Abstract: A method includes receiving a pointer to a plurality of images of a web page, the web page configured to display the plurality of images in a first arrangement; retrieving, using the pointer, the plurality of images of the web page; executing at least one machine learning model using the plurality of images from the web page as input to generate at least one image performance score for each image of the plurality of images, the at least one machine learning model trained based on a training set of images labeled based at least on interaction data corresponding to images of the training set of images; and rearranging the plurality of images on the web page to a second arrangement according to the at least one image performance score generated for each image of the plurality of images of the web page.

Abstract: Provided is a target sound extraction technique based on a steering vector generation method enabling instability in a calculation to be prevented when a neural network is trained by using an error back propagation method to reduce an estimation error of a beamformer. A target sound signal generation apparatus generates a target sound signal yt,f corresponding to a target sound included in an observed sound from an observed signal vector xt,f corresponding to the observed sound collected by using a plurality of microphones. The target sound signal generation apparatus includes a mask generation unit, a steering vector generation unit, a beamformer vector generation unit, and a target sound signal generation unit. The mask generation unit is configured as a neural network trained by using an error back propagation method.

Abstract: A system and method are presented for treating tinnitus which include identifying separate treatment signal settings for a patient having a heard tinnitus noise in a left ear and a right ear by separately selecting each ear in turn. Treatment signal settings for a selected ear are identified by presenting audible signal to the selected ear at a variety of frequencies, amplitudes, phases and shapes in order to provides an audible signal that is near to that of a perceived tinnitus sound. Storing the frequency, amplitude, phase and wave shape as the separate treatment signal settings for the selected ear. Using the treatment signal settings for the left ear to generate a left ear treatment signal that is presented to the left ear, and using the treatment signal settings for the right ear to generate a right ear treatment signal that is presented to the right ear.

Abstract: An artificial intelligence server includes: a communication interface configured to communicate with a terminal, and a processor. The processor is configured to receive, from the terminal through the communication interface, a video of a home appliance, acquire a first feature vector by inputting image data extracted from the video to an image classification model, acquire a second feature vector by inputting sound data extracted from the video to a voice classification model, acquire a result value by inputting a data set obtained by combining the first feature vector and the second feature vector to an abnormality classification model, and transmit, to the terminal through the communication interface, a failure type acquired based on the result value.

Abstract: A method includes accessing a web-based property over a network; storing a plurality of images or videos from the web-based property and associations between the plurality of images or videos and a target audience identifier responsive to the web-based property having a stored association with the target audience identifier; retrieving the plurality of images or videos from the database responsive to each of the plurality of images or videos having stored associations with the target audience identifier; executing a neural network to generate a performance score for each of the plurality of images or videos; calculating a target audience benchmark; executing the neural network to generate a first performance score for a first image or video and a second performance score for a second image or video; comparing the first performance score and the second performance score to the benchmark; and generating a record identifying the first image or video.

Abstract: A method for gesture-based multi-factor authentication includes mapping a gesture password to a first substitution string, generating a cryptographic key using the first substitution string as an input to a password authenticated key exchange protocol, encrypting a challenge response with the cryptographic key to generate an encrypted challenge response, and transmitting, to a relying party computing system, a first authentication message comprising the encrypted challenge response and a user identifier identifying a user.

Abstract: The present disclosure describes one or more aspects for selecting a Citizens Broadband Radio Service (CBRS) profile for communicating with an associated CBRS network. Such aspects may include providing a plurality of CBRS profiles associated with respective CBRS network cells, receiving contextual information surrounding current and past network connections of a user device and/or other user devices, selecting one of the CBRS profiles based on the contextual information, and configuring a modem of the user device to communicate with an associated CBRS network.

Abstract: A method includes storing a database comprising a plurality of pointers to web pages and identifiers of entities associated with the plurality of pointers; receiving a first request comprising a first identifier; identifying subset of the plurality of pointers from the database responsive to each pointer of the subset having a stored association with a first identification that matches the first identifier; responsive to identifying the subset of the plurality of pointers, establishing, via one or more pointers, a connection with a server hosting a set of web pages associated with the subset of the plurality of pointers; retrieving one or more images or videos from each of the set of web pages over the established connection; calculating a performance score for each of the one or more images or videos; and generating a record identifying the performance score for each of the one or more images or videos.

