Generalized predictive control—Part I. The basic algorithm
Automatica (Journal of IFAC)
Voltage scheduling problem for dynamically variable voltage processors
ISLPED '98 Proceedings of the 1998 international symposium on Low power electronics and design
Scheduling Algorithms for Multiprogramming in a Hard-Real-Time Environment
Journal of the ACM (JACM)
An Adaptive, Distributed Airborne Tracking System ("process the Right Tracks at the Right Time")
Proceedings of the 11 IPPS/SPDP'99 Workshops Held in Conjunction with the 13th International Parallel Processing Symposium and 10th Symposium on Parallel and Distributed Processing
Power-Aware Scheduling for Periodic Real-Time Tasks
IEEE Transactions on Computers
Performance aware tasking for environmentally powered sensor networks
Proceedings of the joint international conference on Measurement and modeling of computer systems
Intraprogram dynamic voltage scaling: Bounding opportunities with analytic modeling
ACM Transactions on Architecture and Code Optimization (TACO)
Heliomote: enabling long-lived sensor networks through solar energy harvesting
Proceedings of the 3rd international conference on Embedded networked sensor systems
TinyNode: a comprehensive platform for wireless sensor network applications
Proceedings of the 5th international conference on Information processing in sensor networks
Solar-aware clustering in wireless sensor networks
ISCC '04 Proceedings of the Ninth International Symposium on Computers and Communications 2004 Volume 2 (ISCC"04) - Volume 02
Adaptive duty cycling for energy harvesting systems
Proceedings of the 2006 international symposium on Low power electronics and design
Journal of VLSI Signal Processing Systems
Multi-version scheduling in rechargeable energy-aware real-time systems
Journal of Embedded Computing - Real-Time Systems (Euromicro RTS-03)
Adaptive power management in energy harvesting systems
Proceedings of the conference on Design, automation and test in Europe
Energy-efficient, utility accrual real-time scheduling
Energy-efficient, utility accrual real-time scheduling
DEUCON: Decentralized End-to-End Utilization Control for Distributed Real-Time Systems
IEEE Transactions on Parallel and Distributed Systems
Power management in energy harvesting sensor networks
ACM Transactions on Embedded Computing Systems (TECS) - Special Section LCTES'05
Real-time scheduling for energy harvesting sensor nodes
Real-Time Systems
Optimal Discrete Rate Adaptation for Distributed Real-Time Systems
RTSS '07 Proceedings of the 28th IEEE International Real-Time Systems Symposium
Robust and low complexity rate control for solar powered sensors
Proceedings of the conference on Design, automation and test in Europe
Energy aware dynamic voltage and frequency selection for real-time systems with energy harvesting
Proceedings of the conference on Design, automation and test in Europe
Proceedings of the 46th Annual Design Automation Conference
Adapting task utility in externally triggered energy harvesting wireless sensing systems
INSS'09 Proceedings of the 6th international conference on Networked sensing systems
Dynamic and leakage energy minimization with soft real-time loop scheduling and voltage assignment
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Proceedings of the 16th ACM/IEEE international symposium on Low power electronics and design
DVFS based task scheduling in a harvesting WSN for structural health monitoring
Proceedings of the Conference on Design, Automation and Test in Europe
Opportunistic routing in wireless sensor networks powered by ambient energy harvesting
Computer Networks: The International Journal of Computer and Telecommunications Networking
GREENCOMP '10 Proceedings of the International Conference on Green Computing
IEEE Transactions on Computers
Paper: Model predictive heuristic control
Automatica (Journal of IFAC)
The explicit linear quadratic regulator for constrained systems
Automatica (Journal of IFAC)
Energy Budget Management for Energy Harvesting Embedded Systems
RTCSA '12 Proceedings of the 2012 IEEE International Conference on Embedded and Real-Time Computing Systems and Applications
The Fixed Priority Scheduling Problem for Energy Harvesting Real-Time Systems
RTCSA '12 Proceedings of the 2012 IEEE International Conference on Embedded and Real-Time Computing Systems and Applications
Real-Time Scheduling of Energy Harvesting Embedded Systems with Timed Automata
RTCSA '12 Proceedings of the 2012 IEEE International Conference on Embedded and Real-Time Computing Systems and Applications
| Hi-index | 0.00 |
Energy management is an important issue in today's real-time systems due to the high costs of energy supplying. Using renewable, like wave, wind, and solar energy sources seem promising methods to address this issue. However, because of the existing contrast between the critical nature of hard real-time systems and the unpredictable nature of renewable energies, some supplementary energy source like electricity grid or battery is needed. In this paper, we consider hard real-time systems with two renewable and nonrenewable energy sources. In order to reduce the costs, we present two dynamic voltage scaling controllers to minimize the energy attained from the latter source. In order to handle variations of the environmental energy and workload, the model predictive control approach is employed. One nonlinear approach beside one fast linear piecewise affine explicit controller are proposed. The efficacies of the proposed approaches have been investigated through extensive simulations. Comparisons to an ideal clairvoyant controller as a baseline show that, in the studied scenarios, the proposed controllers guarantee at least 78% of the baseline performance.