Deep Packet Inspection Using Deep Learning
In current scenario, the world is connected by internet and we have High speed data packets transfer on network. A Ecommerce website to a File transfer system or a Social media application to an email Site. we have data packets transference in all applications connected to internet. Since world of i
2025-06-28 16:31:06 - Adil Khan
Deep Packet Inspection Using Deep Learning
Project Area of Specialization Artificial IntelligenceProject SummaryIn current scenario, the world is connected by internet and we have High speed data packets transfer on network. A Ecommerce website to a File transfer system or a Social media application to an email Site. we have data packets transference in all applications connected to internet. Since world of internet is not secured considering there is a high possibility data packets can be changed to have Malicious Content.
In our research, we are developing a distributed environment where at PC1 we will capture the incoming packets and parse it for extracting payload and forwarding to PC2 using RDMA over Infiniband to achieve high speed packet transference. At PC2 we classify payload images as benign or malicious on our trained CNN model over GPUS.
Project ObjectivesTo implement and improve Deep Packet Inspection (DPI) which can be integrated in Modern Network Traffic Classification Tools to Classify Data Packet.
Project Implementation Methodwe are developing a distributed environment where at PC1 we will capture the incoming packets and parse it for extracting payload and forwarding to PC2 using RDMA over Infiniband to achieve high speed packet transference. At PC2 we classify payload images as benign or malicious on our trained CNN model over GPUS.
Benefits of the ProjectThis system can be deployed at internet service provider (ISP) and is the future of smart cities.
Technical Details of Final DeliverableWe have trained CNN model on GPUS and our deliverable includes Research paper and complete integerated realtime deep packet inspection.
Final Deliverable of the Project HW/SW integrated systemCore Industry ITOther IndustriesCore Technology Artificial Intelligence(AI)Other TechnologiesSustainable Development GoalsRequired Resources| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| Total in (Rs) | 70000 | |||
| Geforce Gtx 1080 | Equipment | 1 | 70000 | 70000 |