Prosecution Insights
Last updated: October 01, 2026
Application No. 18/494,102

SYSTEM AND METHOD FOR CROSS TECHNOLOGY RADIO FREQUENCY INTERFERENCE MITIGATION

Final Rejection §103§112
Filed
Oct 25, 2023
Examiner
FERRIS, DERRICK W
Art Unit
2400
Tech Center
2400 — Computer Networks
Assignee
GM Global Technology Operations LLC
OA Round
2 (Final)
26%
Grant Probability
At Risk
3-4
OA Rounds
11m
Est. Remaining
22%
With Interview

Examiner Intelligence

Grants only 26% of cases
26%
Career Allowance Rate
18 granted / 68 resolved
-31.5% vs TC avg
Minimal -4% lift
Without
With
+-4.1%
Interview Lift
resolved cases with interview
Typical timeline
3y 10m
Avg Prosecution
8 currently pending
Career history
79
Total Applications
across all art units

Statute-Specific Performance

§101
10.1%
-29.9% vs TC avg
§103
55.7%
+15.7% vs TC avg
§102
18.6%
-21.4% vs TC avg
§112
13.5%
-26.5% vs TC avg
Black line = Tech Center average estimate • Based on career data from 68 resolved cases

Office Action

§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 . Response to Arguments Applicant’s arguments with respect to claim(s) 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. Specification objections are withdrawn. Thanks for filing the updated specification. Drawing objections are withdrawn. Thanks for filing updated drawings. 35 U.S.C. 112(a) enablement rejection(s) withdrawn. 35 U.S.C. 112(b) rejection(s) withdrawn. See new rejection below. See new prior art rejections as necessitated by amendment. Claim Objections Claims 1-20 are objected to because of the following informalities: Claims 1 and 11 recites “detecting that a RF device within a predetermined distance from a vehicle…”. A verb/object is missing. Suggested change may be the following: “detecting an RF device within a predetermined distance from a vehicle,” or “detecting that an RF device is within a predetermined distance…” As to claim 1 and claim 11, in it unclear what “that the that the” means at line 9 and 14 respectively of the claim. Claims 1 and 11 further recites “RF” where the acronym “RF” should be spelled out in the claim. The acronym issue is further noted in the dependent claims. Appropriate correction is required. 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 1-20 is/are 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. As to claim 1 and claim 11, “… wherein determining … comprises estimating a noise level of signals transmitted by the RF device at an ultra-wideband receiver of the vehicle and determining that the estimated noise level exceeds a predetermined localization key performance indicator threshold” Is not clearly defined with respect to “localization key performance indicator threshold”. It is unclear what this term is and means with respect to applicant’s specification at paragraph [0021] of applicant’s printed publication which is the only mention of “key performance indicator” in the context of “localization” but falls short on any express mention of “threshold”. Applicant should amend the claim to be consistent with what is disclosed in the paragraph. As to claims 3 and 5, “of at least the plurality of wireless chipsets” lacks proper antecedent basis. This should be “of at least the plurality of wireless communication chipsets”. System claims 11-20 mirror the method claims for same issues identified above. Dependent claims 2-10 and 12-20 are also rejected as they do not cure the deficiency of the independent claim(s). 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) 1-8 and 11-17 a is/are rejected under 35 U.S.C. 103 as being unpatentable over US 20210227365 A1 (Vassilovski, herein “D1”) in view of US 20240373234 A1 (Choi et al., herein “D2”) in further view of US 20230071554 A1 (ZHANG et al. herein “D3”). In the independent claims As to claim 1, D1 discloses 1. A method for cross-technology radiofrequency interference mitigation, comprising: (D1 Abstract: "Techniques described herein leverage existing localization sensors or V2X devices to detect one or more other vehicles that include wireless systems that can interfere with invehicle wireless networks.") detecting that a RF device within a predetermined distance from a vehicle, (D1 [0027]: "wireless transmitters can be susceptible to radio frequency (RF) interference from other RF transmissions that can originate from other vehicles." D1 [0032]: "These on-board sensors in a first vehicle 302-1 can be used to detect a distance and an aspect of one or more vehicles in a vicinity of the first vehicle 302-1." D1 [0007]: "An example method of detecting and mitigating radio frequency (RF) interference at a first vehicle, according to this description, comprises detecting one or more vehicles within a threshold distance of the first vehicle, responsive to the detecting, determining a location and a motion state of the one or more vehicles, and determining potential RF interference of at least a portion of a wireless