Abstract: A method includes receiving a pointer to a plurality of images of a web page, the web page configured to display the plurality of images in a first arrangement; retrieving, using the pointer, the plurality of images of the web page; executing at least one machine learning model using the plurality of images from the web page as input to generate at least one image performance score for each image of the plurality of images, the at least one machine learning model trained based on a training set of images labeled based at least on interaction data corresponding to images of the training set of images; and rearranging the plurality of images on the web page to a second arrangement according to the at least one image performance score generated for each image of the plurality of images of the web page.

Abstract: A method includes receiving a pointer to a plurality of images of a web page, the web page configured to display the plurality of images in a first arrangement; retrieving, using the pointer, the plurality of images of the web page; executing at least one machine learning model using the plurality of images from the web page as input to generate at least one image performance score for each image of the plurality of images, the at least one machine learning model trained based on a training set of images labeled based at least on interaction data corresponding to images of the training set of images; and rearranging the plurality of images on the web page to a second arrangement according to the at least one image performance score generated for each image of the plurality of images of the web page.

Abstract: A neural processing unit (NPU) includes a controller including a scheduler, the controller configured to receive from a compiler a machine code of an artificial neural network (ANN) including a fusion ANN, the machine code including data locality information of the fusion ANN, and receive heterogeneous sensor data from a plurality of sensors corresponding to the fusion ANN; at least one processing element configured to perform fusion operations of the fusion ANN including a convolution operation and at least one special function operation; a special function unit (SFU) configured to perform a special function operation of the fusion ANN; and an on-chip memory configured to store operation data of the fusion ANN, wherein the schedular is configured to control the at least one processing element and the on-chip memory such that all operations of the fusion ANN are processed in a predetermined sequence according to the data locality information.

Abstract: Systems, methods, and computer-readable media for conducting a transaction using an electronic device with a non-native credential are provided. In one embodiment, a client electronic device in a system including a credential subsystem, a processing subsystem, and a host electronic device may include an online communications component and a processor that accesses, from the processing subsystem, potential transaction data indicative of a transaction, communicates, to the host electronic device using the online communications component, credential request data based on the potential transaction data, receives, from the host electronic device using the online communications component, host credential data based on the credential request data, and communicates, to the processing subsystem, the host credential data, wherein the host credential data is operative to access funds or other suitable enabling elements from the credential subsystem for funding at least a portion of the transaction.

Abstract: An apparatus and method for online service providing are disclosed. The apparatus includes a memory communicatively connected to at least a processor, wherein the memory contains instructions configuring the at least a processor to obtain provider data, wherein the provider data includes a provider address, receive user data, wherein the user data includes a user address, determine relation data as a function of the provider data and the user data, wherein the relation data includes an address relation, generate a provider map as a function of the provider data, wherein the provider map includes a relation function, wherein the relation function is configured to display the relation data and a filter function, wherein the filter function is configured to display filtered relation data, transmit the provider map to a user device and transmit the provider map to a provider device.

Abstract: A method includes storing a database comprising a plurality of pointers to web pages and identifiers of entities associated with the plurality of pointers; receiving a first request comprising a first identifier; identifying subset of the plurality of pointers from the database responsive to each pointer of the subset having a stored association with a first identification that matches the first identifier; responsive to identifying the subset of the plurality of pointers, establishing, via one or more pointers, a connection with a server hosting a set of web pages associated with the subset of the plurality of pointers; retrieving one or more images or videos from each of the set of web pages over the established connection; calculating a performance score for each of the one or more images or videos; and generating a record identifying the performance score for each of the one or more images or videos.

Abstract: A user may be willing to purchase items or participate in a pay-for service offered by a service provider. A service provider may wish to verify characteristics of the user prior to allowing transactions to take place, and may want to secure the transactions once the transactions are allowed. A credential issued to a user and a transaction application uploaded to a user device may be used to secure transactions between the user and a service provider interface, such as a webserver or a point-of-sale. The transaction application may capture real-time user data and comparing the real-time user data to prior user data stored on the credential, authenticate the service provider interface to the user and the user to the service provider interface; and establish an encrypted session between the service provider interface and the transaction application adapted to authenticate the transactions between the user and the service provider interface.

Abstract: An authentication framework wherein a user attempting to sign in or to be authenticated in order to access an electronic system is requested to provide an identify factor that includes an activity, location and/or authentication transaction of the User occurring within a previous time period from the User's current attempt to sign in or to be authenticated.

