DETAILED ACTION
Notice of Pre-AIA or AIA Status
The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA .
Status of Claims
Office Action is in response to the Applicant's amendments and remarks filed2/22/2024. Claims 21-23 were cancelled. Claims 1-20 are presently pending and presented for examination.
Information Disclosure Statement
The information disclosure statement (IDS) submitted on 2/22/2024 is in compliance with the provisions of 37 CFR 1.97. Accordingly, the information disclosure statement is being considered by the examiner.
Claim Rejections - 35 USC § 101
35 U.S.C. 101 reads as follows:
Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title.
Claims 1-20 are rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. The claim recites method for providing failure warning of storage devices.
Step 2A – Prong 1
Independent Claims 1 and 10 as a whole recite a method of organizing human activity. The limitations from exemplary Claim 1 reciting “obtaining an initial failure warning comprising the obtaining the initial failure warning including being trained with a random forest based on historical failure related data, the historical failure related data comprising historical multiple operational attributes data of the and failure logs of the ; determining high frequency decision nodes, the high frequency decision nodes being similar single-nodes with at least a first number, the similar single-nodes being single-nodes having a same monitoring attribute, a same attribute determination symbol, and a difference between attribute thresholds within a first range; and constructing a failure warning of a new comprising the high frequency decision nodes” is a method of managing interactions between people, which falls into the certain methods of organizing human activity grouping, additionally mathematical concepts such as mathematical relationships, mathematical formulas or equations and mathematical calculations as the machine learning model can be computed using pen and paper to provide a failure warning for high frequency decisions. The mere recitation of a generic computer (storage device, model, algorithm, decision tree in claims 1 and 10) does not take the claim out of the methods of organizing human activity grouping. Thus, the claim recites an abstract idea.
Step 2A - Prong 2: Claims 1-20 and their underlining limitations, steps, features and terms, are further inspected by the Examiner under the current examining guidelines, and found, both individually and as a whole, not to include additional elements that are sufficient to integrate the abstract idea into a practical application. The limitations are directed to limitations referenced in MPEP 2106.05 that are not enough to integrate the abstract idea into a practical application. Limitations that are not enough include, as a non-limiting or non-exclusive examples, such as: (i) adding the words "apply it" (or an equivalent) with the judicial exception, or mere instructions to implement an abstract idea on a computer, e.g., a claim to an abstract idea requiring no more than a generic computer to perform generic computer functions, (ii) insignificant extra solution activity, and/or (iii) generally linking the use of the judicial exception to a particular technological environment or field of use.
This judicial exception is not integrated into a practical application because the claim recites the additional elements of (storage device, model, algorithm, decision tree in claims 1 and 10). The storage device, model, algorithm, decision tree in claims 1 and 10, are recited at a high level of generality and are generically recited computer elements. The generically recited computer elements amount to simply implementing the abstract idea on a computer. The combination of these additional elements are additional elements do no more than generally link the use of the judicial exception to a particular technological environment or field of use. Accordingly, in combination, these additional elements do not integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea.
The claim do not include additional elements that are sufficient to amount to significantly more than the judicial exception because, as discussed above, the additional elements do no more than generally link the use of the judicial exception to a particular technological environment or field of use. Thus, even when viewed as an ordered combination, nothing in the claims add significantly more (i.e. an inventive concept) to the abstract idea. The claims are ineligible.
Dependent claims 2-9 and 11-20 are also directed to same grouping of methods of organizing human activity. The additional elements of the storage device in claims 7-9, 16-20; model in claims 2-4, 7, 9, 11-14, 16 and 18; decision tree in claims 2-5, 11-14; SMART data, Ext-SMART data, Telemetry data in claims 6 and 15; configuration file in claim 18; memory in claim 19; host storage system, host in claim 20, are additional elements do no more than generally link the use of the judicial exception to a particular technological environment or field of use. Accordingly, in combination, these additional elements do not integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea.
Novel/Non-Obvious Subject Matter
Examiner has determined that all of Applicant’s claims have overcome having prior art rejections. The reason for this is that Examiner does not believe that, at the time of Applicant’s priority date, it would have been obvious for a person of ordinary skill in the art to combine prior art disclosures to result in the particular combination of elements/limitations in that claim, including the particular configuration of the elements/limitations with respect to each other in the particular combination, without the use of impermissible hindsight.
Conclusion
Any inquiry concerning this communication or earlier communications from the examiner should be directed to IBRAHIM EL-BATHY whose telephone number is (571)272-7545. The examiner can normally be reached Monday - Friday 9am - 7pm.
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/IBRAHIM N EL-BATHY/Primary Examiner, Art Unit 3626
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