network of the first vehicle by the one or more vehicles based at least in part on the determined location and the determined motion state of the one or more vehicles." Examiner Note: D1 discloses a first vehicle detecting RF devices (either included in the other vehicle or themselves being other vehicle) and discloses that vehicles may have relative locations/distances.) wherein the vehicle includes a plurality of wireless communication chipsets, (D1 [0040]: "In some embodiments, a V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset to provide motion information and driving intention to assist strategy settings of the edge network devices. As such, embodiments of a V2X vehicle 402 may comprise a vehicle with such a V2X device located therein or thereon. Smartphones with V2X chipsets can access motion and sensor data of an associated vehicle through wired or wireless connection") each of the plurality of wireless communication chipsets is configured to wirelessly transmit and receive data; (D1 [0040]: "In some embodiments, a V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset to provide motion information and driving intention to assist strategy settings of the edge network devices. As such, embodiments of a V2X vehicle 402 may comprise a vehicle with such a V2X device located therein or thereon. Smartphones with V2X chipsets can access motion and sensor data of an associated vehicle through wired or wireless connection") determining that signals transmitted by the RF device are causing radiofrequency interference to signals transmitted by the plurality of wireless communication chipsets of the vehicle; (D1 [0027]: "These wireless transmitters can be susceptible to radio frequency (RF) interference from other RF transmissions that can originate from other vehicles." D1 [0007]: "An example method of detecting and mitigating radio frequency (RF) interference at a first vehicle, according to this description, comprises [ ... ] determining potential RF interference of at least a portion of a wireless network of the first vehicle by the one or more vehicles") and in response to determining that the that the signals transmitted by the RF device is causing radiofrequency interference to signals transmitted by the plurality of wireless communication chipsets of the vehicle, commanding at least one of the plurality of wireless communication chipsets or the RF device to perform a control action to minimize the radiofrequency interference. (D1 [0007]: "An example method of detecting and mitigating radio frequency (RF) interference at a first vehicle, according to this description, comprises detecting one or more vehicles within a threshold distance of the first vehicle, responsive to the detecting, determining a location and a motion state of the one or more vehicles, and determining potential RF interference of at least a portion of a wireless network of the first vehicle by the one or more vehicles based at least in part on the determined location and the determined motion state of the one or more vehicles. The method further comprises implementing an interference mitigation technique based at least in part on the determined location and the determined motion state of the one or more vehicles." D1 [0040]: "In some embodiments, a V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset to provide motion information and driving intention to assist strategy settings of the edge network devices. As such, embodiments of a V2X vehicle 402 may comprise a vehicle with such a V2X device located therein or thereon. Smartphones with V2X chipsets can access motion and sensor data of an associated vehicle through wired or wireless connection". D1 [0026]: "This a-priori knowledge of a potential interference, such as detection of an oncoming vehicle, enables pro-active mitigation steps."). The cited aspects of D1 do not appear to explicitly disclose, however, D2, in the same field of endeavor (e.g., D2 Abstract: "A system and method are provided for automatically applying configuration recommendations to a wireless network.") discloses: determining that signals transmitted by the RF device are causing radiofrequency interference (D2 [0002]: "Many modern networked communication networks and devices detect the radio interference and begin processes to decrease the effects of the interference". Examiner Note: It is acknowledged that Dl's disclosure of preemptively detecting and addressing potential RF interference renders obvious detection of a-prior RF interference and actual RF interference, however, D2 addresses this feature more explicitly by acknowledging the prevalence of detection of actual RF interference after said interference is in existence.) It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." D1 discloses 2. The method of claim 1, wherein the control action includes changing a channel of operation of the RF device. (D1 [0061]: "Changing a