Prosecution Insights
Last updated: July 17, 2026
Application No. 18/841,774

REFERENCE SIGNAL DATA COLLECTION FOR TRAINING MACHINE LEARNING MODELS

Non-Final OA §103§112
Filed
Aug 27, 2024
Priority
Apr 29, 2022 — nonprovisional of PCTCN2022090539
Examiner
JANGBAHADUR, LAKERAM
Art Unit
Tech Center
Assignee
Qualcomm Incorporated
OA Round
1 (Non-Final)
88%
Grant Probability
Favorable
1-2
OA Rounds
6m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 88% — above average
88%
Career Allowance Rate
666 granted / 759 resolved
+27.7% vs TC avg
Strong +24% interview lift
Without
With
+23.9%
Interview Lift
resolved cases with interview
Typical timeline
2y 5m
Avg Prosecution
48 currently pending
Career history
810
Total Applications
across all art units

Statute-Specific Performance

§101
0.1%
-39.9% vs TC avg
§103
90.6%
+50.6% vs TC avg
§102
6.8%
-33.2% vs TC avg
§112
2.1%
-37.9% vs TC avg
Black line = Tech Center average estimate • Based on career data from 759 resolved cases

Office Action

§103 §112
DETAILED ACTION The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Claims 1-30 are pending in Instant Application. Priority Examiner acknowledges Applicant’s claim to priority benefits: This application is a 371 of PCT/CN2022/090539 filed 04/29/2022. Information Disclosure Statement The information disclosure statement(s) (IDS) submitted on 8/27/2024, 1/27/2026 is/are in compliance with the provisions of 37 CFR 1.97. Accordingly, the information disclosure statement(s) is/are being considered if signed and initialed by the Examiner. 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. Claims 1-30 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 pre-AIA the applicant regards as the invention. Claim 1 recites in line 4, “receive one or more of a configuration for a reference signal used for data collection” - (step A), and in lines 4-5, “or a first message that indicates that data collection based on the reference signal is allowed” – (step B). In view of step A the UE receive one or more of a configuration for a reference signal, it is unclear whether the UE receive a first message that indicates that data collection based on the reference signal is allowed, since in view of step B, the limitation is in alternate form. It is unclear whether Base Station/Network entity transmits “two” different “reference signal”, first Step A “receive one or more of a configuration for a reference signal used for data collection”, second step B, “receive a first message that indicates that data collection based on the reference signal is allowed”. Thus the claim is indefinite. Claim 2, 25 and 27 are also rejected for the same reason as set forth above for claim 1. Claims 2-24, 26, and 28-30 are also rejected since they are dependent on the respective independent claims 1, and 25 respectively as set forth above. Claim 2 recites, “wherein the one or more processors are configured to: receive a second message that indicates that data collection is not allowed; and stop data collection based at least in part on the second message. It is unclear as to what is meant by, “at least in part” on the second message. For purpose of examination, the examiner interprets the limitation as best understood. Notice re prior art available under both pre-AIA and AIA 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. 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 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, 3-9, 18-26 and 28-30 are rejected under 35 U.S.C. 103 as being unpatentable over Noh et al (US Publication No. 2020/0091978), and further in view of Wang et al. (US Pub. No.: 2021/0342687). As per claim 1, Noh disclose A user equipment (UE) (see Fig. 3, Fig.6, a terminal 120, a terminal 520) for wireless communication, comprising: a memory (see Fig.3, storage Unit 320); and one or more processors (see Fig.3, a control unit 330), coupled to the memory, configured to: receive one or more of a configuration for a reference signal used for data collection or a first message that indicates that data collection based on the reference signal is allowed (see Fig.5, para. 0090, 0093, 0097, Fig.6, para. 0101-0103, 0111, the terminal 520 receive one or more of a configuration for a reference signal used for data collection, measuring each of received reference signals, to determine a channel quality of each of the reference signals, a channel quality may be at least one of, for example, a beam reference signal received power (BRSRP), a reference signal received power (RSRP), a reference signal received quality (RSRQ), a received signal strength indicator (RSRI), a signal to interference and noise ratio (SINR), a carrier to interference and noise ratio (CINR), a signal to noise ratio (SNR), an error