Dynamic Workload Management using SLAs and an e-Business Performance Prediction Framework
نویسندگان
چکیده
Distributed e-business application platforms such as the web services framework will require sophisticated workload management infrastructures for the matching of client requests to the most appropriate resources. This paper introduces a novel dynamic predictive framework that uses both historical data and analytical performance modelling to extrapolate a requests predicted performance under varying workloads and conditions on different systems. Such a framework can facilitate a workload manager in maximising the extent to which service level agreements can be met. An e-business benchmark is used to demonstrate how predictions can be used to efficiently distribute clients across heterogeneous servers whilst meeting response time goals.
منابع مشابه
Modelling Dynamic e-Business Applications Using Historical Performance Data
Distributed e-business application platforms such as the web services framework will require sophisticated workload management infrastructures for the matching of client requests to the most appropriate resources. This paper introduces a novel dynamic predictive framework that uses both historical data and analytical performance modelling to extrapolate a requests predicted performance under v...
متن کاملA Dynamic Predictive Framework for e-business Workload Management
Distributed e-business application platforms such as the web services framework will require sophisticated workload management infrastructures for the routing of client requests to the most appropriate services. This paper introduces a novel and dynamic predictive framework that uses both analytical performance modelling and historical data to extrapolate a requests predicted performance under...
متن کاملWorkload Adaptation in Autonomic Database Management Systems
Workload adaptation is a performance management process in which an autonomic database management system (DBMS) efficiently makes use of its resources by filtering or controlling the workload presented to it in order to meet its Service Level Objectives (SLOs). It is a challenge to adapt multiple workloads with complex resource requirements towards their performance goals while taking their bus...
متن کاملارائه الگوریتم پویا برای تنظیم همروندی فرایندهای کسبوکار
Business process management systems (BPMS) are vital complex information systems to compete in the global market and to increase economic productivity. Workload balancing of resources in BPMS is one of the challenges have been long studied by researchers. Workload balancing of resources increases the system stability, improves the efficiency of the resources and enhances the quality of their pr...
متن کاملSelf-Learning Prediction System for Optimisation of Workload Management in a Mainframe Operating System
We present a framework for extraction and prediction of online workload data from a workload manager of a mainframe operating system. To boost overall system performance, the prediction will be incorporated into the workload manager to take preventive action before a bottleneck develops. Model and feature selection automatically create a prediction model based on given training data, thereby ke...
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 2003