IP Library Granted Patent US 7,065,467
Granted Patent B1
US 7,065,467 · App. 11/176,784 · Granted Jun 20, 2006

Method and apparatus for system management using codebook correlation with symptom exclusion

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Quick Facts
Patent No.
US 7,065,467
App. No.
11/176,784
Granted
Jun 20, 2006
Kind
B1
Abstract

A method and apparatus are provided for correlating events in a system. Problems and other events can, e.g., be detected in a system that generates symptoms or observable events. A computer-accessible codebook is provided that includes a mapping between each of a plurality of groups of possible symptoms and one of a plurality of likely exceptional events (e.g., problems) in the system. The system is monitored and one or more known symptoms generated by the system are detected. A mismatch measure is determined between each of the plurality of groups of possible symptoms in the mapping and the one or more known symptoms using a computer, while disregarding symptoms in the groups of possible symptoms not determined to be known. One or more of the plurality of likely problems is selected corresponding to one of the plurality of groups having the smallest mismatch measure.

Claims (18)

1. A method for detecting events in a system, the method comprising the steps of:

(a) providing a mapping between each of a plurality of groups of possible observable events and one of a plurality of likely corresponding events in said system, wherein each of the observable events is either determined to be in a known state or not determined to be in a known state;

(b) detecting one or more observable events generated by said system, wherein the detected observable events are determined to be in a known state;

(c) determining a mismatch measure between each of the plurality of groups of possible observable events in said mapping and said one or more known observable events, wherein observable events in the groups of possible observable events not determined to be in a known state are disregarded; and

(d) selecting one or more of said plurality of likely events corresponding to one of said plurality of groups having the smallest mismatch measure.

2. The method of claim 1 wherein said mismatch measure comprises a Hamming distance.

3. A method for detecting events in a system, the method comprising the steps of:

(a) providing a mapping between each of a plurality of groups of possible symptoms and one of a plurality of likely events in said system;

(b) assigning a value of unknown to all of said possible symptoms in said mapping;

(c) detecting one or more symptoms generated by said system wherein the detected symptoms are assigned a value of known;

(d) determining a mismatch measure between each of the plurality of groups of possible symptoms having a value of known in said mapping and said one or more known symptoms, and disregarding symptoms in the groups of possible symptoms having a value of unknown; and

(e) selecting one or more of said plurality of likely events corresponding to one of said plurality of groups having the smallest mismatch measure.

4. The method of claim 3 wherein step (b) comprises assigning a high loss probability value to said symptoms.

5. The method of claim 3 wherein step (c) comprises assigning a low loss probability value to said symptoms.

6. The method of claim 3 wherein said likely events comprise problems.

7. The method of claim 3 wherein said mapping is deterministic.

8. The method of claim 3 wherein said mapping is probabilistic.

9. The method of claim 3 wherein said mismatch measure comprises a Hamming distance.

Assignments (11)
CHANGE OF NAME Recorded Apr 15, 2024
From: VMWARE, INC.
To: VMWARE LLC
Reel/Frame 067102/0242 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (045455/0001) Recorded May 20, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO ASAP SOFTWARE EXPRESS, INC.); DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC CORPORATION (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MAGINATICS LLC); EMC IP HOLDING COMPANY LLC (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MOZY, INC.); SCALEIO LLC
Reel/Frame 061753/0001 →
RELEASE OF SECURITY INTEREST Recorded Nov 3, 2021
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: DELL USA L.P.; ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL INTERNATIONAL, L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; WYSE TECHNOLOGY L.L.C.
Reel/Frame 058216/0001 →
SECURITY AGREEMENT Recorded Mar 21, 2019
From: CREDANT TECHNOLOGIES, INC.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; FORCE10 NETWORKS, INC.; WYSE TECHNOLOGY L.L.C.; EMC IP HOLDING COMPANY LLC
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A.
Reel/Frame 049452/0223 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 12, 2018
From: EMC IP HOLDING COMPANY LLC
To: VMWARE, INC.
Reel/Frame 046858/0845 →
RELEASE OF SECURITY INTEREST Recorded Sep 6, 2018
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
To: AVENTAIL LLC; EMC CORPORATION; ASAP SOFTWARE EXPRESS, INC.; CREDANT TECHNOLOGIES, INC; DELL USA L.P.; DELL INTERNATIONAL LLC; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
Reel/Frame 046800/0075 →
RELEASE OF SECURITY INTEREST Recorded Sep 6, 2018
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: EMC CORPORATION; ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC; DELL USA L.P.; DELL INTERNATIONAL LLC; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
Reel/Frame 046800/0352 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 29, 2016
From: EMC CORPORATION
To: EMC IP HOLDING COMPANY LLC
Reel/Frame 040203/0001 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 040134/0001 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
Reel/Frame 040136/0001 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 12, 2005
From: OHSIE, DAVID; DE SIMONE, SALVATORE; FERREIRA, NELSON; YARDENI, EYAL
To: EMC CORPORATION
Reel/Frame 017078/0109 →