frequency or channel of a wireless transmitter can help reduce interference where a frequency or channel of the potential RF interference is known or can be predicted (e.g., is detected by one or more components of the first vehicle and/or determined based on vehicle type, model, and/or other factors).") The cited aspects of D1 do not appear to explicitly disclose, however, D2, in the same field of endeavor (e.g., D2 Abstract: "A system and method are provided for automatically applying configuration recommendations to a wireless network.") discloses: changing a channel of operation of the RF device (D2 [0004]: "Many modern networked communication networks and devices detect the radio interference and begin processes to decrease the effects of the interference, such as changing the channel or radio frequencies used by the connected networked device.") It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." D1 and D2 cover general radiofrequency interference determination but do not expressly cover wherein determining that signals transmitted by the RF device are causing radiofrequency interference to signals transmitted by the plurality of wireless communication chipsets of the vehicle comprises estimating a noise level of signals transmitted by the RF device at an ultra-wideband receiver of the vehicle and determining that the estimated noise level exceeds a predetermined localization key performance indicator threshold. D3 covers the above limitation in the context of a receiver that supports both UWB and WiFi, see e.g., Fig. 7 [0071]. As such, see e.g., Fig. 12 of D3 with respect to steps 1226+1216+1220 or 1222+1224+1226. PNG media_image1.png 658 980 media_image1.png Greyscale The UWB performs transmission with respect to e.g., step 1216 or 1222. Here a noise level is estimated for UWB (step 1218 or 1224) and a determination that the estimated noise level exceeds a predetermined localization key performance indicator threshold is further taught (1220 + 1226), see e.g., [0091-92] of D3 and where KPI can be quality. In particular, it is well understood that quality broadly includes noise level, covered as measurement information in D3, e.g., signal strength. Examiner note: applicant’s own specification notes that KPI is just quality of service metrics [0023]. While the cited portions do not expressly mention exceeding a threshold (although a determination is made on whether it is allowed to broadly meet the KPI as disclosed by applicant), the concept of exceeding a threshold is further covered at e.g., paragraph [0104] of D4. Examiner Note – Applicant’s own paragraph [0021] does not go into any further detail for the threshold being exceeded. It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 with D3 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D3’s, para. [0071] that shows that WiFi and UWB co-exist. Here the rational for making the proposed technical combination would be to improve the output target range estimate as taught by D3. As to claim 11, D1 discloses 11. A system for cross-technology radiofrequency interference mitigation, comprising: (D1 Abstract: "Techniques described herein leverage existing localization sensors or V2X devices to detect one or more other vehicles that include wireless systems that can interfere with in vehicle wireless networks.") a vehicle (D1 [0040]: "V2X vehicle 402") including a controller (D1 [0040]: "a V2X device and be an electronic device ( e.g., a smartphone)") and a plurality of wireless communication chipsets in communication with the controller; (D1 [0040]: "In some embodiments,~ V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset to provide motion information and driving intention to assist strategy settings of the edge network devices. As such, embodiments of a V2X vehicle 402 may comprise a vehicle with such a V2X device located therein or thereon. Smartphones with V2X chipsets can access motion and sensor data of an associated vehicle through wired or wireless connection") wherein the controller is programmed to: detect that a RF device within a predetermined distance from the vehicle, (D1 [0054]: "At block 702, the method 700 includes detecting one or more vehicles within a threshold distance of the first vehicle." D1 [0027]: "wireless transmitters can be susceptible to radio frequency (RF) interference from other RF transmissions that can originate from other vehicles." D1 [0021]: "V2X is a communication standard forvehicles and related entities to exchange information regarding a traffic environment. V2X can include vehicle-to-vehicle (V2V) communication between V2X-capable vehicles, vehicle-to-infrastructure (V2I) communication between the vehicle and infrastructure-based devices (commonly-termed road-side units (RSUs)), vehicle-to-person (V2P) communication between vehicles and nearby people (pedestrians, cyclists, and other road users), and the like." D1 [0024]: "As noted, V2X (under SG NR) supports distanced-based communication control." Examiner Note: The use of V2X, which is a distance based RF communication protocol, anticipates a "controller" that detects a RF device a given distance away from a vehicle.) wherein the vehicle includes a plurality of wireless communication chipsets, each of the plurality of wireless communication chipsets is configured to wirelessly transmit and receive data; (D1 [0021]: "V2X is a communication standard for vehicles and related entities to exchange information". D1 [0003]: "These techniques can draw on information provided by in-vehicle sensors and/or reception of Vehicle-to-everything (V2X) messages. The in-vehicle wireless networks can employ one or more mitigation strategies if the potential for interference exists." D1 [0027]: "These wireless transmitters can be susceptible to radio frequency (RF) interference from other RF transmissions that can originate from other vehicles. Depending on transmitter location, the wireless transmitters can be affected by external sensors. For example, sensors in the rear of the vehicle (e.g., sensors 102-1 and 102-2) can be affected by external sources (e.g., other vehicles) behind the vehicle. The distribution of wireless transmitters (102-1 to 102-7) shown in FIG. 1 is provided as an example." Examiner Note: The use of V2X communication technology, which is used to wirelessly transmit and receive data, anticipates the use of one or more chipsets to implement the technology.) determine that signals transmitted by the RF device is causing radiofrequency interference to signals transmitted by the plurality of wireless chipsets of the vehicle; (D1 [0027]: "These wireless transmitters can be susceptible to radio frequency (RF) interference from other RF transmissions that can originate from other vehicles." D1 [0007]: "An example method of detecting and mitigating radio frequency (RF) interference at a first vehicle, according to this description, comprises [ ... ] determining potential RF interference of at least a portion of a wireless network of the first vehicle by the one or more vehicles") and in response to determining that the that the signals transmitted by the RF device is causing radiofrequency interference to signals transmitted by the plurality of wireless chipsets of the vehicle, command at least one of the plurality of wireless communication chipsets or the RF device to perform a control action to minimize the radiofrequency interference. (D1 [0007]: "An example method of detecting and mitigating radio frequency (RF) interference at a first vehicle, according to this description, comprises detecting one or more vehicles within a threshold distance of the first vehicle, responsive to the detecting, determining a location and a motion state of the one or more vehicles, and determining potential RF interference of at least a portion of a wireless network of the first vehicle by the one or more vehicles based at least in part on the determined location and the determined motion state of the one or more vehicles. The method further comprises implementing an interference mitigation technique based at least in part on the determined location and the determined motion state of the one or more vehicles." D1 [0040]: "In some embodiments, a V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset to provide motion information and driving intention to assist strategy settings of the edge network devices. As such, embodiments of a V2X vehicle 402 may comprise a vehicle with such a V2X device located therein or thereon. Smartphones with V2X chipsets can access motion and sensor data of an associated vehicle through wired or wireless connection". D1 [0026]: "This a-priori knowledge of a potential interference, such as detection of an oncoming vehicle, enables pro-active mitigation steps."). The cited aspects of D1 do not appear to explicitly disclose, however, D2, in the same field of endeavor (e.g., D2 Abstract: "A system and method are provided for automatically applying configuration recommendations to a wireless network.") discloses: determining that signals transmitted by the RF device are causing radiofrequency interference (D2 [0002]: "Many modern networked communication networks and devices detect the radio interference and begin processes to decrease theeffects of the interference". Examiner Note: It is acknowledged that Dl's disclosure of preemptively detecting and addressing potential RF interference anticipates detection of RF interference after it has occurred, however, D2 addresses this feature more explicitly by acknowledging the prevalence of detection of actual (non-potential) RF interference after said interference is in existence.) It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." D1 and D2 cover general radiofrequency interference determination but do not expressly cover wherein determining that signals transmitted by the