Adaptive marine intelligence and sensing architecture for autonomous underwater ecosystem monitoring using AI and IoT integration.

P. Punitha 0001 Punitha Puttu Swamy Punitha Puttuswamy Anna University, SNS College of Technology, Coimbatore, India PES Institute of Technology, Department of Computer Applications, Bengaluru, India Glasgow University, Department of Computer Science, UK University of Mysore, Manasagangothri, Department of Studies in Computer Science, India https://www.linkedin.com/in/punitha-puttuswamy-8682255 https://orcid.org/0000-0003-0727-7072 https://ieeexplore.ieee.org/author/37297360200 P. Punitha P. Punitha 0002 Vellore Institute of Technology, School of Advanced Science, Department of Mathematics, India

M. Ananthi R. Lakshmana Kumar BalaAnand Muthu P. Punitha 0001 Adaptive marine intelligence and sensing architecture for autonomous underwater ecosystem monitoring using AI and IoT integration. 2026 162-181 30 Intell. Data Anal. 1 https://doi.org/10.1177/1088467x251339271 db/journals/ida/ida30.html#AnanthiKMP26 streams/journals/ida

Manikandan Sundaram Kujani T R. Lakshmana Kumar P. Punitha 0001 A Gradient-Based Approach for Sustainable Data Compression and Edge Processing in Underwater IoT Networks. 2026 39 Int. J. Commun. Syst. 6 https://doi.org/10.1002/dac.70459 db/journals/ijcomsys/ijcomsys39.html#SundaramTKP26 streams/journals/ijcomsys

Cp Thamilselvi Vinoth Kumar Sakthivelu Renas Rajab Asaad Punitha Puttu Swamy Lakshmana Kumar Ramasamy An integrative framework for brain tumor segmentation and classification using neuraclassnet. 435-458 2025 29 Intell. Data Anal. 2 https://doi.org/10.3233/ida-240108 db/journals/ida/ida29.html#ThamilselviKASR25 streams/journals/ida

M. Shyamala Devi R. Aruna Saman M. Almufti P. Punitha 0001 R. Lakshmana Kumar Bone feature quantization and systematized attention gate UNet-based deep learning framework for bone fracture classification. 513-538 2025 29 Intell. Data Anal. 2 https://doi.org/10.3233/ida-240431 db/journals/ida/ida29.html#DeviAAPK25 streams/journals/ida

V. Padmavathi C. Suresh R. Lakshmana Kumar P. Punitha 0001 Adaptive AI-Enhanced Signal Processing Framework for Optimized Communication in the Internet of Underwater Things (IOUT). 2558002:1-2558002:35 2025 39 Int. J. Pattern Recognit. Artif. Intell. 7 https://doi.org/10.1142/S0218001425580029 db/journals/ijprai/ijprai39.html#PadmavathiSK025

Manikandan Sundaram Vinoth Kumar Sakthivelu R. Lakshmana Kumar P. Punitha 0001 DRF-YOLO: A Transformer-Enhanced Framework for Underwater Image Enhancement and Object Detection. 2550011:1-2550011:29 2025 39 Int. J. Pattern Recognit. Artif. Intell. 8 https://doi.org/10.1142/S0218001425500119 db/journals/ijprai/ijprai39.html#SundaramSK025

Mohammed Hasan Ali Mustafa Musa Jaber J. Alfred Daniel C. Chandru Vignesh Iyapparaja Meenakshisundaram B. Santhosh Kumar P. Punitha 0001 Autonomous vehicles decision-making enhancement using self-determination theory and mixed-precision neural networks. 35263-35286 2025 September 84 Multim. Tools Appl. 29 https://doi.org/10.1007/s11042-023-14375-4 db/journals/mta/mta84.html#AliJDVMKP25 streams/journals/mta

S. Jayanthi R. Lakshmana Kumar P. Punitha 0001 Muthu BalaAnand C. B. Sivaparthipan 0001 Sustainable energy harvesting techniques for underwater aquatic systems with multi-source and low-energy solutions. 101126 2025 46 Sustain. Comput. Informatics Syst. https://doi.org/10.1016/j.suscom.2025.101126 db/journals/suscom/suscom46.html#JayanthiKPBS25 streams/journals/suscom

