Njengoko iimfuno kwiinkonzo ezintsha zebhanki zangaphakathi ziquka ukunyuka kwe-5G, i-IoT, kunye ne-connectivity ye-remote, ukunyuka kwe-intelligent, i-scalable, kunye ne-infrastructure ye-safe ayidlulanga kakhulu. Venkata Bhardwaj Komaragiri , umbhali ophezulu kwi-adaptive networking kunye ne-artificial intelligence. Uphando wakhe olutsha, ebhalwe kwi MSW Ukulawulwa Journal , inikeza isixhobo elidlulileyo kodwa esebenzayo kakhulu ukunceda i-telecom routers usebenzisa i-AI kunye ne-machine learning - isicelo esebenzayo ukucacisa iintlobo zokusebenza ze-broadband ngaphandle kokufunda kwi-individual-level medical implementations okanye iingxaki. Kwiinkcukacha ezicwangciso   "I-AI kunye ne-ML-Driven Optimization ye-Telecom Routers ye-Secure and Scalable Broadband Networks" I-Komaragiri ibonelela njani i-algorithms ye-machine learning inokuphucula ngokubanzi ukusebenza, ukhuseleko kunye nokhuseleko kwinkqubo ze-broadband ngokuvumelana ne-intelligence ngqo kwi-hardware kunye ne-software ye-network. Telecom Routers: The Unseen Backbone of Connectivity Izixhobo ezintsha ze-digital - ukusuka kwi-streaming ye-video kunye ne-virtual meetings ukuya ku-automatization ye-industrial - ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye zibe. Ukuhlolwa kwe-Komaragiri uqhagamshelane neengxaki ze-head-on ngokufuneka i-architecture entsha eyenza i-AI-driven telemetry, i-real-time traffic analytics, kunye ne-anomaly detection ukuze ukuguqulele i-routers kwi-passive data pipelines kwi-intelligent network orchestrators. I-framework yayo inikezela i-data routing ephezulu nangokufumaneka ukhuseleko kwi-fails kunye neengxaki ze-cyber - umgangatho esisodwa kwihlabathi elidlulileyo. AI at the Core: From Prediction to Prevention Enye yezinto ezincinane zePapers ibonakalisa ukusetyenziswa Convolutional Neural Networks (CNNs) iimveliso Long Short-Term Memory (LSTM) iimodeli zokuvumelana nezidingo ze-bandwidth kunye nokulawula iiphakheji ze-traffic ngokufanelekileyo. Ezi iimodeli zibonisa i-spatiotemporal traffic maps kwaye zibonisa iiphakheji ze-contagion ngexesha elandelayo, okuvumela ukuhanjiswa kwe-bandwidth ngokufanelekileyo kunye nokunciphisa iingxaki ze-service. Kwakhona, i-studium ibonelela Approximate Entropy-based models ukucacisa ukucaciswa kwe-traffic kunye nokuphucula i-router scheduling algorithms ngokugqithisileyo. Ngokusetyenziswa ne-high-resolution network telemetry, i-router inokukwazi ukucacisa izilwanyana zayo ngokufanelekileyo kwiimveliso ze-real-time kunokuba kwiinkonfigurations ze-static. Le nkqubo ye-AI-first inikezela ukusetyenziswa okuphumelela kwe-infrastructure, i-energy efficiency, kunye nenkqubo yeenkonzo epheleleyo kwi-user clusters. Building Resilience Through Intelligent Architectures I-Komaragiri akufutshane kwi-optimization kuphela-ukhuseleko kunye ne-scalability zihlanganisa izicathulo ezimbini ze-design yayo. Ngokuphendula kumaziko e-cyber, i-architecture yayo ibonelela OAM-encapsulation networking schemes Ukuvimbela ukuvikelwa kwedatha kunye ne-spoofing kwi-link layer. Le schemes zithintela iisigxina ze-multi-cast ngaphandle kokongeza i-latency ebalulekileyo, okuvumela abathengisi be-service ukuvimbela ukusebenza nangaphandle kweengxaki ze-traffic okanye i-anomali ye-configuration. Kwakhona umnqweno software-defined routers Ukusetyenziswa