Multi-objective deep Q-self-attention transformer for PM2.5 prediction on edge devices.

C. Balasubramanian

C. Balasubramanian H. Kareemullah R. S. Arunkumar P. Saravana Kumar S. M. Revathi Multi-objective deep Q-self-attention transformer for PM2.5 prediction on edge devices. 2026 June 11 30 GeoInformatica 1 https://doi.org/10.1007/s10707-026-00565-3 db/journals/geoinformatica/geoinformatica30.html#BalasubramanianKAKR26 streams/journals/geoinformatica

P. Vimal Kumar C. Balasubramanian Distributed SDN for energy-efficient routing in large-scale IIoT using sculptor dream optimization-based deep learning. 2026 June 1769-1782 32 Wirel. Networks 3 https://doi.org/10.1007/s11276-026-04151-1 db/journals/winet/winet32.html#KumarB26 streams/journals/winet

V. Krishna Meera C. Balasubramanian Praveen Ramalingam Hybrid Hippopotamus Optimization Algorithm-Based Energy-Efficient Stable Cluster Construction Protocol for Data Routing in VANETs. 2025 38 Int. J. Commun. Syst. 13 https://doi.org/10.1002/dac.70171 db/journals/ijcomsys/ijcomsys38.html#MeeraBR25 streams/journals/ijcomsys

R. K. Soundarayaa C. Balasubramanian Komodo Mlipir Algorithm-based optimal route determination mechanism for improving Quality of Service in Vehicular ad hoc network. 100956 2024 42 Sustain. Comput. Informatics Syst. https://doi.org/10.1016/j.suscom.2024.100956 https://www.wikidata.org/entity/Q129673436 db/journals/suscom/suscom42.html#SoundarayaaB24

K. Karthik C. Balasubramanian Improved Green Anaconda Optimization Algorithm-based Coverage Path Planning Mechanism for heterogeneous unmanned aerial vehicles. 100961 2024 42 Sustain. Comput. Informatics Syst. https://doi.org/10.1016/j.suscom.2024.100961 https://www.wikidata.org/entity/Q129632357 db/journals/suscom/suscom42.html#KarthikB24

V. Krishna Meera C. Balasubramanian A hybrid fennec fox and sand cat optimization algorithm for clustering scheme in VANETs. 100983 2024 42 Sustain. Comput. Informatics Syst. https://doi.org/10.1016/j.suscom.2024.100983 db/journals/suscom/suscom42.html#MeeraB24

G. Sathya C. Balasubramanian Hybrid Boosted Chameleon and modified Honey Badger optimization algorithm-based energy efficient cluster routing protocol for cognitive radio sensor network. 101023 2024 43 Sustain. Comput. Informatics Syst. https://doi.org/10.1016/j.suscom.2024.101023 db/journals/suscom/suscom43.html#SathyaB24 streams/journals/suscom

N. Jagadish Kumar C. Balasubramanian Cost-efficient resource scheduling in cloud for big data processing using metaheuristic search black widow optimization (MS-BWO) algorithm. 4397-4417 2023 44 J. Intell. Fuzzy Syst. 3 https://doi.org/10.3233/JIFS-222048 db/journals/jifs/jifs44.html#KumarB23

N. Jagadish Kumar C. Balasubramanian Hybrid Gradient Descent Golden Eagle Optimization (HGDGEO) Algorithm-Based Efficient Heterogeneous Resource Scheduling for Big Data Processing on Clouds. 1175-1195 2023 March 129 Wirel. Pers. Commun. 2 https://doi.org/10.1007/s11277-023-10182-0 db/journals/wpc/wpc129.html#KumarB23

M. K. Nagarajan N. Janakiraman 0001 C. Balasubramanian A new routing protocol for WSN using limit-based Jaya sail fish optimization-based multi-objective LEACH protocol: an energy-efficient clustering strategy. 2131-2153 2022 28 Wirel. Networks 5 https://doi.org/10.1007/s11276-022-02963-5 db/journals/winet/winet28.html#NagarajanJB22