vector magnitude (EVM), a bit error rate (BER), and/or a block error rate (BLER), see also step 610); receive the reference signal (see Fig.5, para. 0090, 0093, 0097, Fig.6, para. 0101-0103, 0111, in step 630, the base station 510 transmit a reference signal to the terminal 520 / receive the reference signal); collect data based at least in part on the reference signal (see Fig.5, para. 0090, 0093, 0097, Fig.6, para. 0101-0103, 0111, the reference signal is used to measure a downlink channel formed through the downlink beam, the reference signal is used to measure an uplink channel formed through the uplink beam / collecting data, see also step 640); and transmit the data (see Fig.6-7 and 9, step 640, step 650, para. 0101-0103 , 0109-0111, 0116-0119, in step 650, the terminal 520 performs uplink transmission, transmit the data that is collected). Although Noh disclose transmit the data; Noh however does not explicitly disclose transmit the data that is collected; Wang however disclose a UE configured to: receive a first message that indicates that data collection based on reference signal is allowed (see para. 0003-0004, a network entity, generates a message that includes an indication of a neural network (NN) formation configuration for the deep neural networks (DNNs), in turn, the network entity transmits the message to a user equipment to direct the user equipment to form the DNN using the neural network formation configuration and to process the communications transmitted over the wireless communication system using the DNN / data collection based on reference signal is allowed) and transmit data that is collected (see Fig.6-8, para. 0111-0115, At 825, the UE 110 communicates the metrics {transmit data that is collected} to the base station 121, the UE 110 generates UE metrics, such as metrics based upon downlink communications received from the base station 121, metric generated by UE 110, such as power measurements (e.g., RSS), error metrics, timing metrics, QoS, latency / data that is collected, see also para. 0028-0032). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of a UE transmit data that is collected, as taught by Wang, in the system of Noh, so as to enable a network entity to monitor changing operating conditions in the wireless communication system and determine the DNN based on the changing operating conditions, thus improving information recovery in the wireless communication system, see Wang, paragraphs 3-4. As per claim 3, the combination of Noh and Wang disclose the UE of claim 1. Noh further disclose wherein the one or more processors, to collect the data, are configured to collect channel measurements based on the reference signal (see para. 0137-0139, 0147, 0153, to collect channel measurements based on the reference signal, see also Fig.15, para. 0159-0160, 080-084). As per claim 4, the combination of Noh and Wang disclose the UE of claim 1. Wang further disclose wherein the data is associated with machine learning for channel estimation or configuring reference signals (see para. 0028, 0052, the data is associated with machine learning for channel estimation or configuring reference signals, the characteristics includes, power information, signal-to-interference-plus-noise ratio (SINR) information, channel quality indicator (CQI) information, channel state information (CSI), Doppler feedback, frequency bands, BLock Error Rate (BLER), Quality of Service (QoS), Hybrid Automatic Repeat reQuest (HARQ) information (e.g., first transmission error rate, second transmission error rate, maximum retransmissions), latency, Radio Link Control (RLC), Automatic Repeat reQuest (ARQ) metrics, received signal strength (RSS), uplink SINR, timing measurements, error metrics, UE capabilities, BS capabilities, power mode, Internet Protocol (IP) layer throughput, end2end latency, end2end packet loss ratio). As per claim 5, the combination of Noh and Wang disclose the UE of claim 1. Noh further disclose wherein the configuration specifies that the reference signal is a dedicated reference signal for data collection, and wherein the one or more processors, to collect the data, are configured to collect the data in response to the reference signal being a dedicated reference signal (see Fig.6, para. 0103, 0111, 0112, the base station 510 transmit a reference signal / a dedicated reference signal to the terminal 520, the reference signal is used to measure a downlink channel formed through the downlink beam / to collect the data in response to the reference signal being a dedicated reference signal, he reference signal may be a reference signal for estimating a channel. For example, the reference signal may be a channel state information—reference signal (CSI-RS). For another