A monitoring apparatus is disclosed herein. In various aspects, the monitoring apparatus includes a probe comprising a sensor to detect a condition within a water body, the sensor produces sensor data indicative of the condition within the water body. The probe includes a sound generator to propagates sound waves within the water body that communicate the sensor data from the probe, in various aspects. The monitoring apparatus includes an interface that is submersible within the water body, and the interface receives the sound waves from the sound generator, in various aspects. In various aspects, the interface is mechanically connected with the submersible probe when deployed for traversal of the interface together with the submersible probe about the water body. The mechanical connection between the probe and the interface may orient the probe with respect to the interface to direct the sound waves from the probe to the interface.

A cuvette for treating and characterizing water via ultrasonic waves and optical measurements comprises at least one ultrasonic transducer for treating said water by introducing at least one ultrasonic pulse into the water. The at least one ultrasonic pulse either varies parameters of the water, and/or moves and repositions particles within the water. The cuvette further comprises a spectrometry device for measuring spectral components of light and at least one light source for irradiating the water with irradiation light. The at least one of the parameters of the water is determined via: (a) measuring the spectral components of light prior to treating the water with said at least one ultrasonic transducer, (b) treating the water with said at least one ultrasonic transducer, (c) remeasuring the spectral components of light to get the difference in said spectral components of light, and (d) determining the value of the at least one parameter of the water based on the difference in said spectral components of light.

A measuring apparatus includes a determining unit configured to determine propagation paths through which acoustic waves propagate. The acoustic waves are transmitted from one or more transmitters, pass through a predetermined region and are received by one or more receivers. The measuring apparatus includes a controlling unit configured to control the transmitters such that acoustic waves are transmitted and propagate through the propagation paths determined by the determining unit. The measuring apparatus includes an identifying unit configured to identify each of propagation times required for each of the acoustic waves transmitted in response to the control by the controlling unit to propagate each of the propagation paths. The measuring apparatus includes a measuring unit configured to measure an air characteristic of the predetermined region based on the propagation times identified by the identifying unit and length of the propagation paths.

A measuring apparatus includes a determining unit configured to determine propagation paths through which acoustic waves propagate. The acoustic waves are transmitted from one or more transmitters, pass through a predetermined region and are received by one or more receivers. The measuring apparatus includes a controlling unit configured to control the transmitters such that acoustic waves are transmitted and propagate through the propagation paths determined by the determining unit. The measuring apparatus includes an identifying unit configured to identify each of propagation times required for each of the acoustic waves transmitted in response to the control by the controlling unit to propagate each of the propagation paths. The measuring apparatus includes a measuring unit configured to measure an air characteristic of the predetermined region based on the propagation times identified by the identifying unit and length of the propagation paths.

Temperature measurement is an important part of many potential applications in process industry. Conventional temperature measurement methods require manual intervention for process monitoring and fail to provide accurate and precise measurement of temperature of an enclosed mixed fluid chamber. The present disclosure provides artificial intelligence based temperature measurement in mixed fluid chamber. A plurality of inputs pertaining to the mixed fluid chamber are received to build a fluid based model. The fluid based model is used to generate one or more fluid parameters. The one or more fluid parameters are used along with a ground truth temperature data and the received plurality of inputs for training an artificial intelligence (AI) based model. However, the AI based model is trained with and without knowledge of fluid flow. The trained AI based model is further used to accurately estimate temperature of the mixed fluid chamber for a plurality of test input data.

Temperature measurement is an important part of many potential applications in process industry. Conventional temperature measurement methods require manual intervention for process monitoring and fail to provide accurate and precise measurement of temperature of an enclosed mixed fluid chamber. The present disclosure provides artificial intelligence based temperature measurement in mixed fluid chamber. A plurality of inputs pertaining to the mixed fluid chamber are received to build a fluid based model. The fluid based model is used to generate one or more fluid parameters. The one or more fluid parameters are used along with a ground truth temperature data and the received plurality of inputs for training an artificial intelligence (AI) based model. However, the AI based model is trained with and without knowledge of fluid flow. The trained AI based model is further used to accurately estimate temperature of the mixed fluid chamber for a plurality of test input data.

Provided are embodiments for a system including an adaptive controller, wherein the system includes a hydraulic actuator including a fluid medium, and a sensor that is disposed on the hydraulic actuator, wherein the sensor is configured to obtain sensor data of the actuator. The system also includes a processor configured to calculate an ultrasonic velocity in the fluid medium using the sensor data, wherein the processor is further configured to determine a temperature of the fluid medium based at least in part on the calculated velocity, and a controller coupled to the actuator, wherein the controller is configured to control the actuator based at least in part on the calculated velocity and determined temperature. Also provided are embodiments for a method for operating the adaptive controller.

A non-invasive temperature measurement system comprises an ultrasound transducer configured to emit an ultrasound stimulus pulse toward a product package. An ultrasound receiver is configured to generate a reflected ultrasound waveform from electrical signals that represent physical characteristics of a plurality of reflected ultrasound pulses from a plurality of surfaces of the product package. A first reflected ultrasound pulse is from a first side of the product package closest to the transducer and a second reflected ultrasound pulse is from a second side of product package farthest from the transducer. A signal processor processes the reflected ultrasound waveform to determine a time lag between the first reflected ultrasound pulse and the second reflected ultrasound pulse. The time lag is then correlated to a temperature of a product in the product package. The ultrasound stimulus pulse does not induce nucleation of ice in a supercooled fluid.

A non-invasive temperature measurement system comprises an ultrasound transducer configured to emit an ultrasound stimulus pulse toward a product package. An ultrasound receiver is configured to generate a reflected ultrasound waveform from electrical signals that represent physical characteristics of a plurality of reflected ultrasound pulses from a plurality of surfaces of the product package. A first reflected ultrasound pulse is from a first side of the product package closest to the transducer and a second reflected ultrasound pulse is from a second side of product package farthest from the transducer. A signal processor processes the reflected ultrasound waveform to determine a time lag between the first reflected ultrasound pulse and the second reflected ultrasound pulse. The time lag is then correlated to a temperature of a product in the product package. The ultrasound stimulus pulse does not induce nucleation of ice in a supercooled fluid.

An acoustic air data sensor for an aircraft includes an acoustic transmitter, an acoustic receiver, an acoustic signal generator, timing circuitry, speed of sound determination circuity, and communication circuitry. The acoustic transmitter is located to transmit an acoustic signal through an airflow stagnation chamber that is pneumatically connected to an exterior of the aircraft and configured to receive and stagnate airflow from the exterior of the aircraft. The acoustic receiver is positioned at a distance from the acoustic transmitter to receive the acoustic signal. The pulse generator causes the acoustic transmitter to provide the acoustic signal. The timing circuitry determines a time of flight of the acoustic signal from the acoustic transmitter to the acoustic receiver. The speed of sound determination circuity determines, based on the time of flight and the distance, a speed of sound through air in the stagnation chamber. The communication circuitry outputs the speed of sound.