Prosecution Insights
Last updated: October 02, 2026
Application No. 18/620,358

ENHANCING 5G COVERAGE OPTIMIZATION

Final Rejection §103
Filed
Mar 28, 2024
Examiner
SERAYDARYAN, HELENA H
Art Unit
3648
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
T-Mobile USA Inc.
OA Round
2 (Final)
69%
Grant Probability
Favorable
3-4
OA Rounds
10m
Est. Remaining
82%
With Interview

Examiner Intelligence

Grants 69% — above average
69%
Career Allowance Rate
212 granted / 307 resolved
+17.1% vs TC avg
Moderate +13% lift
Without
With
+12.7%
Interview Lift
resolved cases with interview
Typical timeline
3y 4m
Avg Prosecution
17 currently pending
Career history
323
Total Applications
across all art units

Statute-Specific Performance

§101
5.2%
-34.8% vs TC avg
§103
47.9%
+7.9% vs TC avg
§102
20.4%
-19.6% vs TC avg
§112
24.0%
-16.0% vs TC avg
Black line = Tech Center average estimate • Based on career data from 307 resolved cases

Office Action

§103
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 . Response to Arguments Applicant’s arguments with respect to claim(s) 1, 12, 18 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 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. Claim(s) 1-20 are rejected under 35 U.S.C. 103 as being unpatentable over D1 US 20190131703 A1. Regarding claim 1 D1 US 20190131703 A1 teaches 1, 12, 18. One or more computer-readable media having computer-executable instructions embodied thereon that, when executed, perform a method of enhancing 5G coverage optimization, the method comprising: receiving, at an optimization engine[0005](network planning tool), an antenna model name corresponding to an antenna supported by a node;[0005] identifying, at the optimization engine[0005], a remote electrical tilt (RET) angle(pointing direction is iterated for different antenna models and according to [0008] pointing direction obtained from RET unit ) value corresponding to the antenna;[0008] dynamically associating the antenna model name and the RET angle value in a data store; and[0005](implicit for each antenna model the pointing direction from RET was set for coverage estimate) based on the antenna model and the RET angle value, predicting, at the optimization engine, real-time coverage provided by the antenna.[0005](simulated predicted coverage based on antenna model and pointing direction) Although D1 does not explicitly teach receiving from a node D1 teaches nodes (130 RET unit +120 tilt sensor+ 110 antenna) transmits data to optimization engine (140 controller) [0022] which optimizes the system (130+120+110) And hence It would be obvious to one of ordinary skills in the art at the time of the filing to modify invention by D1 also to transmit an antenna model name corresponding to an antenna supported by a node as required for optimization [0005] in order to automatize the optimization procedure and eliminate the human error during setting the parameters. 3. The media of claim 1, further comprising, recommending, by the optimization engine an adjustment to the RET angle value.[0027] 4, 14. The media of claim 3, further comprising, communicating, to the node, instructions to make an adjustment to the RET angle value.[0026-0027] 6. The media of claim 1, wherein the receiving is caused by the antenna being installed at the node.(fig. 5 ) 8. The media of claim 1, further comprising receiving an indication a new antenna has been added to the node or a neighboring node. [0005](implicit ) 9. The media of claim 1, further comprising receiving an indication when a new node is added within a configurable radius of the node. [0005](implicit “generate instructions as to which antennas get installed on which tower, the azimuth angles to which each antenna should be pointing, and the downtilt in the elevation plane (if any) for each antenna” everything is done to “to achieve the best possible predicted coverage area for the base station” ) 11, 17. The media of claim 1, wherein the RET angle value is automatically provided to the optimization engine by the node.[0005](pointing directions are iterated or adjusted by ret and provided to controller[0008-0009], [0022]) Regarding claim 2 D1 teaches providing the model number to simulation tool but does not explicitly teach that 2, 13, 19. The media of claim 1, wherein the antenna model name is detected by the node. D1 also teaches automatic adjustment of the RET angle during wind [0022-0023] It would be obvious to one of ordinary skills in the art at the time of the filing to modify invention by D1 in order to automatically estimate the coverage and adjust the RET angle in windy condition for different antennas. Although D1 does not explicitly teach 5, 15, 20. The media of claim 3, further comprising, communicating, to a market engineer, instructions to make an adjustment to the RET angle value. D1 teaches performing adjustment to the RET angle and also network operators which plan the optimal coverage of the multiple antennas [0005] And therefore It would be obvious to one of ordinary skills in the art at the time of the filing to modify invention by D1 to provide market engineer, instructions to make an adjustment to the RET angle value in order to manually adjust the coverage in case of failure of automatic adjustment. Although D1 does not explicitly teach 7. The media of claim 1, wherein the receiving, detecting, updating, and predicting is initiated by the optimization engine based on a schedule. D1 teaches adjusting RET angle during the wind and therefore It would be obvious to one of ordinary skills in the art at the time of the filing to modify invention by D1 to operate optimization engine based on a schedule, wherein the schedule will be the meteoritical prediction of the wind or do periodic scheduled optimization in order to constantly monitor and calibrate the coverage which can occur due to the beam bending/tilting due to the winds. Although D1 does not explicitly teach 10, 16. The media of claim 1, wherein the RET angle value is provided to the optimization engine in a configuration file. Choice of the way iterations of the angle in [0005] are performed is completely arbitrary and using configuration file as guidance to iteration is design choice. It would be obvious to one of ordinary skills in the art at the time of the filing to modify invention by D1 to use configuration file for RET iteration in order to set desired step between different angels in iteration or perform specific angles which can correspond to specific wind speeds instead of using all possible values. 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 HELENA SERAYDARYAN whose telephone number is (571)270-0706. The examiner can normally be reached on M-T, 7:30-5pm. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Resha Desai can be reached on (571)270-7792. 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 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. /HELENA H SERAYDARYAN/ Examiner, Art Unit 3648 /TIMOTHY A BRAINARD/Primary Examiner, Art Unit 3648
Read full office action

Prosecution Timeline

Mar 28, 2024
Application Filed
Mar 27, 2026
Non-Final Rejection mailed — §103
Jun 29, 2026
Response Filed
Aug 13, 2026
Final Rejection mailed — §103 (current)

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

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Prosecution Projections

3-4
Expected OA Rounds
69%
Grant Probability
82%
With Interview (+12.7%)
3y 4m (~10m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 307 resolved cases by this examiner. Grant probability derived from career allowance rate.

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