example, the reference signal may be a cell-specific reference signal (CRS). For further example, the reference signal may be a demodulation-RS (DM-RS). To support non-codebook based preceding in uplink, the DM-RS may be defined as a separate uplink reference signal. Also, for further another example, the reference signal may be a beam reference signal (BRS). As per claim 6, the combination of Noh and Wang disclose the UE of claim 5. Wang further disclose a wherein the first message activates the dedicated reference signal (see para. 0003-0004, a network entity, generates a message that includes an indication of a neural network (NN) formation configuration for the deep neural networks (DNNs), in turn, the network entity transmits the message to a user equipment to direct the user equipment to form the DNN using the neural network formation configuration and to process the communications transmitted over the wireless communication system using the DNN / activates the dedicated reference signal). As per claim 7, the combination of Noh and Wang disclose the UE of claim 1. Noh further disclose wherein the configuration specifies one or more of a cell or carrier identifier (ID), one or more reference resource IDs, a metadata ID, or a resource mapping configuration for the reference resource IDs (see para. 0145-0149, the indication information is transmitted through higher layer signaling, the base station 510 transmits the indication information to the terminal 520, through a radio resource signaling (RRC) message, the RRC message includes an information element (IE) representing the use of the reference signal (or whether an uplink beam is used for transmission of a downlink reference signal / a resource mapping configuration for the reference resource IDs). As per claim 8, the combination of Noh and Wang disclose the UE of claim 7. Noh further disclose wherein the metadata ID includes one or more of beam information associated with transmitting the reference signal or an antenna configuration associated with transmitting the reference signal (see para. 0145-0146, one or more of beam information associated with transmitting the reference signal) As per claim 9, the combination of Noh and Wang disclose the UE of claim 1. Wang further disclose wherein the one or more processors, to receive the first message, are configured to receive the first message in a medium access control control element (MAC CE) or downlink control information (DCI) (see para. 0176, receive the first message in a medium access control control element (MAC CE)). As per claim 18, the combination of Noh and Wang disclose the UE of claim 1. Wang further disclose wherein the configuration specifies a channel state information (CSI) report that is dedicated to data collection, and wherein the one or more processors are configured to determine that a reference signal for the CSI report is for data collection (see para. 0052, the configuration specifies a channel state information (CSI) report that is dedicated to data collection). As per claim 19, the combination of Noh and Wang disclose the UE of claim 1. Noh further disclose wherein the configuration specifies a channel state information (CSI) report and includes a bit or flag that indicates that the CSI report is set to data collection mode, and wherein the one or more processors are configured to determine that a reference signal for the CSI report is for data collection (see para. 0108, 0112-0116, 0142-0145, the configuration specifies a channel state information (CSI) report and includes a bit or flag that indicates that the CSI report is set to data collection mode). As per claim 20, the combination of Noh and Wang disclose the UE of claim 1. Wang further disclose wherein the first message activates or triggers a channel state information (CSI) report dedicated for data collection or a CSI report that is for a data collection mode (see para. 0052, 0061, 0122, 0160, 0149, triggers a channel state information (CSI) report dedicated for data collection). As per claim 21, the combination of Noh and Wang disclose the UE of claim 1. Wang further disclose wherein the first message indicates that a channel state information (CSI) feedback mode is changed to a nominal CSI report, data collection, or both (see para. 0147-0149, a channel state information (CSI) feedback mode is changed to a nominal CSI report, data collection, or both). As per claim 22, the combination of Noh and Wang disclose the UE of claim 1. Noh further disclose wherein the one or more processors are configured to occupy at least one processing unit per reference signal resource for the collecting of the data (see Fig.5, Fig.6, Fig.7, para. 0090, the terminal 520 measures each of received reference