Prosecution Insights
Last updated: April 19, 2026
Application No. 18/750,572

HOME APPLIANCE OPERATING BASED ON USER DETECTION RESULT AND HOME APPLIANCE CONTROL METHOD

Final Rejection §102§103
Filed
Jun 21, 2024
Examiner
HOSSAIN, KAMAL M
Art Unit
2444
Tech Center
2400 — Computer Networks
Assignee
Samsung Electronics Co., Ltd.
OA Round
2 (Final)
82%
Grant Probability
Favorable
3-4
OA Rounds
2y 2m
To Grant
99%
With Interview

Examiner Intelligence

Grants 82% — above average
82%
Career Allow Rate
154 granted / 187 resolved
+24.4% vs TC avg
Strong +26% interview lift
Without
With
+26.5%
Interview Lift
resolved cases with interview
Typical timeline
2y 2m
Avg Prosecution
24 currently pending
Career history
211
Total Applications
across all art units

Statute-Specific Performance

§101
4.3%
-35.7% vs TC avg
§103
54.3%
+14.3% vs TC avg
§102
21.0%
-19.0% vs TC avg
§112
17.0%
-23.0% vs TC avg
Black line = Tech Center average estimate • Based on career data from 187 resolved cases

Office Action

§102 §103
DETAILED ACTION Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Response to Amendment The amendments filed on November 20, 2025 have been entered. Claims 1, 3-5, 7, 9-12, 16-18, and 20 are amended. Claim 2 is cancelled. Claims 1 and 3-20 remain pending in the application. Response to Arguments Applicant’s arguments filed on November 20, 2025 in response to the Non-Final Office Action dated August 25, 2025 have been fully considered. The amendments overcome the previous 35 U.S.C. 112(b) rejection of claim 17. Therefore, the previous 35 U.S.C. 112(b) rejection has been withdrawn. Applicant argues, in page 11 of the Remarks, “While Moon appears to describe confirming whether a user is located in an indoor area, Moon simply fails to disclose determining whether the user is using the indoor area in which the user is located.” In response, the claim does not define the phrase “using the indoor area” in a specific way to distinguish it from the conventional meaning of using the indoor area. Therefore, under broadest reasonable interpretation, “using the indoor area” can be interpreted as the user staying in the indoor space. Paragraph 0097 of Moon discloses in response to the detection of the of user at the entrance, determining whether user stays in the first location for a threshold time (first reference time) as stated “If the user is not detected in any device in the indoor area for a threshold time after the user is detected in an entrance, the processor 290 may confirm that the user is not located in the indoor area”. Applicant argues, in page 11 -12 of the Remarks, “That is, nothing in Moon or any other cited references discloses the features of "in response to detecting a user in a first space among a plurality of spaces within a home, determining that the user is using the first space based on a duration of a first usage time for which the user stays in the first space being greater than or equal to a first reference time," as presently recited. Instead, Moon merely confirms whether the user is located in an indoor area based on one of (1) a signal received from a user's portable device or a wearable device registered to an electronic device, (2) information regarding an opening/closing of a door in the indoor area, (3) a strength of a Wi-Fi or Bluetooth signal output from the user's portable device or the wearable device, and a device (e.g., the electronic device, a first device, and a second device) provided in the indoor area”. In response, Examiner respectfully disagrees. Paragraph 0093 discloses detecting a user in a first location as stated “Referring to FIG. 8, in step 801, the processor 290 may obtain a user detection signal. In step 803, the processor 290 may confirm a first location of a user from the user detection signal obtained in step 801”. Fig. 5 shows plurality of locations/area within a home. Paragraph 0097 discloses in response to the detection of the of user at the entrance, determining whether user stays in the first location for a threshold time as stated “If the user is not detected in any device in the indoor area for a threshold time after the user is detected in an entrance, the processor 290 may confirm that the user is not located in the indoor area”. Examiner’s Note about the Format of 35 U.S.C. 102/103 Rejections Generally, limitations of a claim are reproduced identically and followed by examiner’s explanation with citation from prior art in Italic enclosed by a parenthesis, (), for each limitation. In examiner’s explanation, the mapping of the key elements of a limitation to the disclosed elements of prior art is shown by stating the disclosed element immediately followed by the claimed element inside a parenthesis. Specific quotation from prior art is delineated with quotation mark, ““. If primary art fails to teach a limitation or part of the limitation, the limitation or the part of the limitation is placed inside double square brackets, [[]], for better understandability, and appropriate secondary art(s) is/are applied later addressing the deficiency of the primary art. Claim Rejections - 35 USC § 102 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 (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The following is a quotation of 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. Claims 1, 5-15, and 17-20 are rejected under 35 U.S.C. 102(a)(1) as being anticipated by Moon et al. (US PGPUB No. US 20170295469 