Prosecution Insights
Last updated: April 19, 2026
Application No. 18/302,449

GRID EDGE INTELLIGENCE

Final Rejection §103
Filed
Apr 18, 2023
Examiner
LIN, JASON
Art Unit
2117
Tech Center
2100 — Computer Architecture & Software
Assignee
X Development LLC
OA Round
2 (Final)
73%
Grant Probability
Favorable
3-4
OA Rounds
3y 1m
To Grant
96%
With Interview

Examiner Intelligence

Grants 73% — above average
73%
Career Allow Rate
534 granted / 734 resolved
+17.8% vs TC avg
Strong +23% interview lift
Without
With
+23.0%
Interview Lift
resolved cases with interview
Typical timeline
3y 1m
Avg Prosecution
33 currently pending
Career history
767
Total Applications
across all art units

Statute-Specific Performance

§101
12.3%
-27.7% vs TC avg
§103
50.4%
+10.4% vs TC avg
§102
10.0%
-30.0% vs TC avg
§112
20.1%
-19.9% vs TC avg
Black line = Tech Center average estimate • Based on career data from 734 resolved cases

Office Action

§103
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 . Response to Arguments Applicant’s arguments with respect to the rejection(s) of claim(s) 1-20 under 35 U.S.C. 103 have been fully considered and are persuasive. Therefore, the rejection has been withdrawn. However, upon further consideration, a new ground(s) of rejection is made in view of US9534928 to Taft. Claim Rejections - 35 USC § 103 The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. The factual inquiries for establishing a background for determining obviousness under 35 U.S.C. 103 are summarized as follows: 1. Determining the scope and contents of the prior art. 2. Ascertaining the differences between the prior art and the claims at issue. 3. Resolving the level of ordinary skill in the pertinent art. 4. Considering objective evidence present in the application indicating obviousness or nonobviousness. Claim(s) 1-10, 12 and 14 is/are rejected under 35 U.S.C. 103 as being unpatentable over US20240429716 to Sharif-Askary (hereinafter “Sharif”), in view of US20220166221 to Brombach, in view of US9534928 to Taft. As per claim 1, Sharif substantially discloses an electric grid operation system (Sharif, see Fig. 1 and [0018]-[0024]) comprising: a central controller layer configured to monitor conditions of an electric grid and control operations of the electric grid (Sharif, see Fig. 1 and [0018]-[0024]); an intermediate controller layer in communication with the central controller layer, wherein the intermediate controller layer comprises a plurality of hubs configured to monitor operations of grid edge device connected to different regions of the electric grid (Sharif, see Fig. 1 and [0018]-[0024]); wherein the central controller layer is configured to perform operations comprising: obtaining, from each hub, sensor data performed by the grid edge devices monitored by the hub (Sharif, see Fig. 1-Fig. 2 and [0018]-[0040]); determining, based on the sensor data and expected grid-wide operations, individual control strategies for each different region of the electric grid, wherein each control strategy comprise expected electrical operating conditions for the respective region of the electric grid over a period of time (Sharif, see Fig. 1-Fig. 2, [0018]-[0040] and [0059]-[0061]); and providing a respective control strategy to each hub (Sharif, see Fig. 2, [0018] and [0025]-[0061]); wherein each hub of the plurality of hubs in the intermediate controller layer is configured to perform operations comprising: in response to receiving the respective control strategy for the hub, generating one or more operational parameters for at least one grid edge device for the operation of the electric grid (Sharif, see Fig. 2, [0018]-[0025]-[0061]); and providing the one or more operational parameters to the at least one grid edge device; wherein providing the one or more operational parameters cause the at least one grid edge device to adjust its operation (Sharif, see Fig. 2, [0018]-[0025]-[0061]). Sharif does not explicitly disclose wherein generating the one or more operational parameters is based on the expected operating conditions for the hub. However, Brombach in an analogous art discloses wherein generating the one or more operational parameters is based on the expected operating conditions for the hub (Brombach, see Fig. 3, [0148]-[0168], [0076] and [0025]-[0028]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Brombach into the system of Sharif. The modification would be obvious because one of the ordinary skill in the art would want to operate an electrical grid stably but also in as economically optimized a manner as possible (Brombach, see [0005]). The combination of Sharif and Brombach does not explicitly disclose each of the plurality of hubs configured to monitor grid conditions for the respective region of the electric grid, obtaining sensor data corresponding to measurements of the grid conditions in the respective region of the hub, wherein the measurements are performed by the grid edge devices monitored by the hub. However, Taft in an analogous art discloses each of the plurality of hubs configured to monitor grid conditions for the respective region of the electric grid, obtaining sensor data corresponding to measurements of the grid conditions in the respective region of the hub, wherein the measurements are performed by the grid edge devices monitored by the hub (Taft, see col. 3 lines 9-50) Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Taft into the above combination of Sharif and Brombach. The modification would be obvious because one of the ordinary skill in the art would want to improve the management of the power grid in several aspects including grid state measurement, non-operational collection and storage, event management, demand reduction signaling, outage intelligence, fault intelligence, remote asset monitoring (including monitoring one or more assets within the power grid), power quality monitoring (such as the purity of the current/voltage waveform), system performance measurement (such as reliability as to whether the power is on or off), work order initiation, meta data management, notification agent, meter data collection, transactional analytics, grid control processes, and real-time analytics (Taft, see col. 4 lines 1-13). As per claim 2, the rejection of claim 1 is incorporated, Brombach further discloses the expected electrical operating condition of the control strategy for the region comprise a power flow for the region (Brombach, see Fig. 3, [0148]-[0168], [0076] and [0025]-[0028]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Brombach into the system of Sharif. The modification would be obvious because one of the ordinary skill in the art would want to operate an electrical grid stably but also in as economically optimized a manner as possible (Brombach, see [0005]). As per claim 3, the rejection of claim 1 is