ATTENDANCE SYSTEM

Indian patent application 202541056098; published

June 2025

PERSONALIZED FOOD SELECTION SYSTEM FOR SPECIAL DIETS

Indian patent application 202541056100; published

June 2025

AI - POWERED CAREER GUIDANCE SYSTEM FOR PERSONALISED CAREER PATHWAYS

Indian patent application 202541050184; published

June 2025

ADAPTIVE LEARNING SYSTEM

Indian patent application 202541048895; published

June 2025

LIVESTOCK HEALTH MONITORING SYSTEM AND METHOD THEREOF

Indian patent application 202541052590; published

June 2025

PROFILING IRONY AND STEREOTYPE SPREADERS ON TWITTER USING NLP

Indian patent application 202541052577; published

June 2025

SYSTEM FOR GENERATING CONTEXT-AWARE SCENE DESCRIPTIONS FOR VISUALLY IMPAIRED USERS

Indian patent application 202541050619; published

June 2025

Waste Collection and Composting Device

Indian patent application 202641021986; published

March 2026

System for Natural Language-Based Code Generation

Indian patent application 202641021988; published

March 2026

AI-Integrated Temperature Maintenance Device

Indian patent application 202641021989; published

March 2026

Stabilized Recording Device

Indian patent application 202641032285; published

March 2026

Interests

Research Areas

Student Supervision

Key Publications

Research Projects/Patents