一种高精度低开销的持续流检测方法及系统

By using a dual-module architecture of Filter and Detector modules, combined with a probabilistic replacement strategy based on time window completion, the problems of high memory overhead and poor detection accuracy in existing technologies are solved, achieving high-precision, low-overhead continuous stream detection.

CN121441804BActive Publication Date: 2026-07-17CHANGSHA UNIVERSITY OF SCIENCE AND TECHNOLOGY
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
CHANGSHA UNIVERSITY OF SCIENCE AND TECHNOLOGY
Filing Date
2025-10-29
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing technologies struggle to achieve high-precision identification of continuous streams under high-interference environments and limited memory resources, and also suffer from high memory overhead and poor detection accuracy.

Method used

The continuous flow detection method adopts a dual-module architecture, including a Filter module and a Detector module. The Filter module filters intermittent flows through a time window-based Bloom filter variant, while the Detector module uses a probabilistic replacement strategy based on the time window completion rate to protect continuous flows and reduce false positive and false negative rates.

Benefits of technology

It achieves high-precision identification of continuous streams with low memory overhead, reduces false positive and false negative rates, and improves the robustness and detection accuracy of the system.

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Abstract

本发明公开了一种高精度低开销的持续流检测方法及系统。该方法首先设置Filter模块和Detector模块,其中,Filter模块通过设置基于时间窗口的Bloom过滤器过滤每个时间窗口内的间断流并识别出潜在的持续流;Detector模块设置了基于时间窗口完成度的概率替换策略,在发生哈希冲突时,动态计算替换概率并替换当前时间窗口内尚未出现的流,从而降低持续流被误替换概率,提高检测精度;在每个时间窗口结束时,更新Filter模块并清除Detector模块中已不持续的流,同时报告达到持续性阈值的持续流。本发明有效解决了现有技术在高干扰流量环境下内存开销大、检测精度低的问题,实现了高精度与低开销的平衡。
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