A1), hereinafter, Moon. Regarding claim 1: Moon teaches: A home appliance control method comprising (Fig. 8): in response to detecting a user in a first space among a plurality of spaces within a home, determining that the user is using the first space based on a duration of a first usage time for which the user stays in the first space being greater than or equal to a first reference time (paragraph 0093 discloses detecting a user in a first location (first space) as stated “Referring to FIG. 8, in step 801, the processor 290 may obtain a user detection signal. In step 803, the processor 290 may confirm a first location of a user from the user detection signal obtained in step 801”. Fig. 5 shows plurality of locations/area within a home. Paragraph 0097 discloses in response to the detection of the of user at the entrance, determining whether user stays (using) in the first location for a threshold time (first reference time) as stated “If the user is not detected in any device in the indoor area for a threshold time after the user is detected in an entrance, the processor 290 may confirm that the user is not located in the indoor area”); in response to determining that the user is using the first space, determining a second space predicted to be used next by the user among the plurality of spaces within the home based on user routine information including a spatial movement prediction path of the user predicted in advance for the plurality of spaces within the home; and controlling an operation of at least one home appliance of the second space (paragraph 0094 discloses after confirming the user in the first location, predicting a second location (second space) based on the based on the expected movement path as stated “Upon confirming the first location of the user, the processor 290 may perform step 805. In step 805, the processor 290 may predict a second location of the user. In step 805, the processor 290 may confirm an expected movement path of the user on a basis of a relational model or probability model stored in the memory 270. The processor 290 may predict the second location to which the user may move on a basis of the first location from the expected movement path confirmed by the relational model or probability model”. Paragraph 0069 discloses the expected movement path is generated based on user routine); and controlling an operation of at least one home appliance of the second space (paragprhe 0095 discloses providing a signal to a device as stated “In step 807, the processor 290 may provide a signal to a device corresponding to the predicted second location.”. Paragraph 0032 discloses the device is home appliance. Paragroup 0104 discloses the signal is to control the device of the second location). As to claim 5, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches wherein the user routine information includes a spatial movement order and usage prediction time information for each space with of the plurality of spaces within the home (see at least Figs. 7A-7C showing generation of probability model based on the user spatial movement in to different locations). As to claim 6, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches wherein the user routine information is defined according to at least one of weather, season, or day of week (paragraph 0090 discloses routine information of the day of the week states “The processor 290 may accumulate the user's movement detected in the electronic device 200, the first device 100, and the second device 300, which are provided in the living room, the bedroom, and the kitchen, respectively, per time or day of week.”). As to claim 7, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches wherein the determining of whether the user is using the first space comprises based on detecting a wake-up event in which the user wakes up, counting the duration of the first usage time of the user in the first space (paragraph 0148 discloses a wake-up event). As to claim 8, the rejection of claim 7 is incorporated. Moon teaches all the limitations of claim 7 as shown above. Moon further teaches further comprising: detecting the wake-up event based on at least one of wake-up alarm information of the user, a sensor detection value of a sensor arranged in a bed of the user, or a sensor detection value of a detection sensor of a home appliance arranged in the first space (paragraph 0148 discloses wake-up alarm “Referring to FIGS. 20A, 20B, and 20C, if the information service providing signal obtained in step 1701 of FIG. 17 is a signal related to a wake-up call alarm of a portable device or a wearable device of a user, the processor 290 may provide the user's schedule such as “There is a meeting at 9 AM today” to a device present in a first location (e.g., a bedroom) as voice data.”). As to claim 9, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches wherein the spatial movement prediction path of the user corresponds to a prediction path between two or more spaces including the first space and the second space, wherein the first space corresponds to a current space in which the user is currently detected, and the second space corresponds to a space predicted to be used after the current space, and wherein the determining of the second space stops in response to the user deviating from the spatial movement prediction path of the user routine information (paragraph 0068 and 0069 discloses predicting the probability of