RF device are causing radiofrequency interference to signals transmitted by the plurality of wireless communication chipsets of the vehicle comprises estimating a noise level of signals transmitted by the RF device at an ultra-wideband receiver of the vehicle and determining that the estimated noise level exceeds a predetermined localization key performance indicator threshold. D3 covers the above limitation in the context of a receiver that supports both UWB and WiFi, see e.g., Fig. 7 [0071]. As such, see e.g., Fig. 12 of D3 with respect to steps 1226+1216+1220 or 1222+1224+1226. PNG media_image1.png 658 980 media_image1.png Greyscale The UWB performs transmission with respect to e.g., step 1216 or 1222. Here a noise level is estimated for UWB (step 1218 or 1224) and a determination that the estimated noise level exceeds a predetermined localization key performance indicator threshold is further taught (1220 + 1226), see e.g., [0091-92] of D3 and where KPI can be quality. In particular, it is well understood that quality broadly includes noise level, covered as measurement information in D3, e.g., signal strength. Examiner note: applicant’s own specification notes that KPI is just quality of service metrics [0023]. While the cited portions do not expressly mention exceeding a threshold (although a determination is made on whether it is allowed to broadly meet the KPI as disclosed by applicant), the concept of exceeding a threshold is further covered at e.g., paragraph [0104] of D4. Examiner Note – Applicant’s own paragraph [0021] does not go into any further detail for the threshold being exceeded. It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 with D3 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D3’s, para. [0071] that shows that WiFi and UWB co-exist. Here the rational for making the proposed technical combination would be to improve the output target range estimate as taught by D3. In the dependent claims As to claim 2, D1 discloses 2. The method of claim 1, wherein the control action includes changing a channel of operation of the RF device. (D1 [0061]: "Changing a frequency or channel of a wireless transmitter can help reduce interference where a frequency or channel of the potential RF interference is known or can be predicted (e.g., is detected by one or more components of the first vehicle and/or determined based on vehicle type, model, and/or other factors).") The cited aspects of D1 do not appear to explicitly disclose, however, D2, in the same field of endeavor (e.g., D2 Abstract: "A system and method are provided for automatically applying configuration recommendations to a wireless network.") discloses: changing a channel of operation of the RF device (D2 [0004]): "Many modern networked communication networks and devices detect the radio interference and begin processes to decrease the effects of the interference, such as changing the channel or radio frequencies used by the connected networked device.") It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." As to claim 3, D1 discloses 3. The method of claim 1, wherein the control action includes chaining a channel of operation of at least one of the plurality of wireless chipsets. (D1 [0061]: "Changing a frequency or channel of a wireless transmitter can help reduce interference where a frequency or channel of the potential RF interference is known or can be predicted (e.g., is detected by one or more components of the first vehicle and/or determined based on vehicle type, model, and/or other factors).") It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." As to claim 4, D1 discloses 4. The method of claim 1, wherein the control action includes increasing an electrical power transmitted to the RF device. (D1 [0061]: "Increasing or decreasing a power of a wireless transmitter can, for example, adjust Signal-To-Noise Ratio (SNR) levels within the wireless network to suitable ranges to help ensure reliable wireless communication despite the potential interference.") The cited aspects of D1 do not appear to explicitly disclose, however, D2, in the same field of endeavor (e.g., D2 Abstract: "A system and method are provided for automatically applying configuration recommendations to a wireless network.") discloses: increasing an electrical power transmitted to the RF device (D2 [0004]: "Many modern networked communication networks and devices detect the radio interference and begin processes to decrease the effects of the interference, such as changing the channel or radio frequencies used by the connected networked device." D2 [0003]: "RRM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps. The RRM analyzes the existing RF environment, and adjusts each APs' power and channel configurations to help mitigate such things as co-channel interference and signal coverage problems.") It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." As to claim 5, D1 discloses 