Prosecution Insights
Last updated: April 19, 2026
Application No. 18/398,348

CENTER, MANAGEMENT METHOD, AND STORAGE MEDIUM

Final Rejection §103
Filed
Dec 28, 2023
Examiner
SINGH, AMRESH
Art Unit
2159
Tech Center
2100 — Computer Architecture & Software
Assignee
DENSO CORPORATION
OA Round
2 (Final)
76%
Grant Probability
Favorable
3-4
OA Rounds
3y 9m
To Grant
98%
With Interview

Examiner Intelligence

Grants 76% — above average
76%
Career Allow Rate
463 granted / 610 resolved
+20.9% vs TC avg
Strong +22% interview lift
Without
With
+22.0%
Interview Lift
resolved cases with interview
Typical timeline
3y 9m
Avg Prosecution
32 currently pending
Career history
642
Total Applications
across all art units

Statute-Specific Performance

§101
18.8%
-21.2% vs TC avg
§103
46.0%
+6.0% vs TC avg
§102
15.3%
-24.7% vs TC avg
§112
6.3%
-33.7% vs TC avg
Black line = Tech Center average estimate • Based on career data from 610 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 . DETAILED ACTION Claims 1-13 are presented for examination. Claims 1, 2, 910, 11, 12 and 13 were amended. This is a Final Action. Response to Arguments Applicant’s arguments with respect to claim(s) 1-13 have been considered but are moot because the new ground of rejection does not rely on any reference applied in the prior rejection of record for any teaching or matter specifically challenged in the argument. Claim Rejections - 35 USC § 103 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. 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 of this title, 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. Claims 1-13 rejected under 35 U.S.C. 103 as being unpatentable over Shiraishi et al. (US 2019/0384870) further in view of Dane et al. (WO 2021/016250) 1. Shiraishi teaches, A center (Abstract – teaches a central system managing vehicle data, analogous to the ‘center’, Shiraishi) comprising: …wherein: the vehicle related device includes a shadow generation unit generating, for each of the multiple vehicles, a shadow using multiple pieces of vehicle data repeatedly acquired from the in-vehicle device of corresponding vehicle (Paragraph 5 - teaches repeatedly acquiring data to build/update a digital twin (Shadow), Shiraishi), each of the multiple pieces of vehicle data generated as the shadow is assigned with vehicle identification information for identifying the corresponding vehicle and timing identification information for identifying a timing at which each of the multiple pieces of vehicle data is acquired (Paragraph 125 - teaches VIN = vehicle ID and timestamps = timing information, Shiraichi), the shadow generation unit stores the shadow that includes the multiple pieces of vehicle data in a shadow storage unit provided in the vehicle related device (Paragraph 46 & 122 - teaches stored digital twin = stored shadow, Shiraichi), the service related device includes: an index generation unit generating indices corresponding to respective shadows, each of which is assigned with the timing identification information, and stores the generated indices in an index storage unit provided in the service related device (Paragraph 120 - teaches generating/storing indices for retrieval, Shiraichi); and an index acquisition unit that acquires, from the index storage unit, one of the indices corresponding to a designated parameter (Paragraph 120 - teaches queries index storage using designated parameters (make/model), Shiraichi), and the vehicle related device further includes a data acquisition unit acquiring one of the multiple pieces of vehicle data from the shadow storage unit using the one of the indices, which is acquired corresponding to the designated parameter (Paragraph 120 - teaches retrieval of data from storage using indices, Shiraichi). Shiraishi does not explicitly teach, … the shadow being generated in a format of standardized vehicle data in which each of the multiple pieces of vehicle data is converted to a predefined layered structure. a vehicle related device communicably connected with multiple in-vehicle devices individually mounted on multiple vehicles, the vehicle related device performing data communication with the multiple in-vehicle devices; and a service related device communicably connected with a service providing unit and performing data communication with the service providing unit. However, Malladi teaches, … the shadow being generated in a format of standardized vehicle data in which each of the multiple pieces of vehicle data is converted to a predefined layered structure (Paragraph 14 – teaches the software can include a data processing layer, a data enrichment layer and a data publication layer, where the data enrichment layer performs data decoding, metadata decoration and data normalization, thereby converting raw sensor data streams into structured and standardized data suitable for storage and processing, Malladi). It would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which said subject matter pertains to incorporate the layered data processing architecture of Malladi into the vehicle data processing system of Shiraishi in order normalize and structure incoming vehicle sensor data streams prior to storage and indexing, thereby improving scalability, interoperability and processing efficiency for large-scale vehicle monitoring systems. However, Dane teaches, a vehicle related device communicably connected with multiple in-vehicle devices individually mounted on multiple vehicles, the vehicle related device performing data communication with the multiple in-vehicle devices; (Paragraphs 15 - teaches vehicle controller (ECU) connected to multiple sensors and communicating data to a remote system, Dane) and a service related device communicably connected with a service providing unit and performing data communication with the service providing unit (Paragraph 15 and 52 - teaches a remote system that exchanges data with a service provider, matching the claimed “service related device”, Dane). It would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which said subject matter pertains to allow Shiroishi’s invention to be combined with Dane’s invention because both references are in the same field of endeavor, connected vehicles and digital twin systems for monitoring, diagnostics and services. The combination would enhance Shiroishi’s shadow/index service system with Dane’s remote control capability, yielding predictable improvement in vehicle service centers. 2. The combination of Shiraishi, Malladi and Dane teaches, The center according to claim 1, wherein the vehicle related device includes a latest index generation unit that generates latest indices for identifying latest shadows of respective vehicles (Paragraph 46 – teaches timestamped recent data corresponds to “latest indices”, Shiraishi) and stores the latest indices in a latest index storage unit provided in the vehicle related device (Paragraph 117- teaches updated data stored in memory = latest index storage, Shiraishi), and the index generation unit repeatedly acquires the latest indices from the latest index storage unit, and generates, as the indices corresponding to respective shadows, the latest indices, each of which is assigned with time information for specifying the shadow corresponding to the latest index (Paragraph 11 – teaches continuous update provides repeated acquisition with time information, Shiraishi). 3. The combination of Shiraishi, Malladi and Dane teaches, The center according to claim 2, wherein each of the latest indices includes vehicle position information indicating a position where the corresponding vehicle is present (Paragraph 44 - teaches driving area/position data included in indices, Shiraishi), and the index generation unit repeatedly acquires the latest indices for generating the indices corresponding to respective shadows (Paragraph 11 - teaches continuous update of indices with position, Shiraishi). 4. The combination of Shiraishi, Malladi and Dane teaches, The center according to claim 1, wherein each of the indices includes specific information for specifying one of the multiple vehicles, which is necessary for the service providing unit to provide a service (Paragraph 125 - teaches VIN/vehicle-specific identifier included in indices enable services, Shiraishi). 5. The combination of Shiraishi, Malladi and Dane teaches, The center according to claim 1, wherein the index acquisition unit: acquires, from the service providing unit, a request that instructs acquisition of designated data of a designated vehicle at a designated time (Paragraph 160 - teaches service provider issues requests for vehicle-specific/time-specific data, Shiraishi); acquires, from the index storage unit, one of the indices corresponding to the designated time and the designated vehicle in the request (Paragraph 120 - teaches queries indices based on vehicle/time info, Shiraishi); and specifies one of the shadows based on the acquired index (Paragraph 123 - teaches index specifies the correct shadow, Shiraishi), and the data acquisition unit of the vehicle related device acquires, from the shadow storage unit, the designated data included in the one of the shadows specified by the index acquisition unit (Paragraph 125 - teaches system retrieves requested data from the shadow, Shiraishi). 6. The combination of Shiraishi, Malladi and Dane teaches, The center according to claim 1, wherein each of the shadows includes information related to a device mounted on the corresponding vehicle (Paragraph 41 – teaches Shadows/digital tins include sensor & ADAS device data, Shiraishi). 7. The combination of Shiraishi, Malladi and Dane teaches, The center according to claim 1, wherein the service related device includes an application programming interface through which the service providing unit accesses the service related device (Paragraph 49 and 155 - teaches software/report systems and digital twin modules used as access interfaces by external services (i.e. API), Shiraishi). 8. The combination of Shiraishi, Malladi and Dane teaches, The center according to claim 1, wherein the vehicle related device includes a vehicle control unit that controls each of the multiple vehicles on which the multiple in-vehicle device are respectively mounted, and the vehicle control unit acquires, from the service providing unit, a control instruction to one of the multiple vehicles without going through the service related device (Paragraphs 11 and 15, Claim 10 – teaches vehicle controller (ECU) that directly receives control parameters/instructions from the remote system, bypassing the service device, Shiraishi). Claims 9-13 are similar to claim 1-8 hence rejected similarly. Conclusion THIS ACTION IS MADE FINAL. 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 nonprovisional extension fee (37 CFR 1.17(a)) 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 mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to AMRESH SINGH whose telephone number is (571)270-3560. The examiner can normally be reached Monday-Friday 8am-5pm. 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, Ann J. Lo can be reached at (571) 272-9767. 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. /AMRESH SINGH/Primary Examiner, Art Unit 2159
Read full office action

