Essentials of fuzzy modeling and control
Essentials of fuzzy modeling and control
Locality-aware request distribution in cluster-based network servers
Proceedings of the eighth international conference on Architectural support for programming languages and operating systems
A QoS-Provisioning neural fuzzy connection admission controller for multimedia high-speed networks
IEEE/ACM Transactions on Networking (TON)
A performance evaluation of hyper text transfer protocols
SIGMETRICS '99 Proceedings of the 1999 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
A client-aware dispatching algorithm for web clusters providing multiple services
Proceedings of the 10th international conference on World Wide Web
The state of the art in locally distributed Web-server systems
ACM Computing Surveys (CSUR)
Web switch support for differentiated services
ACM SIGMETRICS Performance Evaluation Review
A new fuzzy-decision based load balancing system for distributed object computing
Journal of Parallel and Distributed Computing
Efficient support for P-HTTP in cluster-based web servers
ATEC '99 Proceedings of the annual conference on USENIX Annual Technical Conference
Application of Fuzzy Logic to Approximate Reasoning Using Linguistic Synthesis
IEEE Transactions on Computers
Using adaptive fuzzy-neural control to minimize response time in cluster-based web systems
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
A workload characterization study of the 1998 World Cup Web site
IEEE Network: The Magazine of Global Internetworking
ADAPTIVE AND INTELLIGENT REQUEST DISTRIBUTION FOR CONTENT DELIVERY NETWORKS
Cybernetics and Systems
CDNs with Global Adaptive Request Distribution
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Global Adaptive Request Distribution with Broker
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Global Distribution of HTTP Requests Using the Fuzzy-Neural Decision-Making Mechanism
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
Neuro-fuzzy models in global HTTP request distribution
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
Guaranteeing quality of service in globally distributed web system with brokers
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part II
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New designs of the Web switches must incorporate a client-and-server-aware adaptive dispatching algorithm to be able to optimize multiple static and dynamic services providing quality of service and service differentiation. This paper presents such an algorithm called FNRD (Fuzzy-Neural Request Distribution) which operates at layer-7 of the OSI protocol stack. This algorithm assigns each incoming request to the server with the least expected response time estimated using the fuzzy approach. FNRD has ability for learning and adaptation by means of a neural network feedback loop. We demonstrate through the simulations that our dispatching policy is more effective than state-of-the-art layer-7 reference dispatching policies CAP (Client-Aware Policy) and LARD (Locality Aware Request Distribution).