kweemveliso ze-modular ngokusebenzisa i-hardware ye-commodity. Oku ivumela i-operators ukunyuka kwi-costly, i-systems ye-proprietary kunye nokuthatha iimodeli ze-open-source eyenziwe ngempumelelo. Kwiimvavanyo ze-field, i-architecture yayo ibonise ukunyuka kwizinga le-memory ngexesha lokufumana i-multi-gigabit traffic - isiphumo esizayo kwi-telecom carriers eyenza ukuphathwa kwe-scale ngaphandle kokwandisa i-cost. A New Paradigm for Anomaly Detection and Threat Management Ukucaciswa kwamanzi kwiinkqubo ze-broadband zithunyelwe ngokuvamile kwi-router vulnerabilities. Ngokuvumelana oku, i-framework ye-Komaragiri ibandakanya AI-based anomaly detection systems leyo inokufumana iingxaki kunye neengxaki ezininzi kwi-router traffic logs. Ezi zihlanganisa reinforcement learning models i-adaptive modify firewall rules and routing tables based on threat intelligence eyenziwa kwi-live data streams. Ukongeza, imodeli yakhe kuquka predictive threat modeling leyo inokufumanisa iingxaki ezinzima usebenzisa i-traffic synthetic kunye ne-datasets ezaziwayo, ukunika isakhiwo se-proactive defense. Le nqanaba lwezobuchwepheshe ivumela i-ISP kunye nabathengisi be-telecom ukuxhaswa kwinethiwekhi zabo ngaphambi kokufumana iingxaki ezivela emangalisayo. Bridging the Gap Between Innovation and Real-World Deployment Ngexesha elide yebhizinisi eCiena kunye nemisebenzi ezidlulileyo kwi-Infosys kunye ne-Mahindra Satyam, i-Venkata Bhardwaj Komaragiri ine-perspective elizodwa yokuxhuma uphando oluphambili kunye ne-infrastructure yokusebenza. five patent grants Ukucinga eight published papers in esteemed journals Yaye multiple keynote addresses on AI in networking and digital sustainability Uxhomekeke lo mveliso yobungcali kunye neengcali yobungcali kwi-praktic, i-deployment-ready nature of his proposed solutions. I-Vision yayo ivela ngaphandle kwe-technical prowess - i-engxaki digital inclusion Ukucinga sustainability Yaye community engagement Ukunciphisa i-network carbon footprint kunye nokuphucula i-equity service, umsebenzi wakhe ukunceda ubunzima kwimveliso kunye nokufumaneka kwe-infrastructure ye-digital, ikakhulukazi kwiindawo ezinxulumene. Future-Proofing Telecom Networks with Intelligent Evolution Ngexesha elandelayo kwihlabathi ye-digital kunye ne-scale, umdlalo we-AI ekulawuleni iinkqubo ze-Intelligent Intelligence kuya kubandakanya. I-Komaragiri's research inikeza umzila wokugqibela apho adaptive AI, predictive maintenance, and intelligent routing isakhiwo isiseko iinkonzo ezilandelayo iinkonzo broadband. I-Architecture ebonakalayo inikezela kuphela ukusebenza kwezobugcisa, kodwa nangakumbi ukuzinza kunye ne-flexibility efunyenwe kwihlabathi yokuguqulwa kwihlabathi - okanye kwiimveliso ze-traffic, ama-threat landscapes, okanye iimfuno ze-user. Kwixesha elidlulileyo kwiinkqubo ezincinane, umsebenzi kaVenkata Bhardwaj Komaragiri isebenza njenge-beacon responsible, intelligent, and scalable AI-driven innovation inokukwazi ukucacisa intloko lwezintlobo ze-telecom - ukwenza ukuba akuyona ngokukhawuleza okanye ekhuselekileyo, kodwa kwakhona ngokufanelekileyo.

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I-Venkata Bhardwaj Komaragiri I-Vision ye-Improvement of Telecom Networks Through AI-Driven Optimization

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