Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations
Learning in the recurrent random neural network
Neural Computation
Measurement and performance of a cognitive packet network
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue on networking middleware: selected papers from the TERENA networking conference 2001
Design and performance of cognitive packet networks
Performance Evaluation
Learning to Predict by the Methods of Temporal Differences
Machine Learning
Networks with Cognitive Packets
MASCOTS '00 Proceedings of the 8th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems
Self-Awareness and Adaptivity for Quality of Service
ISCC '03 Proceedings of the Eighth IEEE International Symposium on Computers and Communications
Cognitive Packet Networks: QoS and Performance
MASCOTS '02 Proceedings of the 10th IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunications Systems
Block loss reduction in ATM networks
Computer Communications
QoS routing for anycast communications: motivation and an architecture for DiffServ networks
IEEE Communications Magazine
QoS routing granularity in MPLS networks
IEEE Communications Magazine
A localized adaptive proportioning approach to QoS routing
IEEE Communications Magazine
Restorable dynamic quality of service routing
IEEE Communications Magazine
Distributed quality-of-service routing in ad hoc networks
IEEE Journal on Selected Areas in Communications
Function approximation with spiked random networks
IEEE Transactions on Neural Networks
Learning in the multiple class random neural network
IEEE Transactions on Neural Networks
Demonstrating cognitive packet network resilience to worm attacks
Proceedings of the 17th ACM conference on Computer and communications security
An initiative for a classified bibliography on G-networks
Performance Evaluation
Bibliography on G-networks, negative customers and applications
Mathematical and Computer Modelling: An International Journal
A novel paths algebra-based strategy to flexibly solve the link mapping stage of VNE problems
Journal of Network and Computer Applications
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Self-monitoring allows a network to observe its own behavior via probing and measurement mechanisms. This can then be exploited by the system to take autonomous decisions for the purpose of system management, performance management and user Quality of Service (QoS). In this paper, we experimentally explore how QoS goals that are externally set by network users, can then be explicitly exploited by a self-aware network to control its own behavior to attain these goals. The experiments we report are conducted in two distinct Cognitive Packet Network (CPN) test-beds which use probing to select the routes which best satisfy the QoS goal. Our experiments validate this concept with QoS goals which include end-to-end delay, packet loss, and a mixture of these two metrics. We observe that using only delay in the QoS goal is a good way to reduce delay and loss if losses result only from congestion. However, using loss in the QoS goal is seen to be useful if the paths that are adaptively selected avoid nodes where packet losses occur for reasons other than congestion. In general we observe that CPN networks effectively adapt routing behavior to the QoS goal that is specified.