P. Vimal Kumar C. Balasubramanian Trilateral Spearman Katz Centrality Based Least Angle Regression for Influential Node Tracing in Social Network. 2767-2790 2022 122 Wirel. Pers. Commun. 3 https://doi.org/10.1007/s11277-021-09029-3 db/journals/wpc/wpc122.html#KumarB22

B. Guru Prakash C. Balasubramanian R. Sukumar An approach by adopting multi-objective clustering and data collection along with node sleep scheduling for energy efficient and delay aware WSN. 304-319 2020 13 Peer-to-Peer Netw. Appl. 1 https://doi.org/10.1007/s12083-019-00779-3 db/journals/ppna/ppna13.html#PrakashBS20

R. Venkatesh 0002 C. Balasubramanian Madasamy Kaliappan Development of Big Data Predictive Analytics Model for Disease Prediction using Machine learning Technique. 272:1-272:8 2019 43 J. Medical Syst. 8 https://doi.org/10.1007/s10916-019-1398-y https://www.wikidata.org/entity/Q91667182 db/journals/jms/jms43.html#VenkateshBK19

S. Abijah Roseline A. D. Sasisri S. Geetha 0001 C. Balasubramanian Towards Efficient Malware Detection and Classification using Multilayered Random Forest Ensemble Technique. 1-6 2019 ICCST https://doi.org/10.1109/CCST.2019.8888406 conf/iccst/2019 db/conf/iccst/iccst2019.html#RoselineS0B19

B. Guru Prakash R. Sukumar C. Balasubramanian A Swarm Intelligence Based Clustering Technique with Scheduling for the Amelioration of Lifetime in Sensor Networks. 3189-3207 2018 103 Wirel. Pers. Commun. 4 https://doi.org/10.1007/s11277-018-6002-0 https://www.wikidata.org/entity/Q129189743 db/journals/wpc/wpc103.html#PrakashSB18

C. Balasubramanian S. Selvakumar 0002 S. Geetha 0001 High payload image steganography with reduced distortion using octonary pixel pairing scheme. 2223-2245 2014 73 Multim. Tools Appl. 3 https://doi.org/10.1007/s11042-013-1640-4 db/journals/mta/mta73.html#BalasubramanianSG14

M. S. Danessh C. Balasubramanian K. Duraiswamy Similarity Data Item Set Approach: An Encoded Temporal Data Base Technique http://arxiv.org/abs/1003.4076 2010 CoRR abs/1003.4076 db/journals/corr/corr1003.html#abs-1003-4076

C. Balasubramanian K. Duraiswamy An Application of Bayesian classification to Interval Encoded Temporal mining with prioritized items http://arxiv.org/abs/0908.0984 2009 CoRR abs/0908.0984 db/journals/corr/corr0908.html#abs-0908-0984

C. Balasubramanian J. J. Garcia-Luna-Aceves Shortest Multipath Routing using Labeled Distances. 314-323 2004 MASS https://doi.org/10.1109/MAHSS.2004.1392170 https://doi.ieeecomputersociety.org/10.1109/MAHSS.2004.1392170 conf/mass/2004 db/conf/mass/mass2004.html#Balasubramanian04 R. S. Arunkumar M. S. Danessh K. Duraiswamy J. J. Garcia-Luna-Aceves S. Geetha 0001 N. Janakiraman 0001 Madasamy Kaliappan H. Kareemullah K. Karthik N. Jagadish Kumar P. Saravana Kumar P. Vimal Kumar V. Krishna Meera M. K. Nagarajan B. Guru Prakash Ramalingam PraveenPraveen Ramalingam S. M. Revathi S. Abijah Roseline A. D. Sasisri G. Sathya S. Selvakumar 0002 R. K. Soundarayaa R. Sukumar R. Venkatesh 0002