5. The method of claim 1, wherein the control action includes increasing an electrical power transmitted to the at least one of the plurality of wireless chipsets. (D1 [0061]: "Increasing or decreasing a power of a wireless transmitter can, for example, adjust Signal-To-Noise Ratio (SNR) levels within the wireless network to suitable ranges to help ensure reliable wireless communication despite the potential interference." D1 [0068]: "a chipset (such as a Bluetooth® device, an IEEE 802.11 device, an IEEE 802.15.4 device, a Wi-Fi device, a WiMAX device, a WAN device and/or various cellular devices, etc." D1 [0040]: "a V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset to provide motion information and driving intention to assist strategy settings of the edge network devices.") It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." As to claim 6, D1 discloses 6. The method of claim 1, further comprising determining a channel mapping distribution among the plurality of wireless communication chipsets of the vehicle and the RF device. (D1 [0061]: "Changing a frequency or channel of a wireless transmitter can help reduce interference where a frequency or channel of the potential RF interference is known or can be predicted". D1 [0044]: "Interference mitigation techniques can include, for example, increasing or decreasing a power of a wireless transmitter of the wireless network, changing a frequency or a channel of a wireless transmitter of the wireless network" Examiner Note: The act of changing a channel of a wireless transmitter (e.g., both the wireless communication chipsets and the RF device are wireless transmitters, e.g., they transmit wirelessly) necessarily includes determining a channel mapping distribution, e.g., determining a channel "among" the device that there is to change, and then changing said channel.) It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." As to claim 7, D1 discloses 7. The method of claim 6, further comprising updating a plurality of channels of operation of the plurality of wireless communication chipsets of the vehicle and the RF device according to the channel mapping distribution. (D1 [0061]: "Changing a frequency or channel of a wireless transmitter can help reduce interference where a frequency or channel of the potential RF interference is known or can be predicted". D1 [0044]: "Interference mitigation techniques can include, for example, increasing or decreasing a power of a wireless transmitter of the wireless network, changing a frequency or a channel of a wireless transmitter of the wireless network". Examiner Note: The act of changing a channel of a wireless transmitter (e.g., both the wireless communication chipsets and the RF device are wireless transmitters, e.g., they transmit wirelessly) necessarily includes determining a channel mapping distribution, e.g., determining a channel "among" the device that there is to change, and then changing said channel "according" to the use/distribution of the channel by a device. Dl's act of changing a channel is equated to the claimed act of updating said channel, and this may be repeated for one or more channels of operation.) It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." As to claim 12, see similar rejection to claim 2 where the method performs the system. As to claim 13, see similar rejection to claim 3 where the method performs the system. As to claim 14, see similar rejection to claim 4 where the method performs the system. As to claim 15, see similar rejection to claim 5 where the method performs the system. As to claim 16, see similar rejection to claim 6 where the method performs the system. As to claim 17, see similar rejection to claim 7 where the method performs the system. Claims 8-10 and 18-20 are rejected under 35 U.S.C. 103 as being obvious by US 20210227365 Al (Vassilovski, herein "D1") in view of US 20240373234 Al (Choi et al., herein "D2") and US 20230071554 A1 (ZHANG et al. herein “D3”), in further view of CN 115001526 A (Ji, herein "D4"). As to claim 8, D1 discloses 8. The system of claim 17, wherein the controller is programmed to determine a signal-to-noise ratio (SNR} of at least one of wireless communication chipsets of the plurality of wireless communication chipsets of the vehicle (D1 [0040]: "In some embodiments, a V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset. D1 [0061]: "adjust Signal-To-Noise Ratio (SNR) levels". Examiner Note: Adjustment of a SNR level necessarily includes determination of the SNR level to be adjusted.) to determine whether the signals transmitted by the RF device are causing radiofrequency interference to the signals transmitted by the plurality of wireless chipsets of the vehicle. (D1 [0040]: "Insome embodiments, a V2X device and be an electronic device (e.g., a smartphone) deployed with a V2X chipset.) The cited aspects of D1 do not appear to explicitly disclose, however, D2, in