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Adaptive Content Precaching Scheme Based on the Predictive Speed of Vehicles in Content-Centric Vehicular Networks
Youngju Nam1, Hyunseok Choi1, Yongje Shin1
1School of Information and Communication Engineering, Chungbuk National University, Cheongju 28644, Korea.
An adaptive content precaching scheme (ACPS) improves content delivery in vehicular networks by accurately predicting vehicle speed. This reduces content download delays and backhaul traffic, enhancing vehicular network performance.
Area of Science:
- Vehicular Networks
- Content Delivery Networks
- Network Performance Optimization
Background:
- Content-Centric Vehicular Networks (CCVNs) face challenges in distributing large content like multimedia data due to vehicle mobility.
- Vehicles may not complete content downloads within a single Road-Side Unit (RSU) coverage.
- Existing mobility-based precaching schemes often use inaccurate speed estimations.
Purpose of the Study:
- To propose an Adaptive Content Pre-caching Scheme (ACPS) for vehicular networks.
- To accurately estimate vehicle speed for optimized content precaching.
- To reduce content download delay and backhaul traffic overhead.
Main Methods:
- Developed ACPS to predict vehicle speed based on current and average speeds with an optimized adaptive value.
- Calculated precaching amount using the predicted vehicle speed.
- Incorporated a guardband area to compensate for speed prediction inaccuracies.
Main Results:
- ACPS demonstrated superior performance compared to schemes using constant current or average speeds.
- Significant reductions in content download delay were observed.
- Reduced backhaul traffic overhead was achieved.
Conclusions:
- ACPS effectively addresses content download limitations in CCVNs by accurately predicting vehicle speed.
- The proposed scheme offers a practical solution for enhancing content delivery efficiency in vehicular environments.
- ACPS provides a notable improvement in network performance metrics.
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