Prosecution Timeline

Dec 28, 2023
Application Filed
Sep 05, 2025
Non-Final Rejection — §103
Nov 25, 2025
Examiner Interview Summary
Nov 25, 2025
Applicant Interview (Telephonic)
Dec 10, 2025
Response Filed
Mar 09, 2026
Final Rejection — §103 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12591804
SYSTEMS AND METHODS FOR DISTRIBUTED LEARNING FOR WIRELESS EDGE DYNAMICS
2y 5m to grant Granted Mar 31, 2026
Patent 12585549
BACKING UP DATABASE FILES IN A DISTRIBUTED SYSTEM
2y 5m to grant Granted Mar 24, 2026
Patent 12585715
SYSTEMS AND METHODS FOR INDEPENDENT AUDIT AND ASSESSMENT FRAMEWORK FOR AI SYSTEMS
2y 5m to grant Granted Mar 24, 2026
Patent 12561572
METHOD FOR CALIBRATING PARAMETERS OF HYDROLOGY FORECASTING MODEL BASED ON DEEP REINFORCEMENT LEARNING
2y 5m to grant Granted Feb 24, 2026
Patent 12554774
GRAPH DATA LOADING
2y 5m to grant Granted Feb 17, 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
76%
Grant Probability
98%
With Interview (+22.0%)
3y 9m
Median Time to Grant
Moderate
PTA Risk
Based on 610 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