the same field of endeavor (e.g., D2 Abstract: "A system and method are provided for automatically applying configuration recommendations to a wireless network.") discloses: signals transmitted by the RF device are causing the radiofrequency interference to signals (D2 [0004]: "Many modern networked communication networks and devices detect the radio interference and begin processes to decrease the effects of the interference, such as changing the channel or radio frequencies used by the connected networked device.") It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." The cited aspects of D1 and D2 do not appear to explicitly disclose, however, D4, in the same field of endeavor (e.g., D4 Abstract: "The embodiment application the invention relates to the technical field of terminal, specifically claims a radio frequency system, a control method for radio frequency system and an electronic device.") discloses: wherein the controller is programmed to determine a signal-to-noise ratio (SNR} of at least one of the plurality of wireless communication chipsets (D4, Translation p. 12/54, 2nd Full para: "the control chip can compare the first signal-to-noise ratio with the preset first signal-to-noise ratio threshold value") of the vehicle to determine whether the signals transmitted by the RF device are causing radiofrequency interference to the signals transmitted by the plurality of wireless chipsets of the vehicle. (D4, Translation p. 12/54, 2nd Full para: "the control chip can compare the first signal-to-noise ratio with the preset first signal-to-noise ratio threshold value". Examiner Note: See 112 rejections above. It is unclear how the preceding step is done "to determine" the current step.) It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1, D2, D3 and D4 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D4, Translation p. 49/54, 2nd Full para disclosure, e.g., "the application claims a control method [ ... ] to improve the performance of the radio frequency system." As to claim 9, D1 discloses 9. The method of claim 8, further comprising; comparing the SNR of the at least one of wireless communication chipset of the plurality of wireless communication chipsets of the vehicle with a predetermined SNR threshold to and determining that the SNR of the at least one wireless communication chipset is below the predetermined SNR threshold. (D1 [0061]: "Increasing or decreasing a power of a wireless transmitter can, for example, adjust Signal-To-Noise Ratio (SNR) levels within the wireless network to suitable ranges to help ensure reliable wireless communication despite the potential interference." Examiner Note: Adjusting SNR to suitable ranges renders obvious a comparison of SNR to a "threshold" and determining whether the SNR meets, exceeds, or falls short of said suitable threshold/range, as an adjustment cannot be made without the related determination/comparison.) The cited aspects of D1 and D2 do not appear to explicitly disclose, however, D4, in the same field of endeavor (e.g., D4 Abstract: "The embodiment application the invention relates to the technical field of terminal, specifically claims a radio frequency system, a control method for radio frequency system and an electronic device.") discloses: comparing the SNR of the at least one of the plurality of wireless communication chipset with a predetermined SNR threshold (D4, Translation p. 12/54, 2nd Full para: "the control chip can compare the first signal-to-noise ratio with the preset first signal-tonoise ratio threshold value") to determine whether the SNR of the RF device is less than the predetermined SNR threshold; (D4, Translation p. 12/54, 2nd Full para: "the control chip can compare the first signal-to-noise ratio with the preset first signal-to-noise ratio threshold value". Examiner Note: See 112 rejections above. It is unclear how the preceding feature is used "to determine" the present feature. However, D4 explicitly discloses a threshold value which could be used "to determine" whether the RF device has SNR less than the threshold value.) and determining that the SNR of the at least one wireless communication chip set is below the predetermined SNR threshold. (D4, Translation p. 7 /54, 1'1 Full para: "the method comprising: determining a first signal-to-noise ratio and a first signal strength of a default antenna in the at least two antennas; if the first signal-to-noise ratio is less than the first signal-to-noise ratio threshold value, and/or the first signal intensity is less than the first signal intensity threshold value.") It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1, D2, D3, and D4 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D4, Translation p. 49/54, 2nd Full para disclosure, e.g., "the application claims a control method [ ... ] to improve the performance of the radio frequency system." As to claim 10, D1 discloses 10. The method of