Abstract: Provided are a data presentation system, method and device, and a computer-readable storage medium. The data presentation system includes: a data collection device configured to collect multiple service system data each from a respective data source and store the service system data in a database; a data parsing device configured to obtain the multiple service system data from the database, and parse each service system data through a respective data model to obtain a data block corresponding to the respective data source; a request responding device configured to: in response to a data request sent by a client, obtain the data block matching the data request as a demanded data block; and a data sending device configured to send the demanded data block to the client to enable a display interface of the client to display the demanded data block.

Abstract: A method for securing an entry in a user database, the method being performed in a management server in charge of the database and comprising the steps of: receiving a network identifier of a user terminal, identifying the user terminal in a telecommunications network; transmitting to a network platform an operator of the telecommunications network a user confirmation request, the request comprising the network identifier of the user terminal; upon receiving a user confirmation from the network platform, creating an entry by the terminal user in the user database, the entry comprising the network identifier of the user terminal.

Abstract: In general, techniques are described by which to enable a transparency mode in vehicles. A device comprising one or more microphones and one or more processors may be configured to perform the techniques. The microphones may capture audio data representative of a sound scene external to a vehicle. The processors may perform beamforming with respect to the audio data to obtain object audio data representative of an audio object in the sound scene external to the vehicle. The processors may next reproduce, by interfacing with one or more speakers included within the vehicle and based on the object audio data, the audio object in the sound scene external to the vehicle.

Abstract: Techniques are disclosed for unlocking in-game content for a video game application. In one embodiment, the video game application may be operated by a user that is concurrently viewing media content. The video game application captures an audio signal from the concurrently-playing media content, performs content recognition on the captured audio signal, and determines whether to unlock one or more portions of in-game content based on the identified media content.

Abstract: A method includes storing a database comprising a plurality of pointers to web pages and identifiers of entities associated with the plurality of pointers; receiving a first request comprising a first identifier; identifying subset of the plurality of pointers from the database responsive to each pointer of the subset having a stored association with a first identification that matches the first identifier; responsive to identifying the subset of the plurality of pointers, establishing, via one or more pointers, a connection with a server hosting a set of web pages associated with the subset of the plurality of pointers; retrieving one or more images or videos from each of the set of web pages over the established connection; calculating a performance score for each of the one or more images or videos; and generating a record identifying the performance score for each of the one or more images or videos.

Abstract: The present invention provides systems and methods for the virtualization, aggregation, and distributed processing of facsimile communications. The Remote FAX Interconnect known as etherFAX® is a system and method that allows for the reception and delivery of information based on cloud computing infrastructure to or from one or more facsimile systems using Internet/web based communication protocols such as HTTP(S) as the transport between a facsimile capable application or hardware and the remotely accessible etherFAX® services.

Abstract: Systems, methods, and apparatus are provided for monitoring and improving one or more acoustic parameters in single- and multi-zone habitable environments. The acoustic monitoring system includes a built structure, a central control circuit, an acoustic control system, an environment database, an electronic user device, and acoustic sensor arrays which are installed within the built structure. To facilitate the sensor installation process, the built structure may be delineated into one or more zones. The central control circuit may be configured to instruct the installation of acoustic sensor arrays in particular zones within the built structure to obtain improved or even optimal or near optimal acoustic sensor array placement.

Abstract: Logo candidates for a specific ISO data can be identified from external resources based on the enriched merchant data. Low quality images of the logo candidates are filtered out with image analysis including entropy ratio evaluations of the logo candidates. Also, the logo candidates are processed with high quality filtering including classification of the logo candidates with a deep learning classifier for distinguishing logos from non-logos. A logo from the logo candidates is selected to associate with the ISO data packets. A display having the selected logo associated with a transaction of the ISO data packets can be generated for display to users.

Abstract: The disclosure includes a water sounds noise maker and wall mount for inducing urination. The noise maker is battery powered, and mounts to the wall for convenience or may be worn or mounted by other means. Battery power sources include but are not limited to power sources which are rechargeable, plug-in and solar powered options. The invention contains three settings for duration of sounds, three options for sounds, and volume control. The disclosure manages inducing urination for clients by recording and playing various water sounds. Various prerecorded water noises from sources outside a housing of the disclosure, are also reproduced to induce urination.