C. P. Thamil Selvi R. Lakshmana Kumar P. Punitha 0001 Enhancing data security in the cloud using MECC-SIDH enhanced CL-HPAEKS scheme. 2477-2494 2025 March 31 Wirel. Networks 3 https://doi.org/10.1007/s11276-024-03891-2 db/journals/winet/winet31.html#SelviKP25 streams/journals/winet

P. Punitha 0001 R. Lakshmana Kumar S. Revathi R. Premalatha R. S. Aiswarya Secured Framework with a Hash Function-Enabled Keyword Search in Cloud Storage Services. 2450001:1-2450001:33 2024 September 33 Int. J. Cooperative Inf. Syst. 3 https://doi.org/10.1142/S0218843024500011 https://www.wikidata.org/entity/Q125476958 db/journals/ijcis/ijcis33.html#PunithaKRPA24 streams/journals/ijcis

P. Punitha 0001 C. B. Sivaparthipan 0001 Bala Anand Muthu R. Lakshmana Kumar A policy configured resource management scheme for AHNS using link reliability K-means clustering algorithm and Weibull distribution-based blue monkey optimization. 2024 37 Int. J. Commun. Syst. 12 https://doi.org/10.1002/dac.5850 db/journals/ijcomsys/ijcomsys37.html#PunithaSMK24 streams/journals/ijcomsys

P. V. Venkateswara Rao M. Anand J. Alfred Daniel C. B. Sivaparthipan 0001 S. Stewart Kirubakaran Lydia J. Gnanasigamani P. Punitha 0001 Millimeter assisted wave technologies in 6G assisted wireless communication systems: a new paradigm for 6G collaborative learning. 5723-5742 2024 August 30 Wirel. Networks 6 https://doi.org/10.1007/s11276-023-03324-6 db/journals/winet/winet30.html#RaoADSKGP24 streams/journals/winet

J. Shanthini P. Punitha 0001 S. Karthik 0001 Improvisation of Node Mobility Using Cluster Routing-based Group Adaptive in MANET. 2619-2636 2023 44 Comput. Syst. Sci. Eng. 3 https://doi.org/10.32604/csse.2023.027330 db/journals/csse/csse44.html#ShanthiniPK23

K. Rajakumari P. Punitha 0001 R. Lakshmana Kumar C. Suresh Improvising packet delivery and reducing delay ratio in mobile ad hoc network using neighbor coverage-based topology control algorithm. 2022 35 Int. J. Commun. Syst. 2 https://doi.org/10.1002/dac.4260 https://www.wikidata.org/entity/Q126396832 db/journals/ijcomsys/ijcomsys35.html#RajakumariPKS22

Dhanya Bibin Madhu S. Nair P. Punitha 0001 Malaria Parasite Detection From Peripheral Blood Smear Images Using Deep Belief Networks. 9099-9108 2017 5 IEEE Access https://doi.org/10.1109/ACCESS.2017.2705642 db/journals/access/access5.html#BibinNP17