incorporated, Sharif further discloses wherein the central controller layer monitoring conditions of the electric grid further comprises obtaining geographical data related to the electric grid, wherein the geographical data includes weather conditions of the electric grid (Sharif, see [0059]-[0061]). As per claim 4, the rejection of claim 3 is incorporated, Sharif further discloses wherein the data related to the electric grid comprises distribution management data (Sharif, see [0051]-[0061]). As per claim 5, the rejection of claim 1 is incorporated, Sharif further discloses wherein the different regions of the electric grid comprise one or more different electrical feeders (Sharif, see Fig. 1 and [0022]). As per claim 6, the rejection of claim 1 is incorporated, Sharif further discloses wherein providing the one or more operational parameters to the edge device causes the edge device to operate autonomously within the one or more operational parameters (Sharif, see [0021]-[0023] and Fig. 1). Brombach further discloses the at least one grid edge device is an inverter, operating the inverter (Brombach, see [0089]-[0090]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Brombach into the system of Sharif. The modification would be obvious because one of the ordinary skill in the art would want to operate an electrical grid stably but also in as economically optimized a manner as possible (Brombach, see [0005]). As per claim 7, the rejection of claim 1 is incorporated, Sharif further discloses the grid edge device comprise an electric vehicle charging station (Sharif, see [0022]). As per claim 8, the rejection of claim 1 is incorporated, Sharif further discloses each of the hubs are configured to report electric grid data for the respective region of the hub, the electric grid data representing historical/current measurements of respective grid edge devices (Sharif, see Fig. 1-Fig. 2 and [0018]-[0040]). As per claim 9, the rejection of claim 1 is incorporated, Sharif further discloses wherein obtaining, by the central controller layer, the sensor data corresponding to the measurements performed by the grid edge devices comprises transmitting a request for the sensor data to at least one hub of the plurality of hubs and, in response to the request, receiving the sensor data from respective grid edge devices associated with the at least one hub (Sharif, see Fig. 1-Fig. 2, [0018]-[0040] and [0117]). As per claim 10, the rejection of claim 1 is incorporated, Sharif further discloses determining, by the central controller layer, the individual control strategies for each different region of the electric grid comprises performing data analytics using the sensor data and the expected grid-wide operations (Sharif, see Fig. 1-Fig. 2, and [0018]-[0061]). As per claim 12, the rejection of claim 10 is incorporated, Sharif further discloses the expected grid-wide operations further comprises weather data related to geographic regions encompassed by the electric grid (Sharif, see [0059]-[0061]). As per claim 14, the rejection of claim 1 is incorporated, Sharif further discloses wherein each of the plurality of hubs are communicatively coupled to each other, wherein the central controller layer is configured to publish one or more of the individual control strategies to the intermediate controller layer, and the plurality of hubs are configured to subscribe to the intermediate controller layer to receive the respective one or more of the individual control strategies (Sharif, see Fig. 1-Fig. 2, and [0018]-[0061]). Claim(s) 11, 13 and 15 is/are rejected under 35 U.S.C. 103 as being unpatentable over Sharif, in view Brombach, in view of Taft, further in view of US20140350743 to Asghari et al. (hereinafter “Asghari”). As per claim 11, the rejection of claim 10 is incorporated, the combination of Sharif, Brombach and Taft does not explicitly disclose determining battery charging and discharging pattern. However, Asghari in an analogous art discloses determining battery charging and discharging pattern (Asghari, see [0046]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Asghari into the above combination of Sharif, Brombach and Taft. The modification would be obvious because one of the ordinary skill in the art would want to provide a system that guarantees the balance between generation and consumption within the micro-grid at each time step while it satisfies the optimal performance constraints (Asghari, see [0060]). As per claim 13, the rejection of claim 1 is incorporated, Sharif further discloses the central controller layer is configured to perform operation comprising: updating a model based on the sensor data from each of the hubs, and determining, using the model, expected operations for each region in the electric grid during the period of time (Sharif, see Fig. 1-Fig. 2, and [0018]-[0061]). The combination of Sharif, Brombach and Taft does not explicitly disclose determining expected loads for each region using the model. However, Asghari in an analogous art discloses determining expected loads for each region using the model (Asghari, see Fig. 3A-Fig. 3B and [0036]-[0045]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Asghari into the above combination of Sharif, Brombach and Taft. The modification would be obvious because one of the ordinary skill in the art would want to provide a system that guarantees the balance between generation and consumption within the micro-grid at each time step while it satisfies the optimal performance constraints (Asghari, see [0060]). As per claim 15, the rejection of claim 1 is incorporated, Sharif further discloses the plurality of hubs is configured to provide the one or more operational parameters to adjust operation of the at least one grid edge device (Sharif, see Fig. 1-Fig. 2, and [0018]-[0061]). The combination of Sharif, Brombach and Taft does not explicitly disclose incrementally adjust operation of the grid edge device. However, Asghari in an analogous art discloses incrementally adjust operation of the grid edge device (Asghari, see [0044]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Asghari into the above combination of Sharif, Brombach and Taft. The modification would be obvious because one of the ordinary skill in the art would want to provide a system that guarantees the balance between generation and consumption within the micro-grid at each time step while it satisfies the optimal performance constraints (Asghari, see [0060]). Claim(s) 16-17 and 20 is/are rejected under 35 U.S.C. 103 as being unpatentable over Sharif, in view Asghari, in view of Taft. As per claim 16, Sharif substantially discloses an electric grid operation method executed by one or more computers of an intermediate controller layer of a grid control architecture (Sharif, see Fig. 1-Fig. 2 and Fig. 5), the method