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Utility Accrual Real-Time Scheduling under Variable Cost Functions
March 2007 (vol. 56 no. 3)
pp. 385-401
We present a utility accrual real-time scheduling algorithm called CIC-VCUA for tasks whose execution times are functions of their starting times (and, potentially, other factors). We model such variable execution times using variable cost functions (or VCFs). The algorithm considers application activities that are subject to time/utility function time constraints, execution times described using VCFs, and mutual exclusion constraints on concurrent sharing of non-CPU resources. We consider the twofold scheduling objective of 1) assuring that the maximum interval between any two consecutive, successful completions of job instances in an activity must not exceed the activity period (an application-specific objective) and 2) maximizing the system's total accrued utility while satisfying mutual exclusion resource constraints. Since the scheduling problem is intractable, CIC-VCUA is a polynomial-time heuristic algorithm. The algorithm statically computes worst-case task sojourn times, dynamically selects tasks for execution based on their potential utility density, and completes tasks at specific times. We establish that CIC-VCUA achieves optimal timeliness during underloads, and tightly upper bounds inter and intratask completion times. Our simulation experiments confirm the algorithm's effectiveness and superiority.
Index Terms:
Variable-cost functions, time/utility functions, utility accrual scheduling, real-time scheduling, overload scheduling, dynamic scheduling, resource management, mutual exclusion.
Citation:
Umut Balli, Haisang Wu, Binoy Ravindran, Jonathan Stephen Anderson, E. Douglas Jensen, "Utility Accrual Real-Time Scheduling under Variable Cost Functions," IEEE Transactions on Computers, vol. 56, no. 3, pp. 385-401, March 2007, doi:10.1109/TC.2007.52
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