Disclosed herein, in certain embodiments, are vacuum-based systems, products, devices, and methods for de-odorizing, disinfecting, or cleaning articles such as clothing, shoes, toys, or dishes. A system or device can comprise a vacuum chamber comprising a housing defining an internal space having an internal pressure and an opening; a vacuum lid adapted to engage with the opening of the vacuum chamber; and a vacuum source connected to the vacuum chamber, wherein operation of the vacuum source reduces the internal pressure of the internal space of the vacuum chamber, wherein the lower internal pressure enhances the vaporization and removal of odors located on one or more articles disposed within the vacuum chamber.

Disclosed herein is a laundry treatment apparatus including a cabinet including an upper cover, a first side cover and a second side cover, a cover through hole formed through the upper cover, and an outlet formed in a front surface of the cabinet, a drawer including a drawer body, and a drawer panel fixed to the drawer body, a tub arranged in the drawer body, a drum rotatably arranged inside the tub, an operation part having one end rotatably fixed to the first side cover and a free end, a contact portion exposed to an outside of the cabinet and configured to move toward an inside of the cabinet and toward the cover through hole, a converter configured to move the free end, and a position sensor configured to sense a position of the free end when the outlet is closed to sense closure of the outlet.

A method for preventing an oversuds condition in a washing machine appliance includes a tub and a basket rotatably mounted within the tub. The basket defines a chamber for receipt of articles for washing. The method includes obtaining, via a controller, one or more detergent parameters from one or more previous wash cycles of the washing machine appliance. Further, the method includes analyzing, via the controller, the one or more detergent parameters to predict an amount of suds that will be generated in a future wash cycle of the washing machine appliance. Moreover, the method includes automatically adjusting, via the controller, at least one operating parameter for the future wash cycle based on the predicted amount of suds to prevent the amount of suds from exceeding a suds threshold.

A dryer appliance includes a microphone for monitoring sound generated during operation of the dryer appliance and a controller is operably coupled to the microphone. The controller is configured for obtaining a sound signal generated during operation of the dryer appliance and converting the sound signal into a spectrogram that represents a sound frequency and a sound amplitude over time. An artificial intelligence image recognition process is used to analyze the spectrogram to identify one or more sound signatures that are associated with particular operating conditions, and operation of the dryer appliance is adjusted based at least in part on the identification of the sound signature.

The present disclosure relates in particular to a device comprising a flushing device (10) and a sensor device (20), wherein the flushing device (10) is designed to receive or contain a cleaning agent, and wherein the flushing device (10) and the sensor device (20) are or can be integrated into a cleaning device (1). According to the present disclosure, the sensor device (20) is designed to determine a quantity information that is representative of the amount of cleaning agent filled into the flushing device (10).

Disclosed is an artificial intelligence (AI)-based self-control air conditioner. The AI-based self-control air conditioner includes a communication unit configured to receive an image including member data for identifying the member from an image acquisition apparatus corresponding to a group including at least one member, and a processor configured to recognize the member data from the received image, to acquire operation data including an operation condition of an air conditioner, which is desired by the member, based on the recognized data, to store member information including the member data and the operation data in a database, and to acquire and analyze the operation condition of the air conditioner, which is desired by the member, with respect to at least one member from a plurality of pieces of member information corresponding to the group stored in the database, wherein the air conditioner is autonomously driven according to control of the processor. Accordingly, the air conditioner learns members itself and controls an operation in an optimum state to reduce power consumption and is driven according to an operation condition set for each member to enhance personal convenience of the member.

A microwave oven system, which includes: a microwave oven having a controllable power setting; a thermal camera at the microwave oven and which provides temperature data of one or more cooking items in the microwave oven; an optical camera at the microwave oven and which provides optical data of the one or more cooking items in the microwave oven; and a controller. A processor is configured to: receive the optical data, identify using a machine learning model, the one or more cooking items and their quantities at the microwave using the received optical data of the optical camera, access a recipe data bank, determine, using the recipe data bank, one or more steps for cooking of the one or more cooking items in the microwave oven.

A laundry treating apparatus includes a tub configured to hold wash water, a drum rotatably supported in the tub and including a shaft disposed perpendicular with the ground, and a sub-drum detachably mounted to an inner circumferential surface of the drum and configured to wash laundry independently from the drum. An information tag is disposed in the sub-drum, the tag containing information about the laundry. A reading unit is configured to acquire the information about the laundry from the information tag. A control unit is configured to determine a washing course to be performed in the sub-drum based on the information acquired by the reading unit.

A washing machine includes an operation manipulation interface configured to control starting or stopping of an operation of the washing machine by a touch input of a user and provided as one button or a touch panel, an operation manipulation interface configured to recognize speech of the user using a speech recognition system and control components related to the operation of the washing machine based on the recognized speech of the user, an indicator including a character indicator configured to indicate a washing operation, a rinsing operation, and a spin-drying operation, respectively, and a graph indicator configured to indicate a running time or remaining time of the operation of the washing machine, and a power control configured to turn the power of the washing machine on or off by a touch input of the user.

An apparatus is disclosed for treating laundry, including a cabinet having a top surface providing a space for seating an object therein, a front surface provided with a first perforated hole and a second perforated hole and a top surface perforated hole configured to perforating the top surface, a drawer drawable from the cabinet through the first perforated hole, a drum rotatably provided within the drawer to provide a space for storing the laundry therein, a slide exposed to the front surface of the cabinet through the second perforated hole to maintain a state that the drawer is drawn from the cabinet in a preset reference distance, and a transfer part exposed to the top surface of the cabinet through the top surface perforated hole so as to move the slide into the cabinet if an object is seated on the top surface.