Abstract: A method for gesture-based multi-factor authentication includes mapping a gesture password to a first substitution string, generating a cryptographic key using the first substitution string as an input to a password authenticated key exchange protocol, encrypting a challenge response with the cryptographic key to generate an encrypted challenge response, and transmitting, to a relying party computing system, a first authentication message comprising the encrypted challenge response and a user identifier identifying a user.

Abstract: A computer readable medium having non-transitory memory for storing instructions that are to be executed by a computer. The machine instructions when executed by the computer implement the following functions: receiving a network interface request associated with a network interface and including one or more device identifiers, transmitting a create network interface command associated with the network interface and in response to receiving the network interface request, and receiving a network interface owner request associated with the network interface. The create network interface command includes the one or more device identifiers. The create network interface command initiates one or more network interface services.

Abstract: There is a need to automatically provide one or more electronic documents to the user. In one example, embodiments comprise, generating a facility visit data object for a user describing one or more facility attributes for one or more facilities associated with a potential visit from the user. One or more electronic documents may be determined to be retrieved based at least in part on the facility visit data object. One or more user interaction electronic document data objects may be generated to enable interaction between the user and the one or more electronic document data objects. One or more modified user interaction electronic document data objects may be received and may be provided to one or more facility computing entities in response to one or more trigger events.

Abstract: Some demonstrative embodiments include apparatuses, systems and methods of sound control. For example, an apparatus may be configured to process one or more audio inputs to be heard in one or more personal sound zones, and a plurality of monitoring inputs, wherein the plurality of monitoring inputs represent acoustic sound at a plurality of predefined monitoring sensing locations, which are defined within the one or more personal sound zones; determine a sound control pattern based on the one or more audio inputs, and the plurality of monitoring inputs, the sound control pattern comprising a plurality of sound control signals configured to drive a respective plurality of acoustic transducers such that the one or more audio inputs are to be heard in the one or more personal sound zones; and output the plurality of sound control signals to the plurality of acoustic transducers.

Abstract: A SCADA Web HMI system includes a drawing generation device (1) and an HMI terminal device (32). A drawing editor (11) generates SVG data (21) and part runtime attribute data (22). The HMI terminal device (32) includes a Web browser (321) that reads SVG data (21) and displays an HMI screen, and an HMI Web runtime (322) that reads the part runtime attribute data (22) as setting parameters and operates on the Web browser (321). When receiving signal data corresponding to unique signal names from a monitoring target device (7), the HMI Web runtime (322) changes display of parts corresponding to the unique signal names on the HMI screen.

Abstract: A method includes storing a database comprising a plurality of pointers to web pages and identifiers of entities associated with the plurality of pointers; receiving a first request comprising a first identifier; identifying subset of the plurality of pointers from the database responsive to each pointer of the subset having a stored association with a first identification that matches the first identifier; responsive to identifying the subset of the plurality of pointers, establishing, via one or more pointers, a connection with a server hosting a set of web pages associated with the subset of the plurality of pointers; retrieving one or more images or videos from each of the set of web pages over the established connection; calculating a performance score for each of the one or more images or videos; and generating a record identifying the performance score for each of the one or more images or videos.

Abstract: A computing device may receive audio data from a microphone representing audio in an environment of the device, which may correspond to an utterance and noise. A model may be trained to process the audio data to reduce noise from the audio data. The model may include an encoder that includes one or more dense layers, one or more recurrent layers, and a decoder that includes one or more dense layers.

Abstract: Aspects of the subject technology relate to a device including a microphone, a filter and a processor. The filter receives an audio signal including ambient noise and a voice of a user of the device from the microphone. At least a portion of ambient noise is filtered from the audio signal. The processor determines a level of the ambient noise in the received audio signal and dynamically adjusts a gain applied to the filtered audio signal based on the level of the ambient noise.

Abstract: A real-time pose measurement method of a planar coding target for a vision system. The planar coding target includes a plurality of coding elements, a coding block, a coding template, a minimum identification unit pattern and a coding pattern. Each coding element has a unique coding value, and serial numbers of the coding elements are different from each other. The coding block includes four coding elements that are distributed in the same rectangle ABCD and do not overlap with each other. A center of the coding block is an intersection point O of two diagonals of the rectangle ABCD. A coding value of the coding block is associated with coding values of the four coding elements contained therein.