Hemant Misra Frank Hopfgartner Anuj Goyal P. Punitha 0001 Joemon M. Jose TV News Story Segmentation Based on Semantic Coherence and Content Similarity. 347-357 2010 MMM https://doi.org/10.1007/978-3-642-11301-7_36 conf/mmm/2010 db/conf/mmm/mmm2010.html#MisraHGPJ10 Peter Wilkins Raphaël Troncy Martin Halvey Daragh Byrne Alia Amin P. Punitha 0001 Alan F. Smeaton Robert Villa User variance and its impact on video retrieval benchmarking. 2009 CIVR https://doi.org/10.1145/1646396.1646400 https://www.wikidata.org/entity/Q60192110 conf/civr/2009 db/conf/civr/civr2009.html#WilkinsTHBAPSV09 Teerapong Leelanupab Guido Zuccon Anuj Goyal Martin Halvey P. Punitha 0001 Joemon M. Jose University of Glasgow at ImageCLEFPhoto 2009: Optimising Similarity and Diversity in Image Retrieval. 133-141 2009 CLEF (2) https://doi.org/10.1007/978-3-642-15751-6_14 conf/clef/2009-2 db/conf/clef/clef2009-2.html#LeelanupabZGHPJ09 Guido Zuccon Teerapong Leelanupab Anuj Goyal Martin Halvey P. Punitha 0001 Joemon M. Jose The University of Glasgow at ImageCLEFPhoto 2009. 2009 CLEF (Working Notes) https://ceur-ws.org/Vol-1175/CLEF2009wn-ImageCLEF-ZucconEt2009.pdf conf/clef/2009w db/conf/clef/clef2009w.html#ZucconLGHPJ09 Martin Halvey P. Punitha 0001 David Hannah Robert Villa Frank Hopfgartner Anuj Goyal Joemon M. Jose Diversity, Assortment, Dissimilarity, Variety: A Study of Diversity Measures Using Low Level Features for Video Retrieval. 126-137 2009 ECIR https://doi.org/10.1007/978-3-642-00958-7_14 conf/ecir/2009 db/conf/ecir/ecir2009.html#HalveyPHVHGJ09 Anuj Goyal P. Punitha 0001 Frank Hopfgartner Joemon M. Jose Split and Merge Based Story Segmentation in News Videos. 766-770 2009 ECIR https://doi.org/10.1007/978-3-642-00958-7_82 conf/ecir/2009 db/conf/ecir/ecir2009.html#GoyalPHJ09 Wolfgang Weiss Tobias Bürger Robert Villa Punitha Puttu Swamy Wolfgang Halb SALERO Intelligent Media Annotation & Search. 622-629 2009 I-SEMANTICS http://www.i-semantics.at/2009/papers/salero_intelligent_media_annotation_search.pdf conf/i-semantics/2009 db/conf/i-semantics/i-semantics2009.html#WeissBVSH09 Devanur S. Guru S. Manjunath P. Punitha 0001 Topological Triangular Spatial Relationship. 1873-1886 2009 IICAI conf/iicai/2009 db/conf/iicai/iicai2009.html#GuruMP09 Mika Luma Tuomola Teemu Korpilahti Jaakko Pesonen Abhigyan Singh Robert Villa P. Punitha 0001 Yue Feng 0002 Joemon M. Jose Concept, content and the convict. 1063-1072 2009 ACM Multimedia https://doi.org/10.1145/1631272.1631512 conf/mm/2009 db/conf/mm/mm2009.html#TuomolaKPSVPFJ09 Wolfgang Weiss Tobias Bürger Robert Villa P. Punitha 0001 Wolfgang Halb Statement-Based Semantic Annotation of Media Resources. 52-64 2009 SAMT https://doi.org/10.1007/978-3-642-10543-2_7 conf/samt/2009 db/conf/samt/samt2009.html#WeissBVPH09 P. Punitha 0001 Joemon M. Jose Shot Boundary Detection Based on Eigen Coefficients and Small Eigen Value. 126-136 2009 SAMT https://doi.org/10.1007/978-3-642-10543-2_13 conf/samt/2009 db/conf/samt/samt2009.html#PunithaJ09 P. Punitha 0001 Joemon M. Jose Anuj Goyal Topic prerogative feature selection using multiple query examples for automatic video retrieval. 804-805 2009 SIGIR https://doi.org/10.1145/1571941.1572137 conf/sigir/2009 db/conf/sigir/sigir2009.html#PunithaJG09 P. Punitha 0001 Hemant Misra Reede Ren David Hannah Anuj Goyal Robert Villa Joemon M. Jose Glasgow University at TRECVID 2009. 2009 TRECVID https://www-nlpir.nist.gov/projects/tvpubs/tv9.papers/glasgow.pdf conf/trecvid/2009 db/conf/trecvid/trecvid2009.html#PunithaMRHGVJ09 P. Punitha 0001 D. S. Guru Intelligent Image Archival and Retrieval System. 1066-1072 2009 Encyclopedia of Data Warehousing and Mining http://www.igi-global.com/Bookstore/Chapter.aspx?TitleId=10953 reference/dataware/2009 db/reference/dataware/dataware2009.html#PunithaG09

