Adaptive resource allocation using neural networks

Details Adaptive resource allocation using neural networks Adaptive resource allocation using neural networks

1995-05-31

1997-12-30

Hafiz, Tariq R.

395 21, 395 24, 395 27, G06F 100, G06F 1518

Patent

active

057040125

ABSTRACT:
In a system comprising a plurality of resources for performing useful work, a resource allocation controller function, which is customized to the particular system's available resources and configuration, dynamically allocates resources and/or alters configuration to accommodate a changing workload. Preferably, the resource allocation controller is part of the computer's operating system which allocates resources of the computer system. The resource allocation controller uses a controller neural network for control, and a separate system model neural network for modelling the system and training the controller neural network. Performance data is collected by the system and used to train the system model neural network. A system administrator specifies computer system performance targets which indicate the desired performance of the system. Deviations in actual performance from desired performance are propagated back through the system model and ultimately to the controller neural network to create a closed loop system for resource allocation.

REFERENCES:
patent: 5325525 (1994-06-01), Shan et al.
patent: 5483468 (1996-01-01), Chen et al.
patent: 5598076 (1997-01-01), Neubauer et al.
Moerke, T.P. and Xin Feng. "A new combined neural network and data visualization method for computer system performance and capacity planning." Southcon /92. Conference Record, Orlando, FL, Mar. 10-12, 1992, pp. 213-218.

Affiliated with

Also associated with

Rating

Adaptive resource allocation using neural networks does not yet have a rating. At this time, there are no reviews or comments for this patent.

If you have personal experience with Adaptive resource allocation using neural networks, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Adaptive resource allocation using neural networks will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFUS-PAI-O-211566