Prosecution Insights
Last updated: April 19, 2026
Application No. 18/308,039

WIRELESS NODE DEVICE

Non-Final OA §102§103§112
Filed
Apr 27, 2023
Examiner
KHAN, MEHMOOD B
Art Unit
2419
Tech Center
2400 — Computer Networks
Assignee
Realtek Singapore Private Limited
OA Round
1 (Non-Final)
69%
Grant Probability
Favorable
1-2
OA Rounds
3y 1m
To Grant
92%
With Interview

Examiner Intelligence

Grants 69% — above average
69%
Career Allow Rate
406 granted / 586 resolved
+11.3% vs TC avg
Strong +22% interview lift
Without
With
+22.2%
Interview Lift
resolved cases with interview
Typical timeline
3y 1m
Avg Prosecution
50 currently pending
Career history
636
Total Applications
across all art units

Statute-Specific Performance

§101
5.3%
-34.7% vs TC avg
§103
48.0%
+8.0% vs TC avg
§102
25.2%
-14.8% vs TC avg
§112
14.0%
-26.0% vs TC avg
Black line = Tech Center average estimate • Based on career data from 586 resolved cases

Office Action

§102 §103 §112
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 . Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claims 4-8 rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor (or for applications subject to pre-AIA 35 U.S.C. 112, the applicant), regards as the invention. Claim 4 seems to be drawn to be a wireless node but also recites an electronic device. The claims further limits structure and functionality of the electronic device instead of the wireless node device, which makes claim vague and indefinite. It is not clear whether the claim is an apparatus claim or a system claim. Appropriate correction is required. Claim 8 recites the limitations “BSS” which is an acronym. This makes the claim vague and indefinite, since it is unclear what the term BSS could mean. Claim Rejections - 35 USC § 102 The following is a quotation of the appropriate paragraphs of 35 U.S.C. 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(1) the claimed invention was patented, described in a printed publication, or in public use, on sale, or otherwise available to the public before the effective filing date of the claimed invention. Claim(s) 1, 2, 4-7 is/are rejected under 35 U.S.C. 102(a)(1) as being anticipated by US 20190362237 A1herein Choi. Claim 1, Choi discloses a wireless node device (Fig. 1: 110, wireless access points), comprising: a first neural network module (0023, memory of the access points includes an instance of the neural network; Fig. 1: 104-3), having a plurality of first trained parameters (0024, weights of the neural network); a wireless network communication circuit (0021, wireless interfaces in the access point include WLAN adapters); and a control circuit (0021, processor circuit of the access point), coupled to the first neural network module and the wireless network communication circuit (0021, the access point includes a processor circuit, memory with neural network instances), and configured to obtain, from the wireless network communication circuit, a plurality of current state data corresponding to a plurality of time points (0025, training data is collected over a plurality of time intervals, training data such as RSS values), load the first neural network module to obtain estimated network data based on the current state data (0029, neural network 104 can take information as vector inputs, for example RSS data), and control the wireless network communication circuit according to the estimated network data (0033, using trained neural network to determine location in runtime operation, i.e. runtime use of NN outputs and message flows between devices and APs). Claim 2, Choi discloses The wireless node device according to claim 1, wherein the current state data comprises time information, signal strength data, network traffic data, network latency data and noise data (0025, time intervals; 0024, RSS values, CSI RTT; 0031, CSI and any other attribute or derived attribute of a wireless signal). Claim 4, Choi discloses The wireless node device according to claim 1, wherein the wireless node device is located in a network traffic control system applicable to a multi-AP network (0021, multiple access points providing network connections to multiple user devices and computing systems), the network traffic control system further comprises an electronic device (0021-0023, computing device), and the electronic device has a plurality of second trained parameters (0021-0023, all devices in the network including computing system 101 includes a neural network instance; 0024, weights of the neural network are trained based on the training data 105 of the computing system 101); and the electronic device performs training based on the current state data to obtain a plurality of updated training parameters and updates the second trained parameters according to the updated training parameters (0024, weights of the neural network are trained based on the training data 105 of the computing system 101; 0027, the error propagates backwards to refine the parameters of the neural network 104), the electronic device further transmit the updated training parameters back to the wireless node device such that the wireless node device updates the first trained parameters according to the updated training parameters (Fig. 6: 601-603, PosParamReq, PosParamResp, PosParamUpdate shows parameter updating between computing system and APs; thus transmission for updating of parameters). Claim 5, Choi discloses The wireless node device according to claim 4, wherein the current state data comprises a network node number in the multi-AP network (0033, indices of APs, i.e. AP k, thus a node number) and network node information of one or more network nodes (0026-0027, locations/distance of APs, geometric cost). Claim 6, Choi discloses The wireless node device according to claim 5, wherein the network node information comprises physical distance information (0026-0033; 0036, estimated device locations and per-AP distances), topological distance information (0036, equations 4-6, geometric cost functions) and communication capability information of the network node (0024-0031, reliability of computed distances and RSS, CSI, RTT and channel delay profile; 0029, communication bands of 2.4GhZ and 5.0 GHz). Claim 7, Choi discloses The wireless node device according to claim 6, wherein the communication capability information comprises a radio frequency band number and one or more radio frequency band information (0029, communication bands of 2.4 GHz and 5.0 GHz). 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. This application currently names joint inventors. In considering patentability of the claims the examiner presumes that the subject matter of the various claims was commonly owned as of the effective filing date of the claimed invention(s) absent any evidence to the contrary. Applicant is advised of the obligation under 37 CFR 1.56 to point out the inventor and effective filing dates of each claim that was not commonly owned as of the effective filing date of the later invention in order for the examiner to consider the applicability of 35 U.S.C. 102(b)(2)(C) for any potential 35 U.S.C. 102(a)(2) prior art against the later invention. Claim(s) 3 is/are rejected under 35 U.S.C. 103 as being unpatentable over Choi in view of US 20240163755 A1 herein Tchouankem. Claim 3, Choi discloses The wireless node device according to claim 1. Choi may not explicitly disclose wherein the estimated network data comprises a channel selection decision. Tchouankem discloses wherein the estimated network data comprises a channel selection decision (0007, 0016, ML model showing output of a channel selection decision based on predicted QoS). Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Choi to include channel selection based on machine learning as taught by Tchouankem so as to proactively provided predictive channel switching using ML (0004-0009). Claim(s) 8 is/are rejected under 35 U.S.C. 103 as being unpatentable over Choi in view of US 20210014911 A1 herein Patil. Claim 8, Choi discloses The wireless node device according to claim 7. Choi may not explicitly disclose wherein the radio frequency band information comprises a BSS number, an HT capability, a VHT capability, a channel width and a transmitting power. Patil discloses wherein the radio frequency band information comprises a BSS number (0003), an HT capability, a VHT capability, a channel width (0010) and a transmitting power (0178). Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Choi to include various capabilities as taught by Patil so as to proactively initiate channel switching based on predictions for quality of service in a wireless network instead of only reacting to deteriorations (0008). Claim(s) 9-13 is/are rejected under 35 U.S.C. 103 as being unpatentable over Choi in view of US 20240381353 A1 herein Smith. Claim 9, Choi discloses The wireless node device according to claim 4. Choi may not explicitly disclose wherein the current state data comprises a link number in the multi-AP network and one or more link information. Smith discloses wherein the current state data comprises a link number (0021-0024, APs with radio/band information along with stations connected to the AP) in the multi-AP network and one or more link information (0021-0024, multiple APs send link information between APs and stations). Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Choi to include link information and scheduling as taught by Smith so as to may evaluate different schedule proposals and respond with an overriding new proposal that may aim to avoid the conflict (0025). Claim 10, Choi in view of Cisco discloses The wireless node device according to claim 9. Choi may not explicitly disclose wherein the link information comprises a source node, a target node and a plurality of channel information. Smith discloses wherein the link information comprises a source node, a target node and a plurality of channel information (0021-0023, APs send information between themselves and stations, “ single band, Simultaneous Transmission and Receive (STR), Enhanced Multi-Link Single Radio (EMLSR), Non-Simultaneous Transmission and Reception (NSTR), etc. The link information may further include radios/bands and an AP each station may be connected to. As each station communicates with an AP, additional link information may be gathered. The additional link information may include, for example, a status of a Multi-User Enhanced Distributed Channel Access (MU-EDCA) control mode used with that station). Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Choi to include link information and scheduling as taught by Smith so as to may evaluate different schedule proposals and respond with an overriding new proposal that may aim to avoid the conflict (0025). Claim 11, Choi in view of Smith discloses The wireless node device according to claim 10, wherein the channel information comprises a signal strength, a channel maximum bandwidth, a noise index (0024-0031, RSS, CSI, RTT, frequency bands used; 0031, CSI and any other attribute or derived attribute of a wireless signal). Choi may not explicitly disclose a channel utilization rate corresponding a plurality of channels. Smith discloses a channel utilization rate corresponding a plurality of channels (0022, MU-EDCA allows for channel utilization, as trigger for scheduling under an AP or a different AP, 0024-0026, transmit opportunities and optimization of transmit opportunities). Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Choi to include link information and scheduling as taught by Smith so as to may evaluate different schedule proposals and respond with an overriding new proposal that may aim to avoid the conflict (0025). Claim 12, Choi discloses The wireless node device according to claim 1. Choi may not explicitly disclose wherein the estimated network data comprises an actuation time, a recommendation node and channel recommendation information. Smith disclose wherein the estimated network data comprises an actuation time, a recommendation node and channel recommendation information (0021-0026, transmission opportunities, scheduling of different APs, and avoiding channel (timeslot/TxOps) conflicts, thus channel recommendation information). Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Choi to include link information and scheduling as taught by Smith so as to may evaluate different schedule proposals and respond with an overriding new proposal that may aim to avoid the conflict (0025). Claim 13, Choi in view of Smith discloses The wireless node device according to claim 12. Choi may not explicitly disclose wherein the channel recommendation information comprises one or more recommendation connection information (0021-0026, 0021-0026, transmission opportunities, scheduling of different APs, and avoiding channel (timeslot/TxOps) conflicts, thus channel recommendation information). Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Choi to include link information and scheduling as taught by Smith so as to may evaluate different schedule proposals and respond with an overriding new proposal that may aim to avoid the conflict (0025). The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. US 20230354147 A1 - Connectionless mobility management techniques across different wireless technologies are provided. In an embodiment, a method comprises obtaining, by a controller device that comprises a processor and that is part of a communication network employing a relativistic routing protocol (RRP), condition information regarding operating conditions associated with different access point devices, wherein the communication network comprises router agent devices respectively connected to the different access point devices that communicatively couple the different access point devices to a server device via respective communication links to a router device. The method further comprises determining, by the controller device based on the operating condition information, an assignment of the different access point devices to mobile devices for usage as serving nodes for the mobile devices, and controlling, by the controller device, latency settings of the respective communication links for the mobile devices based on the assignment. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to Mehmood B. Khan whose telephone number is (571)272-9277. The examiner can normally be reached M-F 9:30 am-6:30 pm. 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, Nishant Divecha can be reached at (571) 270-3125. 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. /Mehmood B. Khan/ Primary Examiner, Art Unit 2419
Read full office action

Prosecution Timeline

Apr 27, 2023
Application Filed
Feb 18, 2026
Non-Final Rejection — §102, §103, §112 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12603520
CONTROL OF ENERGY HARVESTING OPERATION IN A USER EQUIPMENT
2y 5m to grant Granted Apr 14, 2026
Patent 12604237
FLEXIBLE SOFTWARE-DEFINED RADIO ACCESS NETWORK ARCHITECTURE AND METHODS FOR USE THEREWITH
2y 5m to grant Granted Apr 14, 2026
Patent 12543100
SYSTEMS AND METHODS FOR BLOCKING AND UN-BLOCKING X2AP NEIGHBORS BASED ON LOAD
2y 5m to grant Granted Feb 03, 2026
Patent 12520200
EDGE APPLICATION SERVERS AND 5GC NETWORK FUNCTION MEASUREMENTS
2y 5m to grant Granted Jan 06, 2026
Patent 12501307
METHOD AND DEVICE FOR CONFIGURING NODE TO TRANSMIT AND RECEIVE DATA
2y 5m to grant Granted Dec 16, 2025
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

1-2
Expected OA Rounds
69%
Grant Probability
92%
With Interview (+22.2%)
3y 1m
Median Time to Grant
Low
PTA Risk
Based on 586 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