signals, to determine a channel quality of each of the reference signals, a channel quality is at least one of, for example, a beam reference signal received power (BRSRP), a reference signal received power (RSRP), a reference signal received quality (RSRQ), a received signal strength indicator (RSRI), a signal to interference and noise ratio (SINR), a carrier to interference and noise ratio (CINR), a signal to noise ratio (SNR), an error vector magnitude (EVM), a bit error rate (BER), and/or a block error rate (BLER) / reference signal resource for the collecting of the data). As per claim 23, the combination of Noh and Wang disclose the UE of claim 1. Noh further disclose wherein collection of the data occupies one or more of a quantity of ports per reference signal resource, a quantity of reference signal resources, a quantity of total ports, or a combination thereof (see Fig.6, para. 0101-0111, wherein collection of the data occupies a quantity of reference signal resources). As per claim 24, the combination of Noh and Wang disclose the UE of claim 1. Wang further disclose wherein the one or more processors are configured to transmit a UE capability for supporting data collection, wherein the UE capability specifies support for one or more of a periodicity of a data collection reference signal, a quantity of ports per resource, a maximum quantity of resources, a maximum quantity of total ports, a quantity of processing units, or a quantity of data collection processes (see para. 0057, a UE capability for supporting data collection, wherein the UE capability specifies support for one or more of a periodicity of a data collection reference signal). As per claim 25, claim 25 is rejected the same way as claim 1. Noh also disclose A network entity (see Fig.2, a base station) for wireless communication, comprising: a memory (see Fig.2, Storage Unit 230); and one or more processors (see Fig.2, Control Unit 240). As per claim 26, the combination of Noh and Wang disclose the network entity of claim 25. Wang further disclose wherein the one or more processors are configured to use the data to train machine learning models for channel estimation or reference signal configuration (see para. 0052, 0057, CRM 306 also includes a core network neural network manager 312 that manages NN formation configurations used to process communications exchanged between UE 110 and the base stations 120, the core network neural network manager 312 analyzes various parameters, such as current signal channel conditions (e.g., as reported by base stations 120, as reported by other wireless access points, as reported by UEs 110 (via base stations or other wireless access points)), see also para. 0068, 0103, 0154-0157, using the data to train machine learning models for channel estimation or reference signal configuration). As per claim 28, claim 28 is rejected the same way as claim 5. As per claim 29, claim 29 is rejected the same way as claim 7. As per claim 30, claim 30 is rejected the same way as claim 23. Claims 2, 10-14, 16 and 27 are rejected under 35 U.S.C. 103 as being unpatentable over Noh et al (US Publication No. 2020/0091978), in view of Wang et al. (US Pub. No.: 2021/0342687) and further in view of Zhou et al. (US Pub. No.: 2021/0185609). As per claim 2, the combination of Noh and Wang disclose the UE of claim 1. The combination of Noh and Wang however does not explicitly disclose wherein the one or more processors are configured to: receive a second message that indicates that data collection is not allowed; and stop data collection based at least in part on the second message. Zhou however disclose wherein one or more processors are configured to: receive a second message that indicates that data collection is not allowed; and stop data collection based at least in part on the second message (see Fig. 38, Fig.55, para. 0354-0357, 0424, 0443, receive a second message that indicates that data collection is not allowed and stop data collection based at least in part on the second message). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality to: receive a second message that indicates that data collection is not allowed; and stop data collection based at least in part on the second message, as taught by Zhou, in the system of Noh and Wang, so as to enable the base station may transmit one or more MAC CEs indicating starting and/or stopping one or more timers at the wireless device, see Zhou, paragraphs 75-77. As per claim 10, the combination of Noh and Wang disclose the UE of claim 9. The combination of Noh and Wang however does not explicitly disclose wherein the MAC CE includes one or more of a cell or carrier identifier (ID), an associated reference resource ID, a metadata ID, or a bit that indicates whether the MAC CE is for activation or deactivation. Zhou however disclose wherein the MAC CE includes one or more of a cell or carrier identifier (ID), an associated reference resource ID, a metadata ID, or a bit that indicates whether the MAC CE is for activation or deactivation (see Fig. 43, Fig.44, para. 0383, 0388, 0397, 0405-0410, the MAC CE includes a cell or carrier identifier (ID), see also para. 0414-0417). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of wherein the MAC CE includes one or more of a cell or carrier identifier (ID), an associated reference resource ID, a metadata ID, or a bit that indicates whether the MAC CE is for activation or deactivation, as taught by Zhou, in the system of Noh and Wang, so as to enable the base station may transmit one or more MAC CEs indicating starting and/or stopping one or more timers at the wireless device, see Zhou, paragraphs 75-77. As per claim 11, the combination of Noh and Wang disclose the UE of claim 9. The combination of Noh and Wang however does not explicitly disclose wherein the DCI includes one or more triplets that each include one or more of a cell or carrier ID, a metadata ID, or a resource or resource set ID. Zhou however disclose wherein the DCI includes one or more triplets that each include one or more of a cell or carrier ID, a metadata ID, or a resource or resource set ID (see Fig. 43, Fig.44, para. 0383, 0388, 0397, 0405-0410, wherein the DCI includes one or more triplets that each include a cell or carrier ID, see also para. 0414-0417). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of wherein the DCI includes one or more triplets that each include one or more of a cell or carrier ID, a metadata ID, or a resource or resource set ID, as taught by Zhou, in the system of Noh and Wang, so as to enable the base station may transmit one or more MAC CEs indicating starting and/or stopping one or more timers at the wireless device, see Zhou, paragraphs 75-77. As per claim 12, the combination of Noh and Wang disclose the UE of claim 9. The combination of Noh and Wang however does not explicitly disclose wherein the DCI includes one or more of a list of cell or carrier IDs, a list of metadata IDs, or a list of resource or resource set IDs, and wherein there is a one-to-one-to-one mapping among entries across the lists. Zhou however disclose wherein the DCI includes one or more of a list of cell or carrier IDs, a list of metadata IDs, or a list of resource or resource set IDs, and wherein there is a one-to-one-to-one mapping among entries across the lists (see Fig. 43, Fig.44, para. 0383, 0388, 0397, 0421-0424, 0443, the DCI includes one or more of a list of cell or carrier IDs, a list of metadata IDs, or a list of resource or resource set IDs, and wherein there is a one-to-one-to-one mapping among entries across the lists, see also para. 0414-0417). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of wherein the DCI includes one or more of a list of cell or carrier IDs, a list of metadata IDs, or a list of resource or resource set IDs, and wherein there is a one-to-one-to-one mapping among entries across the lists, as taught by Zhou, in the system of Noh and Wang, so as to enable the base station may transmit one or more MAC CEs indicating starting and/or stopping one or more timers at the wireless device, see Zhou, paragraphs 75-77. As per claim 13, the combination of Noh and Wang disclose the UE of claim 9. The combination of Noh and Wang however does not explicitly disclose wherein the DCI includes a list of trigger states with each trigger state including multiple triplets, with each triplet including a cell or carrier identifier (ID), a metadata ID, and a resource or resource set ID. Zhou however disclose wherein the DCI includes a list of trigger states with each trigger state including multiple triplets, with each triplet including a cell or carrier identifier (ID), a metadata ID, and a resource or resource set ID (see Fig. 43, Fig.44, para. 0383, 0388, 0397, 0421-0424, 0443, wherein the DCI includes a list of trigger states with each trigger state including multiple triplets, with each triplet including a cell or carrier identifier (ID), a metadata ID, and a resource or resource set ID, see also para. 0414-0417). