Rate-Sensitive Load Shedding in Data Stream Systems
نویسندگان
چکیده
Traditional load shedding algorithms for data stream systems calculate current operator selectivity over several run periods and use them to determine where to shed load during the next run period. In this paper, we show that the current selectivity may change due to the implementation of load shedding. Our algorithm, called RLS, determines the optimum drop location by these changed selectivity rather than those precalculated values. Simulation results demonstrate that RLS achieves higher accuracy than traditional algorithms. key words: load shedding, data streams mining, query processing
منابع مشابه
A Framework For Supporting Load Shedding in Data Stream Management Systems
The arrival rate of tuples in a data stream can be unpredictable and bursty. Many stream-based applications have Quality of Service (QoS) requirements that need to be satisfied by the underlying stream processing system. In order to avoid violating predefined QoS requirements during temporary overload periods, a load shedding strategy is necessary and critical for a data stream management syste...
متن کاملLoad Shedding Techniques for Data Stream Systems
Many data stream sources (communication network traffic, HTTP requests, etc.) are prone to dramatic spikes in volume. Because peak load during a spike can be orders of magnitude higher than typical loads, fully provisioning a data stream monitoring system to handle the peak load is generally impractical. Therefore, it is important for systems processing continuous monitoring queries over data s...
متن کاملSOSA: A Safe Load Shedding Approach for Monitoring Data Streams in Real-Time
Real-time stream processing is essential for many real-life stream-based applications. Systems designed to run such applications must be prepared to operate under overloaded conditions. Existing load shedding techniques are not suitable for processing data streams with stringent timing constraints because their tuple dropping policies may violate application deadlines in an uncontrolled way. To...
متن کاملHow to Screen a Data Stream - Quality-Driven Load Shedding in Sensor Data Streams
As most data stream sources exhibit bursty data rates, data stream management systems must recurrently cope with load spikes that exceed the average workload to a considerable degree. To guarantee low-latency processing results, load has to be shed from the stream, when data rates overstress system resources. There exist numerous load shedding strategies to delete excess data. However, the cons...
متن کاملContent-based Load Shedding in Multimedia Data Stream Management System
Overload management has become very important in public safety systems that analyse high performance multimedia data streams, especially in the case of detection of terrorist and criminal dangers. Efficient overload management improves the accuracy of automatic identification of persons suspected of terrorist or criminal activity without requiring interaction with them. We argue that in order t...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- IEICE Transactions
دوره 90-D شماره
صفحات -
تاریخ انتشار 2007