P. Punitha 0001 D. S. Guru Symbolic image indexing and retrieval by spatial similarity: An approach based on B-tree. 2068-2085 2008 41 Pattern Recognit. 6 https://doi.org/10.1016/j.patcog.2007.09.012 db/journals/pr/pr41.html#PunithaG08

Reede Ren P. Punitha 0001 Joemon M. Jose Video redundancy detection in rushes collection. 65-69 2008 TVS https://doi.org/10.1145/1463563.1463574 conf/mm/2008tvs db/conf/mm/tvs2008.html#RenPJ08 P. Punitha 0001 Thierry Urruty Yue Feng 0002 Martin Halvey Anuj Goyal David Hannah Iraklis A. Klampanos Vassilios Stathopoulos 0002 Robert Villa Joemon M. Jose Glasgow University at TRECVID 2008. 2008 TRECVID http://www-nlpir.nist.gov/projects/tvpubs/tv8.papers/glasgow.pdf conf/trecvid/2008 db/conf/trecvid/trecvid2008.html#PunithaUFHGHKSVJ08 Peter Wilkins Daragh Byrne Gareth J. F. Jones Hyowon Lee 0001 Gordon Keenan Kevin McGuinness Noel E. O'Connor Neil O'Hare Alan F. Smeaton Tomasz Adamek Raphaël Troncy Alia Amin Rachid Benmokhtar Emilie Dumont Benoit Huet Bernard Mérialdo Giorgos Tolias Evaggelos Spyrou Yannis Avrithis Georgios Th. Papadopoulos Vasileios Mezaris Ioannis Kompatsiaris Roland Mörzinger Peter Schallauer Werner Bailer Krishna Chandramouli Ebroul Izquierdo Lutz Goldmann Martin Haller Amjad Samour Andreas Cobet Thomas Sikora Pavel Praks David Hannah Martin Halvey Frank Hopfgartner Robert Villa P. Punitha 0001 Anuj Goyal Joemon M. Jose K-Space at TRECVid 2008. 2008 TRECVID http://www-nlpir.nist.gov/projects/tvpubs/tv8.papers/kspace.pdf conf/trecvid/2008 db/conf/trecvid/trecvid2008.html#WilkinsBJLKMOOSATABDHMTSAPMKMSBCIGHSCSPHHHVPGJ08 P. Punitha 0001 Naveen Onkarappa D. S. Guru Indexing of Document Images Based on Triangular Spatial Relationships. 533-537 2007 conf/iccta/2007 ICCTA https://doi.org/10.1109/ICCTA.2007.73 https://doi.ieeecomputersociety.org/10.1109/ICCTA.2007.73 db/conf/iccta/iccta2007.html#PunithaNG07 Reede Ren Punitha Puttu Swamy Joemon M. Jose Jana Urban Attention-based video summarisation in rushes collection. 89-93 2007 TVS https://doi.org/10.1145/1290031.1290048 conf/mm/2007tvs db/conf/mm/tvs2007.html#RenSJU07 P. Punitha 0001 Joemon M. Jose Glasgow University at TRECVID 2007. 2007 TRECVID http://www-nlpir.nist.gov/projects/tvpubs/tv7.papers/glasgow_university.pdf conf/trecvid/2007 db/conf/trecvid/trecvid2007.html#PunithaJ07

P. Punitha 0001 D. S. Guru An Effective and Efficient Exact Match Retrieval Scheme for Symbolic Image Database Systems Based on Spatial Reasoning: A Logarithmic Search Time Approach. 1368-1381 2006 18 IEEE Trans. Knowl. Data Eng. 10 https://doi.org/10.1109/TKDE.2006.154 http://doi.ieeecomputersociety.org/10.1109/TKDE.2006.154 db/journals/tkde/tkde18.html#PunithaG06

M. Y. Ashkan D. S. Guru P. Punitha 0001 Skew Estimation in Persian Documents: A Novel Approach. 64-70 2006 conf/IEEEcgiv/2006 CGIV https://doi.org/10.1109/CGIV.2006.79 https://doi.ieeecomputersociety.org/10.1109/CGIV.2006.79 db/conf/IEEEcgiv/cgiv2006.html#AshkanGP06 P. Punitha 0001 Naveen Onkarappa D. S. Guru Indexing and Retrieval of Document Images by Spatial Reasoning. 457-464 2006 conf/icdcit/2006 ICDCIT https://doi.org/10.1007/11951957_40 db/conf/icdcit/icdcit2006.html#PunithaNG06