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of wherein the DCI includes a list of trigger states with each trigger state including multiple triplets, with each triplet including a cell or carrier identifier (ID), a metadata ID, and a resource or resource set ID, as taught by Zhou, in the system of Noh and Wang, so as to enable the base station may transmit one or more MAC CEs indicating starting and/or stopping one or more timers at the wireless device, see Zhou, paragraphs 75-77. As per claim 14, the combination of Noh and Wang disclose the UE of claim 9. The combination of Noh and Wang however does not explicitly disclose wherein the DCI is activation DCI that is scrambled with a data collection activation radio network temporary identifier (RNTI). Zhou however disclose wherein the DCI is activation DCI that is scrambled with a data collection activation radio network temporary identifier (RNTI) (see Fig. 43, Fig.44, para. 0405-0410, 0421-0424, 0443, wherein the DCI is activation DCI that is scrambled with a data collection activation radio network temporary identifier (RNTI), see also para. 0414-0417). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of wherein the DCI is activation DCI that is scrambled with a data collection activation radio network temporary identifier (RNTI), as taught by Zhou, in the system of Noh and Wang, so as to enable the base station may transmit one or more MAC CEs indicating starting and/or stopping one or more timers at the wireless device, see Zhou, paragraphs 75-77. As per claim 16, the combination of Noh and Wang disclose the UE of claim 9. The combination of Noh and Wang however does not explicitly disclose wherein the DCI is a group-common DCI, and wherein the one or more processors are configured to receive a radio resource control message that indicates which triplet, which entry of a list, or which trigger state is used to indicate activation or deactivation of the collecting of the data. Zhou however disclose wherein the DCI is a group-common DCI, and wherein the one or more processors are configured to receive a radio resource control message that indicates which triplet, which entry of a list, or which trigger state is used to indicate activation or deactivation of the collecting of the data (see Fig. 43, Fig.44, Fig.55, para. 0405-0410, 0421-0424, 0443, wherein the DCI is a group-common DCI and receiving a radio resource control message that indicates which triplet, which entry of a list, or which trigger state is used to indicate activation or deactivation of the collecting of the data, see also para. 0414-0417). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of wherein the DCI is a group-common DCI, and wherein the one or more processors are configured to receive a radio resource control message that indicates which triplet, which entry of a list, or which trigger state is used to indicate activation or deactivation of the collecting of the data, as taught by Zhou, in the system of Noh and Wang, so as to enable the base station may transmit one or more MAC CEs indicating starting and/or stopping one or more timers at the wireless device, see Zhou, paragraphs 75-77. As per claim 27, claim 27 is rejected the same way as claim 2. Claim 17 is rejected under 35 U.S.C. 103 as being unpatentable over Noh et al (US Publication No. 2020/0091978), in view of Wang et al. (US Pub. No.: 2021/0342687) and further in view of Grossmann et al. (US Pub. No.: 2024/0235639). As per claim 17, the combination of Noh and Wang disclose the UE of claim 9. The combination of Noh and Wang however does not explicitly disclose wherein the DCI is a group-common DCI, and wherein activation or deactivation of the collecting of the data is indicated by a bit in each segmentation. Grossmann however disclose wherein the DCI is a group-common DCI, and wherein activation or deactivation of the collecting of the data is indicated by a bit in each segmentation (see para. 0003, 0046, 0085-0086, 0118, 0234-0245, 0298-0302, the DCI is a group-common DCI, and activation or deactivation of the collecting of the data is indicated by a bit in each segmentation, when a CSI subgroup contains the bitmaps of all RI layers, the bitmap of size 2UD×RI is segmented into D segments, and each segment has a size of 2U×RI and is associated with a single DD basis vector index, see FIG. 16, for D=4, the UE may first drop the CSI content associated DD basis index 3 and 4, and then the CSI content associated with DD basis index 1 and 2 of a CSI report). Therefore, it would have been obvious to one having ordinary skill in the art before the effective filing date of the claimed invention to provide the functionality of wherein the DCI is a group-common DCI, and wherein activation or deactivation of the collecting of the data is indicated by a bit in each segmentation, as taught by Grossmann, in the system of Noh and Wang, so as to provide channel state information, CSI, feedback from a user equipment in the form of one or more CSI reports in a wireless communication system, see Grossmann, paragraphs 2-6. Allowable Subject Matter Claim 15 is objected to as being dependent upon a rejected base claim, but would be allowable if rewritten in independent form including all of the limitations of the base claim and any intervening claims. