A Novel Approach to Mitigating Packet Loss in Wireless Communication Networks through Machine Learning-Based Adaptive Error Correction

A Novel Approach to Mitigating Packet Loss in Wireless Communication Networks through Machine Learning-Based Adaptive Error Correction

Sachin Kathuria, Mrs. Gurman Deep Kaur

Master of computer application

Chandigarh Group of Colleges, Jhanjeri Mohali

Sachinkathuria84@gmail.com,

Abstract—Wireless communication networks are integral to modern computing, facilitating seamless data transmission across diverse  devices. Despite  their importance,  packet loss  remains  a persistent challenge, adversely affecting network  reliability  and performance. This research paper introduces a pioneering approach to tackle this longstanding issue, employing machine learning for adaptive error correction. The proposed method aims to significantly enhance the robustness and efficiency of wireless communication systems, presenting an innovative solution that has not been extensively explored in existing literature.

Keywords—Wireless communication networks,Packet loss mitigation,Machine learning,Adaptive error correction ,Reinforcement learning,Dynamic decision-making,Real-time network conditions,Signal strength,Interference levels,Robustness,Throughput improvement,Latency reduction,Experimental setup,Performance metrics,Comparative analysis,Statistical significance,Sensitivity analysis,Ethical considerations,Practical implications,Future directions