IP Library Granted Patent US 10,541,936
Granted Patent B1
US 10,541,936 · App. 15/799,314 · Granted Jan 21, 2020

Method and system for distributed analysis

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Quick Facts
Patent No.
US 10,541,936
App. No.
15/799,314
Granted
Jan 21, 2020
Kind
B1
Abstract

A computing device of a data zone includes a persistent storage and a processor. The persistent storage includes a data source. The processor obtains a global computation request, instantiates a global computation based on the global computation request, and instantiates an intermediate computation in a second data zone based on the instantiated global computation.

Claims (83)

1. A computing device of a first data zone, comprising:

a persistent storage comprising at least a first data source; and

a processor programmed:

to obtain a first global computation request;

to instantiate a first global computation based at least in part on the first global computation request;

to instantiate a first intermediate computation on first data stored in the first data source based at least in part on the instantiated first global computation;

to instantiate at least a second intermediate computation on second data stored in a second data source in a second data zone based at least in part on the instantiated first global computation;

to obtain, from the instantiated first intermediate computation, a first intermediate computation result, the first intermediate computation result being based at least in part on the first data stored in the first data source;

to obtain, from the instantiated second intermediate computation, a second intermediate computation result without transferring the second data stored in the second data source from the second data zone to the first data zone, the second intermediate computation result being based at least in part on the second data stored in the second data source; and

to generate a first global computation result specified by the first global computation request, the first global computation result being based at least in part on the first intermediate computation result and the second intermediate computation results;

wherein instantiating the first global computation based at least in part on the first global computation request comprises:

determining a type of computation result specified by the first global computation request;

matching the determined type of computation result to a template; and

generating executable code for the first global computation based at least in part on a global computation prototype of the matched template.

2. The computing device of claim 1 , wherein the global computation request specifies the first data source in the first data zone and the second data source in the second data zone.

3. The computing device of claim 1 , wherein the matched template comprises:

the global computation prototype; and

an intermediate computation prototype.

4. The computing device of claim 3 , wherein instantiating the second intermediate computation in the second data zone based at least in part on the instantiated first global computation comprises:

identifying the second data source in the second data zone based at least in part on an input of the instantiated first global computation; and

generating executable code for the second intermediate computation based at least in part on the intermediate computation prototype of the matched template.

5. The computing device of claim 1 , wherein instantiating the second intermediate computation in a second data zone based at least in part on the instantiated first global computation comprises:

instantiating a third intermediate computation on third data stored in at least a third data source in a third data zone based at least in part on the instantiated second intermediate computation in the second data zone.

6. The computing device of claim 1 , wherein the first global computation request specifies:

a requesting entity;

at least one computation to be performed; and

grouping criteria for identifying a plurality of data sources, including at least the first data source and the second data source, on which the at least one computation is to be performed.

7. The computing device of claim 1 , wherein instantiating the second intermediate computation comprises instantiating a second global computation on a computing device of the second data zone, and wherein the second global computation:

instantiates one or more additional intermediate computations on data stored in one or more additional data sources in one or more additional data zones; and

generates a second global computation result based at least in part on one or more additional intermediate computation results, obtained from the one or more additional intermediate computations, without transferring the data stored in the one or more additional data sources from the one or more additional data zones to the second data zone.

8. The computing device of claim 7 , wherein the second intermediate computation result is based at least in part on the second global computation result.

9. The computing device of claim 1 , wherein the first data stored in the first data source comprises first sensor data collected from a first set of sensors, the second data stored in the second data source comprises second sensor data collected from a second set of sensors, the first intermediate computation result anonymizes the first sensor data collected from the first set of sensors, and the second intermediate computation result anonymizes the second sensor data collected from the second set of sensors.

10. The computing device of claim 1 , wherein:

the first data in the first data source comprises dynamically changing first sensor data streamed from a first set of sensors to the first data zone;

the second data in the second data source comprises dynamically changing second sensor data streamed from a second set of sensors to the second data zone;

the first intermediate computation result is associated with a first intermediate computation result identifier, the first intermediate computation result identifier specifying a first time stamp identifying the dynamically changing first sensor data at a time of generation of the first intermediate computation result; and

the second intermediate computation result is associated with a second intermediate computation result identifier, the second intermediate computation result identifier specifying a second time stamp identifying the dynamically changing second sensor data at a time of generation of the second intermediate computation result.

11. The computing device of claim 10 , wherein the processor is further programmed to associate a first global computation result identifier associated with the first global computation result, the first global computation result identifier specifying a third time stamp identifying a time associated with generation of the first global computation result.

12. A method of operating a computing device of a first data zone, comprising:

obtaining, by the computing device, a first global computation request;

instantiating, by the computing device, a first global computation based at least in part on the first global computation request;

instantiating, by the computing device, a first intermediate computation on first data stored in the first data source based at least in part on the instantiated first global computation;

instantiating, by the computing device, at least a second intermediate computation on second data stored in a second data zone based at least in part on the instantiated first global computation;

obtaining, from the instantiated first intermediate computation, a first intermediate computation result, the first intermediate computation result being based at least in part on the first data stored in the first data source;

obtaining, from the instantiated second intermediate computation, a second intermediate computation result without transferring the second data stored in the second data zone to the first data zone, the second intermediate computation result being based at least in part on the second data stored in the second data source; and

generating a first global computation result specified by the first global computation request, the first global computation result being based at least in part on the first intermediate computation result and the second intermediate computation result;

wherein instantiating the first global computation based at least in part on the first global computation request comprises:

determining a type of computation result specified by the first global computation request;

matching the determined type of computation result to a template; and

generating executable code for the first global computation based at least in part on a global computation prototype of the matched template.

