Scheduling Multiple Continuous Queries to Improve QoD
نویسندگان
چکیده
Quality of Service (QoS) and Quality of Data (QoD) are the two major dimensions for evaluating any query processing system. In the context of the new data stream management stystems (DSMSs), multi-query scheduling has been exploited to improve QoS. In this paper, we are proposing to exploit scheduling to improve QoD. Specifically, we are presenting a new policy for scheduling multiple continuous queries with the objective of maximizing the freshness of the output data streams and hence the QoD of such outputs. The proposed Freshness-Aware Scheduling of Multiple Continuous Queries (FAS-MCQ) policy decides the execution order of continuous queries based on each query’s properties (i.e., cost and selectivity) as well the properties of the input update streams (i.e., variability of updates). Our experimental results have shown that FAS-MCQ can increase freshness by up to 50% compared to existing scheduling policies used in DSMSs.
منابع مشابه
Tuning QoD in stream processing engines
Quality of Service (QoS) and Quality of Data (QoD) are the two major dimensions for evaluating any query processing system. In the context of data stream management systems (DSMSs), multi-query scheduling has been exploited to improve QoS. In this paper, we are proposing to exploit query scheduling to improve QoD in DSMSs. Specifically, we are presenting a new policy for scheduling multiple con...
متن کاملFreshness-Aware Scheduling of Continuous Queries in the Dynamic Web
The dynamics of the Web and the demand for new, active services are imposing new requirements on Web servers. One such new service is the processing of continuous queries whose output data stream can be used to support the personalization of individual user’s web pages. In this paper, we are proposing a new scheduling policy for continuous queries with the objective of maximizing the freshness ...
متن کاملScheduling Update and Query Transactions under Quality Contracts in Web-Databases
In modern web-database systems, users typically perform readonly queries, whereas all data updates are performed in the background, concurrently with queries. In this paper, we present the concept of Quality Contracts which allows individual users to express their preferences by assigning “profit” values to their expected Quality of Service (QoS) and Quality of Data (QoD). We propose an adaptiv...
متن کاملWaaS: Workflow-as-a-Service for the Cloud with Scheduling of Continuous and Data-Intensive Workflows
Data-intensive and long-lasting applications running in the form of workflows are being increasingly dispatched to cloud computing systems. Current scheduling approaches for graphs of dependencies fail to deliver high resource efficiency while keeping computation costs low, especially for continuous data processing workflows, where the scheduler does not perform any reasoning about the impact n...
متن کاملPlanning and Scheduling Data Processing Workflows in the Cloud with Quality-of-Data Constraints
Data-intensive and long-lasting applications running in the form of workflows are being increasingly more dispatched to cloud computing systems. Current scheduling approaches for graphs of dependencies fail to deliver high resource efficiency while keeping computation costs low, especially for continuous data processing workflows, where the scheduler does not perform any reasoning about the imp...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2005