Prosecution Insights
Last updated: July 17, 2026
Application No. 19/088,097

AI-Based Energy Edge Platform, Systems, and Methods Having a Digital Twin of a Mining Environment

Non-Final OA §101
Filed
Mar 24, 2025
Priority
Nov 23, 2021 — provisional 63/282,510 +7 more
Examiner
CHOUDHURY, AZIZUL Q
Art Unit
Tech Center
Assignee
Strong Force EE Portfolio 2022, LLC
OA Round
1 (Non-Final)
78%
Grant Probability
Favorable
1-2
OA Rounds
2y 4m
Est. Remaining
90%
With Interview

Examiner Intelligence

Grants 78% — above average
78%
Career Allowance Rate
528 granted / 680 resolved
+17.6% vs TC avg
Moderate +12% lift
Without
With
+12.5%
Interview Lift
resolved cases with interview
Typical timeline
3y 8m
Avg Prosecution
11 currently pending
Career history
691
Total Applications
across all art units

Statute-Specific Performance

§101
4.0%
-36.0% vs TC avg
§103
80.1%
+40.1% vs TC avg
§102
6.2%
-33.8% vs TC avg
§112
3.3%
-36.7% vs TC avg
Black line = Tech Center average estimate • Based on career data from 680 resolved cases

Office Action

§101
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 . Detailed Action This office action is in response to the listing of claims filed on March 24, 2025. Claim 1 is pending. Double Patenting A rejection based on double patenting of the “same invention” type finds its support in the language of 35 U.S.C. 101 which states that “whoever invents or discovers any new and useful process... may obtain a patent therefor...” (Emphasis added). Thus, the term “same invention,” in this context, means an invention drawn to identical subject matter. See Miller v. Eagle Mfg. Co., 151 U.S. 186 (1894); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); In re Ockert, 245 F.2d 467, 114 USPQ 330 (CCPA 1957). A statutory type (35 U.S.C. 101) double patenting rejection can be overcome by canceling or amending the claims that are directed to the same invention so they are no longer coextensive in scope. The filing of a terminal disclaimer cannot overcome a double patenting rejection based upon 35 U.S.C. 101. Claim 1 is rejected under 35 U.S.C. 101 as claiming the same invention as that of claim 1 of prior U.S. Patent No. 12,259,700. This is a statutory double patenting rejection. Present Application Claim 1 Patent 12,259,700 Claims 1 An artificial-intelligence-based (AI-based) platform for enabling intelligent orchestration and management of power and energy, the AI-based platform comprising: a digital twin system having a digital twin of a mining environment, wherein: the digital twin includes a set of parameters that is detected by a set of sensors of the mining environment, an initial parameter of the set of parameters indicates a baseline condition of the mining environment at a previous time, An artificial-intelligence-based (AI-based) platform for enabling intelligent orchestration and management of power and energy, the AI-based platform comprising: a digital twin system having a digital twin of a mining environment, wherein: the digital twin includes a set of parameters that is detected by a set of sensors of the mining environment, an initial parameter of the set of parameters indicates a baseline condition of the mining environment at a previous time, a real-time parameter of the set of parameters indicates an update of the baseline condition of the mining environment at a current time, the digital twin is configured to generate an indicator of energy consumption of the mining environment, the indicator is at least one of analytic or configured for visual display, and the digital twin is configured to adjust the indicator based on the real-time parameter detected by a sensor of the set of sensors of the mining environment; a real-time parameter of the set of parameters indicates an update of the baseline condition of the mining environment at a current time, the digital twin is configured to generate an indicator of energy consumption of the mining environment, the indicator is at least one of analytic or configured for visual display, and the digital twin is configured to adjust the indicator based on the real-time parameter detected by a sensor of the set of sensors of the mining environment; a sensing system including at least one of, ground-penetrating sensing of unmined portions of the mining environment, mass spectrometry of mined materials, or computer-vision-based sensing of mined materials; a sensing system including at least one of, ground-penetrating sensing of unmined portions of the mining environment, mass spectrometry of mined materials, or computer-vision-based sensing of mined materials; a system for asset tagging of smart containers associated with the mining environment; a system for asset tagging of smart containers associated with the mining environment; a set of wearable devices for detecting physiological status of miners associated with the mining environment; a set of wearable devices for detecting physiological status of miners associated with the mining environment; a system for secure recording and resolution of transactions and transaction-related events associated with the mining environment; a system for secure recording and resolution of transactions and transaction-related events associated with the mining environment; and an automated system for recording, reporting, and assessing compliance with at least one of contractual policies, regulatory policies, or legal policies. and an automated system for recording, reporting, and assessing compliance with at least one of contractual policies, regulatory policies, or legal policies. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to AZIZUL Q CHOUDHURY whose telephone number is (571)272-3909. The examiner can normally be reached M-F. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, EMMANUEL MOISE can be reached at (571) 272-3865. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /AZIZUL CHOUDHURY/Primary Examiner, Art Unit 2455
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Prosecution Timeline

Mar 24, 2025
Application Filed
Jun 17, 2026
Non-Final Rejection mailed — §101
Jul 09, 2026
Interview Requested
Jul 15, 2026
Applicant Interview (Telephonic)
Jul 15, 2026
Examiner Interview Summary

Precedent Cases

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
78%
Grant Probability
90%
With Interview (+12.5%)
3y 8m (~2y 4m remaining)
Median Time to Grant
Low
PTA Risk
Based on 680 resolved cases by this examiner. Grant probability derived from career allowance rate.

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