claim 9, wherein the control action is performed solely in response to determining that the SNR of the RF device is less than the predetermined SNR threshold. (D1 [0061]: "Increasing or decreasing a power of a wireless transmitter can, for example, adjust Signal-To-Noise Ratio (SNR) levels within the wireless network to suitable ranges to help ensure reliable wireless communication despite the potential interference." D1 [0007]: "An example method of detecting and mitigating radio frequency (RF) interference [ ... ] further comprises implementing an interference mitigation technique" Examiner Note: Detecting/adjusting SNR based on suitable ranges/thresholds responsive to detecting a location of an RF interfering device anticipates adjusting SNR to reduce interference based on detection of SNR that is outside a range/threshold.) The cited aspects of D1 do not appear to explicitly disclose, however, D2, in the same field of endeavor (e.g., D2 Abstract: "A system and method are provided for automatically applying configuration recommendations to a wireless network.") discloses: control action is performed solely in response to determining that the SNR of the RF device is less than the predetermined SNR threshold. (D2 [0004]: "devices detect the radio interference and begin processes to decrease the effects of the interference, such as changing the channel or radio frequencies used by the connected networked device." D2 [0104]: "The transmit power control 210 method balances the competing objectives of increasing SNR for the current AP while avoiding co-channel interference with neighboring APs. Since one of the major sources of interference in the network is the signals from other/neighboring APs, the transmit power control 210 method is important for optimal performance. That is, DCA and TPC work hand in hand to manage the RF environment. Transmit power largely determines our cell boundaries. The goal is to maximize the RF coverage in the environment without causing co-channel interference". D2 [0099]: "As used herein, the term "signal" refers to RF emanating from APs belonging to the same RF group or our APs. The term "interference" refers to signals (e.g., Wi-Fi signals) that interfere with a desired signal, such as signals do not belong to other networks (rogues). [ ... ] The term "Noise floor"refers to the ambient RF Noise level (e.g., an absolute value expressed in dBm) below which received signals are unintelligible. The term "SNR" refers to a ratio of signal strength to noise floor, which is a relative value and as such is measured in decibels (dB)." Examiner Note: D2's disclosure of detecting radio interference and acting to decrease the effects of the radio interference (e.g., decrease the radio interference to a threshold) anticipates a control action (e.g., mitigation of RF interference) being performed in response to determining that SNR is outside of a threshold.) It would be obvious to a person having ordinary skill in the art before the effective filing date of the claimed invention to combine the teachings of D1 and D2 based on each reference being in the same or similar fields of endeavor and based on explicit motivations, e.g., D2's, para. [0003] disclosure, e.g., "RM attempts to improve the network performance by adjusting the channel plan to facilitate the maximum separation of one access point (AP) from another, and by adjusting the power levels transmitted by the APs to optimize the size of their effective cells to provide adequate coverage while minimizing conflicting overlaps." As to claim 18, see similar rejection to claim 8 where the method performs the system. As to claim 19, see similar rejection to claim 9 where the method performs the system. As to claim 20, see similar rejection to claim 10 where the method performs the system. 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 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 DERRICK W FERRIS whose telephone number is (571)272-3123. The examiner can normally be reached Mon. - Fri. 7 AM-3 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, Deborah Reynolds can be reached at (571) 272-0734. 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. /DERRICK W FERRIS/Supervisory Patent Examiner, Art Unit 2411
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Prosecution Timeline

Oct 25, 2023
Application Filed
Jul 02, 2025
Non-Final Rejection mailed — §103, §112
Aug 06, 2025
Interview Requested
Aug 14, 2025
Applicant Interview (Telephonic)
Aug 18, 2025
Examiner Interview Summary
Aug 25, 2025
Response Filed
Sep 21, 2026
Final Rejection mailed — §103, §112 (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
26%
Grant Probability
22%
With Interview (-4.1%)
3y 10m (~11m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 68 resolved cases by this examiner. Grant probability derived from career allowance rate.

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