comprising: communicating sensor data from one or more grid edge devices under supervision of the intermediate controller layer to a central controller layer of the grid control architecture, the intermediate controller layer configured to monitor operations of grid edge devices within the respective region of an electric grid (Sharif, see Fig. 1-Fig. 2 and [0018]-[0040]); receiving, from the central controller layer, a control strategy for the region of the electric grid, wherein the control strategy comprises expected electrical operating conditions for the region of the electric grid over a period of time (Sharif, see Fig. 2, [0018] and [0025]-[0061]; determining, based on the control strategy, one or more operational parameters for at least one grid edge device, wherein the one or more operational parameters provide for autonomous operations of the at least one grid edge device during the time period based on the expected electrical operating conditions of the region of the electric grid (Sharif, see Fig. 1-Fig. 2, and [0018]-[0061]); and providing the one or more operational parameters to the least one grid edge device, wherein providing the one or more operational parameters causes the at least one grid edge device to adjust its operation (Sharif, see Fig. 1-Fig. 2, and [0018]-[0061]). Sharif does not explicitly disclose the operational parameters provide constraints for operations of the grid edge device. However, Asghari in an analogous art discloses the operational parameters provide constraints for operations of the grid edge device (Asghari, see [0037]-[0046]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Asghari into the method of Sharif. The modification would be obvious because one of the ordinary skill in the art would want to provide a system that guarantees the balance between generation and consumption within the micro-grid at each time step while it satisfies the optimal performance constraints (Asghari, see [0060]). The combination of Sharif and Asghari does not explicitly disclose sensor data corresponding to measurements performed by one or more grid edge device, the sensor data representing grid operating conditions at the one or more grid edge devices in a respective region for a hub in the intermediate controller layer. However, Taft in an analogous art discloses sensor data corresponding to measurements performed by one or more grid edge device, the sensor data representing grid operating conditions at the one or more grid edge devices in a respective region for a hub in the intermediate controller layer (Taft, see col. 3 lines 9-50 and col. 7 lines 25-42). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Taft into the above combination of Sharif and Asghari. The modification would be obvious because one of the ordinary skill in the art would want to improve the management of the power grid in several aspects including grid state measurement, non-operational collection and storage, event management, demand reduction signaling, outage intelligence, fault intelligence, remote asset monitoring (including monitoring one or more assets within the power grid), power quality monitoring (such as the purity of the current/voltage waveform), system performance measurement (such as reliability as to whether the power is on or off), work order initiation, meta data management, notification agent, meter data collection, transactional analytics, grid control processes, and real-time analytics (Taft, see col. 4 lines 1-13). As per claim 17, the rejection of claim 16 is incorporated, Sharif further discloses the region comprises an electrical feeder (Sharif, see Fig. 1 and [0022]). As per claim 20, the rejection of claim 16 is incorporated, Sharif further discloses wherein the grid edge devices comprise an electric vehicle charging station (Sharif, see [0022]). Claim(s) 18-19 is/are rejected under 35 U.S.C. 103 as being unpatentable over Sharif, in view Asghari, in view of Taft, in view of Brombach. As per claim 18, the rejection of claim 16 is incorporated, Sharif further discloses wherein providing the one or more operational parameters to the grid edge device causes the grid edge device to operate autonomously within the one or more operational parameter (Sharif, see [0021]-[0023] and Fig. 1). The combination of Sharif, Asghari and Taft does not explicitly disclose the at least one grid edge device is an inverter, operating the inverter. However, Brombach in an analogous art discloses the at least one grid edge device is an inverter, operating the inverter (Brombach, see [0089]-[0090]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Brombach into the above combination of Sharif, Asghari and Taft. The modification would be obvious because one of the ordinary skill in the art would want to operate an electrical grid stably but also in as economically optimized a manner as possible (Brombach, see [0005]). As per claim 19, the rejection of claim 16 is incorporated, the combination of Sharif, Asghari and Taft does not explicitly disclose the expected electrical operating condition of the control strategy for the region comprise a power flow for the region. However, Brombach in an analogous art discloses the expected electrical operating condition of the control strategy for the region comprise a power flow for the region (Brombach, see Fig. 3, [0148]-[0168], [0076] and [0025]-[0028]). Therefore, it would have been obvious to a person of ordinary skill in the art before the effective filing date of the claimed invention to incorporate teaching of Brombach into the above combination of Sharif, Asghari and Taft. The modification would be obvious because one of the ordinary skill in the art would want to operate an electrical grid stably but also in as economically optimized a manner as possible (Brombach, see [0005]). Conclusion Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any extension fee pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to JASON LIN whose telephone number is (571)270-3175. The examiner can normally be reached on Monday-Friday 9:30 a.m. – 6:00 p.m. PST. 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, Robert E. Fennema can be reached on (571)272-2748. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of an application may be obtained from the Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from either Private PAIR or Public PAIR. Status information for unpublished applications is available through Private PAIR only. For more information about the PAIR system, see http://pair-direct.uspto.gov. Should you have questions on access to the Private PAIR system, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative or access to the automated information system, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /JASON LIN/ Primary Examiner, Art Unit 2117
Read full office action

