QoS Negotiation in Real-Time Systems and Its Application to Automated Flight Control
IEEE Transactions on Computers
Feedback–Feedforward Scheduling of Control Tasks
Real-Time Systems
Feedback Scheduling of Model Predictive Controllers
RTAS '02 Proceedings of the Eighth IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS'02)
Analysis of a Reservation-Based Feedback Scheduler
RTSS '02 Proceedings of the 23rd IEEE Real-Time Systems Symposium
Flexible quality-of-control management in embedded systems using fuzzy feedback scheduling
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Integrated computation, communication and control: towards next revolution in information technology
CIT'04 Proceedings of the 7th international conference on Intelligent Information Technology
Neural network based feedback scheduling of multitasking control systems
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Anytime iterative optimal control using fuzzy feedback scheduler
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Prediction of MPEG-coded video source traffic using recurrent neural networks
IEEE Transactions on Signal Processing
Advances in internet congestion control
IEEE Communications Surveys & Tutorials
Rate regulation with feedback controller in ATM networks-a neural network approach
IEEE Journal on Selected Areas in Communications
A hybrid neural-genetic approach for reconfigurable scheduling of networked control system
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Neural network based admission controller for proximity aware mobile services
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Networked control system: survey and directions
LSMS'07 Proceedings of the Life system modeling and simulation 2007 international conference on Bio-Inspired computational intelligence and applications
Proximity mobile services: neural network based connection admission controller and other issues
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Proximity mobile services: neural network based connection admission controller and other issues
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Fuzzy logic based feedback scheduler for embedded control systems
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II
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Most control applications closed over a shared network are suffering from the time-varying characteristics of flexible network workload. This gives rise to non-deterministic availability of communication resources and may significantly impact the control performance. In the context of integrating control and scheduling, a novel feedback scheduler based on neural networks is suggested. With a modular architecture, the proposed feedback scheduler mainly consists of a monitor, a predictor, a regulator and an actuator. An online learning Elman neural network is employed to predict the network conditions, and then the control period is dynamically adjusted in response to estimated available network utilization. A fast algorithm for period regulation is employed. Preliminary simulation results show that the proposed feedback scheduler is effective in managing workload variations and can provide runtime flexibility to networked control applications.