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Wang (US Pub. No.:2021/326726, IDS 1/27/2026) – transmit (525) one or more of a configuration for a reference signal used for data collection or a first message that indicates that data collection based on the reference signal is allowed; and (see paragraphs 0103-0104, "the BS 510 transmits a first configuration for a machine learning-based network. The first configuration may include one or more reference signals (e.g., SSB, CSI) configured for the UE 520", "the BS 510 transmits a request for the UE 520 to obtain signal measurements and communicate sampled data back to the BS. In other aspects, the request from the BS 510 includes a request for the UE 520 to perform a plurality of periodical signal measurements during the first time period.") transmit (540) the reference signal. (see paragraph 0103, "The first configuration may include one or more reference signals (e.g., SSB, CSI) configured for the UE 520). Hoa (WO2022/047759A1, IDS 1/27/2026) – see figure 3, and paragraphs 0063-0065) Zhou (US Pub. No.:2021/376977, IDS 1/27/2026, 8/27/2024) – see paragraphs [0026] to [0135], FTG. 5) an apparatus for wireless communication at a user equipment (UE) or at a base station. As shown in FIG. 5, a base station 110 and a UE 120 may communicate with one another. The BS 110 may transmit, and the UE 120 may receive, information 510 indicating whether an RS is associated with an FD operation. The BS 110 may provide the information 510 in an RS resource configuration (corresponding to a UE receives, and a network entity transmits, one or more of a configuration for a reference signal used for data collection). The BS 110 may transmit a plurality of RSs to the UE 120 (corresponding to a network entity transmits, and a CE receives, the reference signal). The UE 120 may determine feedback for the plurality of RSs and select the set of beams for FD operation. The CE 120 may transmit, and the BS 110 may receive, feedback regarding the plurality of RSs transmitted by the BS 110. For example, the UE 120 may transmit information indicating a set of RSs selected based at least in part on measurements on the set of RSs (corresponding to collect data based at least in part on the reference signal and transmit the data that is collected), a set of RSs selected for FD operation based at least in part on the information 510. The feedback may include or be associated with information indicating whether a receive beam, used by the CE 120 to receive an RS associated with the feedback, is associated with a transmit-only condition, a receive-only condition. An apparatus for wireless communication at a device comprises a processor, a memory coupled with the processor and instructions stored in the memory and executable by the processor to cause the apparatus to perform the method. Any inquiry concerning this communication or earlier communications from the examiner should be directed to LAKERAM JANGBAHADUR whose telephone number is (571)272-1335. The examiner can normally be reached on M-F 7 am - 4 pm. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Ian Moore can be reached on 571-272-3085. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of an application may be obtained from the Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from either Private PAIR or Public PAIR. Status information for unpublished applications is available through Private PAIR only. For more information about the PAIR system, see http://pair-direct.uspto.gov. Should you have questions on access to the Private PAIR system, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative or access to the automated information system, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /LAKERAM JANGBAHADUR/ Primary Examiner, Art Unit 2469
Read full office action

Prosecution Timeline

Aug 27, 2024
Application Filed
Jun 09, 2026
Non-Final Rejection mailed — §103, §112 (current)

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NETWORK CONNECTION METHOD IN NETWORK SHARING, ELECTRONIC DEVICE, AND STORAGE MEDIUM
3y 4m to grant Granted Jun 09, 2026
Patent 12647950
CHANNEL DETERMINING METHOD AND APPARATUS
4y 3m to grant Granted Jun 02, 2026
Patent 12648009
METHODS FOR POWER-EFFICIENT TRANSFER OF SMALL DATA IN RADIO RESOURCE CONTROL CONNECTED LITE MODE
2y 0m to grant Granted Jun 02, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
88%
Grant Probability
99%
With Interview (+23.9%)
2y 5m (~6m remaining)
Median Time to Grant
Low
PTA Risk
Based on 759 resolved cases by this examiner. Grant probability derived from career allowance rate.

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