moving to a second location from a first location based on the accumulated movement path of the user. Paragraph 0071 and 0081 discloses modifying relational model based on current inputs of the user. Paragraph 0141 discloses stop controlling the device of the second location if the user’s movement deviates from the predicted movement path to the second location ). As to claim 10, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches further comprising: detecting a user in the first space by using a sensor detection value of a detection sensor of a home appliance arranged in the first space (paragraph 0033 discloses user is detected in location by using a detention sensor of the device in the corresponding location). As to claim 11, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches further comprising: identifying the user by using a detection value of a wearable device worn by the user, wherein the determining of the second space comprises determining the second space based on the user routine information for the user (see at least paragraph 0059 discloses user scheduling information provided by a wearable device. Also see paragraph 0097). As to claim 12, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches further comprising: identifying the user by using an image captured by a first camera arranged in the first space, wherein the determining of the second space comprises determining the second space based on the user routine information for the user (paragraph 0040-0041 discloses detecting user using sensor which is camera. Paragraph 0094 discloses when the is detected in the first location, predicting a second location (second space) based on the based on the expected movement path). As to claim 13, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches wherein the at least one home appliance comprises an air conditioner (paragraph 0029 discloses the device is air conditioner as stated “According to certain embodiments, the electronic device may include, for example, at least one of a television (TV), a digital video disk (DVD) player, an audio player, a refrigerator, an air conditioner, a cleaner, an oven, a microwave oven, a washing machine, an air purifier, a set-top box, a home automation control panel, a security control panel, a TV box (e.g., Samsung HomeSync®, Apple TV®, or Google TV™), a game console (e.g., Xbox®, PlayStation®), an electronic dictionary, an electronic key, a camcorder, and an electronic picture frame.”). As to claim 14, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches wherein the at least one home appliance comprises a cooking appliance (paragraph 0029 discloses the device is a oven). As to claim 15, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches wherein the at least one home appliance comprises at least one of a clothing care device or a shoe care device (paragraph 0029 discloses the device is a washing machine). As to claim 17, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon further teaches further comprising: storing information of the at least one home appliance of the second space which is matched with the second space (paragprhe 0103 discloses a device in the second location). Regarding claim 18: A home appliance comprising: communication module configured to communicate with at least one home appliance arranged in a plurality of spaces within a home (. Fig. 1 shows first device which is a home appliance as described in paragraph 0029 and 0032. Fig. 2 shows communication unit 210. Fig. 5 shows plurality of locations/area within a home); a detection sensor configured to detect a user in a space among the plurality of spaces within the home; memory storing at least one instruction (Fig. 2 shows sensor unit 220. Fig. 5 and paragraph 0073 discloses sensors are configured to detect user in different locations); and at least one processor communicatively coupled to the communication module, the detection sensor, and the memory, wherein the at least one instruction, when executed by the at least one processor individually or collectively, cause the home appliance to (Fig. 2 shows processor 290): in response to detecting a the user in a first space among the plurality of spaces within the home by using a sensor detection value of the detection sensor, determine that the user is using the first space based on a duration of a first usage time for which the user stays in the first space being greater than or equal to a reference time (paragraph 0093 discloses detecting a user in a first location (first space) as stated “Referring to FIG. 8, in step 801, the processor 290 may obtain a user detection signal. In step 803, the processor 290 may confirm a first location of a user from the user detection signal obtained in step 801”. Fig. 5 shows plurality of locations/area within a home. Paragraph 0097 discloses in response to the detection of the of user at the entrance, determining whether user stays (using) in the first location for a threshold time (first reference time) as stated “If the user is not detected in any device in the indoor area for a threshold time after the user is detected in an entrance, the processor 290 may confirm that the user is not located in the indoor area”), in response to determining that the user is using the first space, determine a second space predicted to be used next by the user among the plurality of spaces within the home based on user routine information including