13. The method of claim 12 , wherein

instantiating the second intermediate computation in the second data zone based at least in part on the instantiated first global computation comprises:

identifying the second data source in the second data zone based at least in part on an input of the instantiated first global computation; and

generating executable code for the second intermediate computation based at least in part on an intermediate computation prototype of the matched template.

14. The method of claim 12 , wherein instantiating the second intermediate computation comprises instantiating a second global computation on a computing device of the second data zone, and wherein the second global computation:

instantiates one or more additional intermediate computations on data stored in one or more additional data sources in one or more additional data zones; and

generates a second global computation result based at least in part on one or more additional intermediate computation results, obtained from the one or more additional intermediate computations without transferring the data stored in the one or more additional data sources from the one or more additional data zones to the second data zone.

15. The method of claim 12 , wherein the first data stored in the first data source comprises first sensor data collected from a first set of sensors, the second data stored in the second data source comprises second sensor data collected from a second set of sensors, the first intermediate computation result anonymizes the first sensor data collected from the first set of sensors, and the second intermediate computation result anonymizes the second sensor data collected from the second set of sensors.

16. A non-transitory computer readable medium comprising computer readable program code, which when executed by a computer processor enables the computer processor to perform a method for operating a computing device of a data zone, the method comprising:

obtaining, by the computing device, a first global computation request;

instantiating, by the computing device, a first global computation based at least in part on the first global computation request;

instantiating, by the computing device, a first intermediate computation on first data stored in the first data source based at least in part on the instantiated first global computation;

instantiating, by the computing device, at least a second intermediate computation on second data stored in a second data zone based at least in part on the instantiated first global computation;

obtaining, from the instantiated first intermediate computation, a first intermediate computation result, the first intermediate computation result being based at least in part on the first data stored in the first data source;

obtaining, from the instantiated second intermediate computation, a second intermediate computation result without transferring the second data stored in the second data zone to the first data zone, the second intermediate computation result being based at least in part on the second data stored in the second data source; and

generating a first global computation result specified by the first global computation request, the first global computation result being based at least in part on the first intermediate computation result and the second intermediate computation result;

wherein instantiating the first global computation based at least in part on the first global computation request comprises:

determining a type of computation result specified by the first global computation request;

matching the determined type of computation result to a template; and

generating executable code for the first global computation based at least in part on a global computation prototype of the matched template.

17. The non-transitory computer readable medium of claim 16 , wherein

instantiating the second intermediate computation in the second data zone based at least in part on the instantiated first global computation comprises:

identifying the second data source in the second data zone based at least in part on an input of the instantiated first global computation; and

generating executable code for the second intermediate computation based at least in part on an intermediate computation prototype of the matched template.

18. The non-transitory computer readable medium of claim 16 , wherein instantiating the second intermediate computation comprises instantiating a second global computation on a computing device of the second data zone, and wherein the second global computation:

instantiates one or more additional intermediate computations on data stored in one or more additional data sources in one or more additional data zones; and

generates a second global computation result based at least in part on one or more additional intermediate computation results, obtained from the one or more additional intermediate computations without transferring the data stored in the one or more additional data sources from the one or more additional data zones to the second data zone.

19. The non-transitory computer readable medium of claim 16 , wherein the first data stored in the first data source comprises first sensor data collected from a first set of sensors, the second data stored in the second data source comprises second sensor data collected from a second set of sensors, the first intermediate computation result anonymizes the first sensor data collected from the first set of sensors, and the second intermediate computation result anonymizes the second sensor data collected from the second set of sensors.

20. The non-transitory computer readable medium of claim 16 , wherein:

the first data in the first data source comprises dynamically changing first sensor data streamed from a first set of sensors to the first data zone;

the second data in the second data source comprises dynamically changing second sensor data streamed from a second set of sensors to the second data zone;

the first intermediate computation result is associated with a first intermediate computation result identifier, the first intermediate computation result identifier specifying a first time stamp identifying the dynamically changing first sensor data at a time of generation of the first intermediate computation result; and

the second intermediate computation result is associated with a second intermediate computation result identifier, the second intermediate computation result identifier specifying a second time stamp identifying the dynamically changing second sensor data at a time of generation of the second intermediate computation result.

Assignments (8)
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (053546/0001) Recorded Jun 23, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC IP HOLDING COMPANY LLC
Reel/Frame 071642/0001 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (044535/0109) Recorded May 20, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL PRODUCTS L.P.; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO WYSE TECHNOLOGY L.L.C.)
Reel/Frame 060753/0414 →
RELEASE OF SECURITY INTEREST AT REEL 044535 FRAME 0001 Recorded Nov 2, 2021
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: DELL PRODUCTS L.P.; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; WYSE TECHNOLOGY L.L.C.
Reel/Frame 058298/0475 →
SECURITY AGREEMENT Recorded Apr 22, 2020
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 053546/0001 →
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 Jan 12, 2018
From: FLORISSI, PATRICIA GOMES SOARES
To: EMC IP HOLDING COMPANY LLC
Reel/Frame 044614/0460 →
PATENT SECURITY AGREEMENT (CREDIT) Recorded Nov 29, 2017
From: DELL PRODUCTS L.P.; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; WYSE TECHNOLOGY L.L.C.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 044535/0001 →
PATENT SECURITY AGREEMENT (NOTES) Recorded Nov 29, 2017
From: DELL PRODUCTS L.P.; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; WYSE TECHNOLOGY L.L.C.
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS COLLATERAL AGENT
Reel/Frame 044535/0109 →