Abstract: An active noise control device includes a basic signal generating unit configured to generate a basic signal corresponding to a resonance frequency of a vibration sensor, a first adaptive filter configured to generate a sensor resonance simulation signal simulating a signal acquired while the vibration sensor is resonating by performing a filtering process on the basic signal, a computation unit configured to calculate a second reference signal that is a difference between a first reference signal acquired by the vibration sensor and the sensor resonance simulation signal, and a second adaptive filter configured to generate a control signal by performing a filtering process on the second reference signal.

Abstract: A driving sound generation device includes: an acquirer that acquires vehicle information; a storage that stores a plurality of sound source data including driving sound source data and masker sound source data for generating a masker sound; a first adjuster that performs a first adjustment of the plurality of sound source data in accordance with the vehicle information; a second adjuster that performs a second adjustment of at least one of the plurality of sound source data after the first adjustment when the determiner determines that a change amount is smaller than or equal to a predetermined change amount; and a synthesizer that mixes the plurality of sound source data after the second adjustment to generate a driving sound to be output into a cabin of the vehicle; and an outputter that outputs, to the cabin of the vehicle, the driving sound generated.

Abstract: Described are a system, method, and computer program product for operating dynamic shadow testing environments for machine-learning models. The method includes storing a testing policy including an identifier of a machine-learning model and an identifier of a transaction service. The method includes generating a shadow testing environment operating the transaction service using the machine-learning model. The method also includes receiving, at a transaction service provider system, a transaction authorization request including transaction data of a transaction associated with a payment device. The method further includes identifying the machine-learning model associated with the transaction based on a parameter of the transaction data. The method further includes determining, based on the identifier of the machine-learning model, the testing policy and the shadow testing environment.

Abstract: Systems, apparatuses, and methods related to audio input prioritization are described. Systems may include to one or more sound devices. Audio input may be played on a sound device based on one or more settings applied to the audio input. A setting can be determined based on feedback received by a host. In an example, a method for prioritizing audio input may include receiving a plurality of audio inputs each comprising signaling representative of different sounds, and each from a different application, identifying an attribute of each audio input of the plurality of audio inputs, prioritizing each audio input based on the identified attribute of each audio input, and sending each audio input to a sound device to be played based on the prioritization.

Abstract: There is a need to automatically provide one or more electronic documents to the user. In one example, embodiments comprise, generating a facility visit data object for a user describing one or more facility attributes for one or more facilities associated with a potential visit from the user. One or more electronic documents may be determined to be retrieved based at least in part on the facility visit data object. One or more user interaction electronic document data objects may be generated to enable interaction between the user and the one or more electronic document data objects. One or more modified user interaction electronic document data objects may be received and may be provided to one or more facility computing entities in response to one or more trigger events.

Abstract: A method for predicting one or more events includes generating, for features of each of at least two feature types, an intermediate representation using a representation learning model for the at least two feature types. The intermediate representations of the at least two feature types are analyzed using a neural network and at least one neural network model so as to provide a joint representation for predicting certain events. One or more actions to be taken can be determined based on the one or more events predicted by the joint representation.

Abstract: A method for gesture-based multi-factor authentication includes mapping a gesture password to a first substitution string, generating a cryptographic key using the first substitution string as an input to a password authenticated key exchange protocol, encrypting a challenge response with the cryptographic key to generate an encrypted challenge response, and transmitting, to a relying party computing system, a first authentication message comprising the encrypted challenge response and a user identifier identifying a user.

Abstract: A muffling device includes an acquisition circuit, configured to obtain reference sound wave information of a user. The muffling device includes a modulation circuit, configured to analyze an acoustic wave characteristic of the reference sound wave information to obtain a characteristic parameter of the reference sound wave information. The muffling device includes a muffling circuit, configured to generate compensated sound wave information according to the characteristic parameter of the reference sound wave information. The muffling device includes a correction circuit, configured to compare muffed sound wave information superimposed by the compensated sound wave information and the reference sound wave information with the reference sound wave information, and feed back a comparison result to the muffling circuit. The muffling circuit can adjust the compensated sound wave information according to a fed back comparison result.

Abstract: In accordance with a security policy regarding a setting value of an information processing apparatus, restriction information indicating whether to restrict modification of the setting value of information processing apparatus stored in a first storage unit is generated and stored in a second storage unit different to the first storage unit. Based on the restriction information stored in the second storage unit, modification of the setting value of the information processing apparatus is restricted.