a spatial movement prediction path of the user predicted in advance for the plurality of spaces within the home (paragraph 0094 discloses after confirming the user in the first location, predicting a second location (second space) based on the based on the expected movement path as stated “Upon confirming the first location of the user, the processor 290 may perform step 805. In step 805, the processor 290 may predict a second location of the user. In step 805, the processor 290 may confirm an expected movement path of the user on a basis of a relational model or probability model stored in the memory 270. The processor 290 may predict the second location to which the user may move on a basis of the first location from the expected movement path confirmed by the relational model or probability model”. Paragraph 0069 discloses the expected movement path is generated based on user routine), and control an operation of at least one home appliance of the second space (paragprhe 0095 discloses providing a signal to a device as stated “In step 807, the processor 290 may provide a signal to a device corresponding to the predicted second location.”. Paragraph 0032 discloses the device is home appliance. Paragroup 0104 discloses the signal is to control the device of the second location). As to claim 19, the rejection of claim 18 is incorporated. Moon teaches all the limitations of claim 18 as shown above. Moon further teaches wherein the home appliance corresponds to at least one of a home appliance arranged in the first space or a home appliance arranged in the second space (Fig. 5 show plurality of home appliance in different areas as explained in paragraph 0072). Regarding claim 20: Claim 20 is directed towards computer-readable recording medium storing one or more computer programs including computer-executable instructions that, when executed by one or more processors of home appliance individually or collectively, cause the home appliance to perform the method of claim 1. Accordingly, it is rejected under similar rationale. 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 3 is rejected under 35 U.S.C. 103 as being unpatentable over Moon in view of Brooks et al. (US PGPUB No. US 20190068752 A1), hereinafter, Brooks. As to claim 3, the rejection of claim 2 is incorporated. Moon teaches all the limitations of claim 2 as shown above. Moon does not teach wherein the first reference time is a value obtained by multiplying a usage prediction time of the first space included in the user routine information by a first reference ratio, and wherein the first reference ratio is a value between 0.5 and 1. Brooks teaches wherein the first reference time is a value obtained by multiplying a usage prediction time of the first space included in the user routine information by a first reference ratio, and wherein the first reference ratio is a value between 0.5 and 1 (paragraph 0069 discloses setting the threshold equal to predicted duration). It would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Moon to incorporate the teaching of Brooks about setting the threshold equal to predicted duration. One would be motivated to do that to efficiently detecting the presence of the user near a device (see at least paragraph 0097 of Moon). Claim 4 is rejected under 35 U.S.C. 103 as being unpatentable over Moon in view of Xie et al. (US PGPUB No. US 20160170390 A1), hereinafter, Xie. As to claim 4, the rejection of claim 1 is incorporated. Moon teaches all the limitations of claim 1 as shown above. Moon does not teach wherein the user routine information includes information that is machine-learned by using training data including a duration of usage time of the user and space usage order of the plurality of spaces within the home. Xie teaches wherein the user routine information includes information that is machine-learned by using training data including a duration of usage time of the user and space usage order of the plurality of spaces within the home (paragraph 0185 discloses user behavior habit is obtained using machine leaning by using log data as the training data). It would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Moon to incorporate the teaching of Xie about obtaining behavior habit using machine leaning. One would be motivated to do use machine learning to efficiently predict user habit using large volume of data (see at least paragraph 0185 of Xie). Allowable Subject Matter Claim 16 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 THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to KAMAL M HOSSAIN whose telephone number is (571)270-3070. The examiner can normally be reached 9:30-5:30 M-F. 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, John Follansbee can be reached at (571)272-3964. 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. March 2, 2026 /KAMAL M HOSSAIN/ Primary Examiner, Art Unit 2444
Read full office action

Prosecution Timeline

Jun 21, 2024
Application Filed
Aug 21, 2025
Non-Final Rejection — §102, §103
Nov 20, 2025
Response Filed
Mar 02, 2026
Final Rejection — §102, §103 (current)

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Prosecution Projections

3-4
Expected OA Rounds
82%
Grant Probability
99%
With Interview (+26.5%)
2y 2m
Median Time to Grant
Moderate
PTA Risk
Based on 187 resolved cases by this examiner. Grant probability derived from career allow rate.

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