Computer-implemented method, system and program product for...

Data processing: structural design – modeling – simulation – and em – Simulating electronic device or electrical system – Computer or peripheral device

Reexamination Certificate

Rate now

  [ 0.00 ] – not rated yet Voters 0   Comments 0

Details

C703S002000, C706S017000, C708S274000, C708S422000, C708S520000

Reexamination Certificate

active

07844441

ABSTRACT:
In general, the present invention provides a method, system and program product for approximating/estimating computer resource consumption of a computer system. Specifically, under the present invention, a more efficient or reduced computer work gradient matrix (hereinafter “matrix”) is first built. This occurs by creating load measurements for a set of computer resource metrics of the computer system to analyze dependencies between different computer resource metrics. Then, a correlation matrix between the set of computer resource metrics is created based on the dependencies. The set of computer system resource metrics in the correlation matrix is thereafter clustered into a set of clusters, and a reduced matrix is built based thereon. Once the reduced matrix is built, it can be restored to a “full” matrix using linear transformation or the like.

REFERENCES:
patent: 3702006 (1972-10-01), Page
patent: 4056846 (1977-11-01), Callahan et al.
patent: 5838968 (1998-11-01), Culbert
patent: 5862337 (1999-01-01), Gray
patent: 6011537 (2000-01-01), Slotznick
patent: 6061761 (2000-05-01), Bachmat
patent: 6086618 (2000-07-01), Al-Hilali et al.
patent: 6112257 (2000-08-01), Mason, Jr. et al.
patent: 6189022 (2001-02-01), Binns
patent: 6223205 (2001-04-01), Harchol-Balter et al.
patent: 6247173 (2001-06-01), Subrahmanyam
patent: 6301603 (2001-10-01), Maher et al.
patent: 6330719 (2001-12-01), Zigmond et al.
patent: 6338072 (2002-01-01), Durand et al.
patent: 6338089 (2002-01-01), Quinlan
patent: 6341333 (2002-01-01), Schreiber et al.
patent: 6389028 (2002-05-01), Bondarenko et al.
patent: 6415027 (2002-07-01), Malik
patent: 6442650 (2002-08-01), Bachmat et al.
patent: 6487578 (2002-11-01), Ranganathan
patent: 6487634 (2002-11-01), Bachmat
patent: 6574587 (2003-06-01), Waclawski
patent: 6584097 (2003-06-01), Malik
patent: 6601084 (2003-07-01), Bhaskaran et al.
patent: 6606661 (2003-08-01), Agrawal et al.
patent: 6618742 (2003-09-01), Krum
patent: 6694405 (2004-02-01), Lam et al.
patent: 6711649 (2004-03-01), Bachmat et al.
patent: 6714536 (2004-03-01), Dowling
patent: 6766416 (2004-07-01), Bachmat
patent: 6766419 (2004-07-01), Zahir et al.
patent: 6801906 (2004-10-01), Bates et al.
patent: 6832255 (2004-12-01), Rumsewicz et al.
patent: 6859834 (2005-02-01), Arora et al.
patent: 6990525 (2006-01-01), Ying et al.
patent: 7089159 (2006-08-01), Hachiya
patent: 7296056 (2007-11-01), Yaung
patent: 7305471 (2007-12-01), Odhner et al.
patent: 7406691 (2008-07-01), Fellenstein et al.
patent: 7441244 (2008-10-01), Longobardi
patent: 7526767 (2009-04-01), Rhee et al.
patent: 7716151 (2010-05-01), Tiwari et al.
patent: 2002/0004833 (2002-01-01), Tonouchi
patent: 2002/0083342 (2002-06-01), Webb et al.
patent: 2003/0018762 (2003-01-01), Mullen
patent: 2003/0149717 (2003-08-01), Heinzman
patent: 2004/0181794 (2004-09-01), Coleman et al.
patent: 2005/0107997 (2005-05-01), Watts et al.
patent: 2006/0130067 (2006-06-01), Grabarnik et al.
patent: 2006/0253855 (2006-11-01), Grabarnik et al.
patent: 2008/0262822 (2008-10-01), Hardwick et al.
Lingyun Yang, et al, “Statistical Data Reduction for Efficient Application Performance Monitoring”, Argonne National Laboratory Technical Report, Aug. 2005, pp. 1-14.
Chang-Shing Perng et al, “Data-driven Monitoring Design of Service Level and Resource Utilization”, Integrated Network Management, 2005, IEEE International Symposium on Nice, France, May 15-19, 2005, Piscataway, NJ, USA, IEEE, May 15, 2005, pp. 89-101.
Ulrik Brandes et al, “Experiments on Graph Clustering Algorithms”, Proc. 11th European Symposium Algorithms (ESA 2003), Sep. 19, 2003, pp. 568-571.
Ahituv et al., “A Model for Predicting and Evaluating Computer Resource Consumption”, Communications of the ACM, Dec. 1988, vol. 31, No. 12, 7 pages.
Abdelzaher, “An Automated Profiling Subsystem for QoS-Aware Services”, IEEE, 2000, 11 pages.
Grabarnik et al., U.S. Appl. No. 11/011,344, filed Dec. 14, 2004, Office Action Communication dated Dec. 24, 2009, 17 pages.
Grabarnik et al., U.S. Appl. No. 11/121,828, filed May 4, 2005, Office Communication dated Dec. 30, 2009, 18 pages.
Grabarnik et al., U.S. Appl. No. 11/011,344, filed Dec. 14, 2004, Notice of Allowance and Fee(s) Due dated Jul. 2, 2010, 18 pages.
Grabarnik et al., U.S. Appl. No. 11/121,828, filed May 4, 2005, Notice of Allowance and Fee(s) Due dated Jul. 6, 2010, 21 pages.

LandOfFree

Say what you really think

Search LandOfFree.com for the USA inventors and patents. Rate them and share your experience with other people.

Rating

Computer-implemented method, system and program product for... does not yet have a rating. At this time, there are no reviews or comments for this patent.

If you have personal experience with Computer-implemented method, system and program product for..., we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Computer-implemented method, system and program product for... will most certainly appreciate the feedback.

Rate now

     

Profile ID: LFUS-PAI-O-4164408

  Search
All data on this website is collected from public sources. Our data reflects the most accurate information available at the time of publication.