P. Punitha 0001 D. S. Guru An invariant scheme for exact match retrieval of symbolic images: Triangular spatial relationship based approach. 893-907 2005 26 Pattern Recognit. Lett. 7 https://doi.org/10.1016/j.patrec.2004.09.051 db/journals/prl/prl26.html#PunithaG05

D. S. Guru P. Punitha 0001 An invariant scheme for exact match retrieval of symbolic images based upon principal component analysis. 73-86 2004 25 Pattern Recognit. Lett. 1 https://doi.org/10.1016/j.patrec.2003.09.003 db/journals/prl/prl25.html#GuruP04

D. S. Guru P. Punitha 0001 S. Mahesh Skew Estimation in Digitised Documents: A Novel Approach. 314-319 2004 conf/icvgip/2004 ICVGIP db/conf/icvgip/icvgip2004.html#GuruPM04 P. Punitha 0001 D. S. Guru Similarity Retrieval of Symbolic Images with Multiple Instances of Iconic Objects: A Novel Approach. 417-422 2004 conf/icvgip/2004 ICVGIP db/conf/icvgip/icvgip2004.html#PunithaG04

D. S. Guru P. Punitha 0001 P. Nagabhushan Archival and retrieval of symbolic images: An invariant scheme based on triangular spatial relationship. 2397-2408 2003 24 Pattern Recognit. Lett. 14 https://doi.org/10.1016/S0167-8655(03)00069-2 db/journals/prl/prl24.html#GuruPN03

Tomasz Adamek R. S. Aiswarya Mohammed Hasan Ali Saman M. Almufti Alia Amin M. Anand M. Ananthi R. Aruna Renas Rajab Asaad M. Y. Ashkan Yannis Avrithis Werner Bailer Muthu BalaAnandBalaAnand MuthuBala Anand Muthu Rachid Benmokhtar Dhanya Bibin Tobias Bürger Daragh Byrne Krishna Chandramouli Chandru Vignesh ChinnappanC. Chandru Vignesh Andreas Cobet J. Alfred Daniel Munisamy Shyamala DeviM. Shyamala Devi Emilie Dumont Yue Feng 0002 Lydia J. Gnanasigamani Lutz Goldmann Anuj Goyal D. S. GuruDevanur S. Guru Wolfgang Halb Martin Haller Martin Halvey David Hannah Frank Hopfgartner Benoit Huet Ebroul Izquierdo Mustafa Musa Jaber S. Jayanthi Gareth J. F. Jones Joemon M. Jose S. Karthik 0001 Gordon Keenan S. Stewart Kirubakaran Iraklis A. Klampanos Ioannis Kompatsiaris Teemu Korpilahti B. Santhosh Kumar R. Lakshmana KumarLakshmana Kumar Ramasamy Hyowon Lee 0001 Teerapong Leelanupab S. Mahesh S. Manjunath Kevin McGuinness Iyapparaja Meenakshisundaram Bernard Mérialdo Vasileios Mezaris Hemant Misra Roland Mörzinger P. Nagabhushan Madhu S. Nair Noel E. O'Connor Neil O'Hare Naveen Onkarappa V. Padmavathi Georgios Th. Papadopoulos Jaakko Pesonen Pavel Praks R. Premalatha K. Rajakumari P. V. Venkateswara Rao Reede Ren S. Revathi Vinoth Kumar Sakthivelu Amjad Samour Peter Schallauer C. P. Thamil Selvi J. Shanthini Thomas Sikora Abhigyan Singh C. B. Sivaparthipan 0001 Alan F. Smeaton Evaggelos Spyrou Vassilios Stathopoulos 0002 Manikandan Sundaram C. Suresh Kujani T Cp Thamilselvi Giorgos Tolias Raphaël Troncy Mika Luma Tuomola Jana Urban Thierry Urruty Robert Villa Wolfgang Weiss Peter Wilkins Guido Zuccon