Abstract: A high-performance distributed ledger and transaction computing network fabric over which large numbers of transactions (involving the transformation, conversion or transfer of information or value) are processed concurrently in a scalable, reliable, secure and efficient manner. In one embodiment, the computing network fabric or “core” is configured to support a distributed blockchain network that organizes data in a manner that allows communication, processing and storage of blocks of the chain to be performed concurrently, with little synchronization, at very high performance and low latency, even when the transactions themselves originate from distant sources. This data organization relies on segmenting a transaction space within autonomous but cooperating computing nodes that are configured as a processing mesh. Each computing node typically is functionally-equivalent to all other nodes in the core.

Abstract: A computing device for risk-based analysis of a payment card transaction is provided herein. The computing device includes a processor communicatively coupled to a memory. The computing device is programmed to receive a request for authentication of the payment card transaction. The payment card transaction includes a suspect consumer presenting a payment card from a digital wallet of a privileged cardholder. The computing device is also programmed to identify fraud feature data from the digital wallet. The computing device is further programmed to compute a fraud score for the payment card transaction based at least in part on the fraud feature data. The computing device is still further programmed to provide the fraud score for use during authentication of the suspect consumer.

Abstract: This application discloses a method, an apparatus, and a device for scheduling virtual objects in a virtual environment, which relate to artificial intelligence (AI), and belong to the field of computer technologies. The method includes: obtaining frame data generated by an application program associated with the virtual environment; performing feature extraction on the frame data to obtain a state feature of a target virtual object; performing deduction on the state feature of the target virtual object according to N scheduling policies; invoking a value network prediction model to process the N subsequent state features, to obtain expected returns of executing N scheduling policies; and controlling the target virtual object to execute a scheduling policy having a highest expected return.

Abstract: Systems and methods enabling network-based work machine software optimization may be carried-out by a server end in communication with a plurality of work machines over a network. In embodiments, the method includes: (i) storing a software solution database containing a plurality of software solutions corresponding to different work machine task profiles; (ii) receiving, at the server end, a software solution request containing task-specific data from a first work machine in the plurality of work machines; and (iii) searching the software solution database for an optimal-fit software solution corresponding to the task-specific data. If locating an optimal-fit software solution, the server end (iv) avails the first work machine of the optimal-fit software solution via the network. If not locating an optimal-fit software solution within the software solution database, the server end (v) transmits a corresponding message over the network and to the first work machine.

Abstract: A method includes accessing a web-based property over a network; storing a plurality of images or videos from the web-based property and associations between the plurality of images or videos and a target audience identifier responsive to the web-based property having a stored association with the target audience identifier; retrieving the plurality of images or videos from the database responsive to each of the plurality of images or videos having stored associations with the target audience identifier; executing a neural network to generate a performance score for each of the plurality of images or videos; calculating a target audience benchmark; executing the neural network to generate a first performance score for a first image or video and a second performance score for a second image or video; comparing the first performance score and the second performance score to the benchmark; and generating a record identifying the first image or video.

Abstract: Systems, methods, and computer-readable media for conducting a transaction using an electronic device with a non-native credential are provided. In one embodiment, a client electronic device in a system including a credential subsystem, a processing subsystem, and a host electronic device may include an online communications component and a processor that accesses, from the processing subsystem, potential transaction data indicative of a transaction, communicates, to the host electronic device using the online communications component, credential request data based on the potential transaction data, receives, from the host electronic device using the online communications component, host credential data based on the credential request data, and communicates, to the processing subsystem, the host credential data, wherein the host credential data is operative to access funds or other suitable enabling elements from the credential subsystem for funding at least a portion of the transaction.

Abstract: Aspects of the present disclosure provide methods, apparatuses, and systems for a personalized wake-up system. A sleep assistance device outputs a sound. In response to detecting a sound that exhibits one or more predetermined sound properties, actions are taken to adjusting the sound in an effort to wake the subject. Examples of predetermined sound properties include any sound detected over a threshold decibel level, sounds detected at a certain frequency spectrum. According to aspects, subject may further configure the system to alert the subject based on a set of personalized sounds the subjects considers to be important. According to aspects, the audio device or system is configured to determine the subject is awake based on collected biosignal parameters. The audio device or system takes further actions to disrupt the subject's sleep until the subject is determined to be awake.