Prosecution Timeline

Apr 18, 2023
Application Filed
Sep 03, 2025
Non-Final Rejection — §103
Nov 17, 2025
Interview Requested
Nov 25, 2025
Examiner Interview Summary
Nov 25, 2025
Applicant Interview (Telephonic)
Dec 05, 2025
Response Filed
Mar 20, 2026
Final Rejection — §103 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12602031
METHOD AND APPARATUS FOR PROCESSING TAKT AT STATION, AND STORAGE MEDIUM
2y 5m to grant Granted Apr 14, 2026
Patent 12596342
CONTROL DEVICE
2y 5m to grant Granted Apr 07, 2026
Patent 12590361
METHODS AND APPARATUS FOR PROCESSING A SUBSTRATE
2y 5m to grant Granted Mar 31, 2026
Patent 12591224
Control Rule Generating Device, Result Reflecting Device and Control Rule Generating System
2y 5m to grant Granted Mar 31, 2026
Patent 12585260
COMPUTER-BASED VIRTUAL ENVIRONMENT FOR MANAGING WORK PRODUCT QUALITY
2y 5m to grant Granted Mar 24, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

AI Strategy Recommendation

Get an AI-powered prosecution strategy using examiner precedents, rejection analysis, and claim mapping.
Powered by AI — typically takes 5-10 seconds

Prosecution Projections

3-4
Expected OA Rounds
73%
Grant Probability
96%
With Interview (+23.0%)
3y 1m
Median Time to Grant
Moderate
PTA Risk
Based on 734 resolved cases by this examiner. Grant probability derived from career allow rate.

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month