Discriminative hidden kalman filters for classification of streaming sensor data in condition monitoring
US-2015142384-A1 · May 21, 2015 · US
US12572136B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-12572136-B2 |
| Application number | US-202318204239-A |
| Country | US |
| Kind code | B2 |
| Filing date | May 31, 2023 |
| Priority date | May 9, 2016 |
| Publication date | Mar 10, 2026 |
| Grant date | Mar 10, 2026 |
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Monitoring systems and methods for providing haptic stimulation reflective alarm conditions are described. A data acquisition circuit interprets a plurality of detection values received from a plurality of sensors operatively coupled to an industrial environment. In response to at least one of the detection values, an analysis response circuit determines an alarm condition. A haptic device provides a haptic stimulation to a user in response to the alarm condition, where the form of the haptic stimulation varies based on a type of physical effect in the industrial environment.
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What is claimed is: 1 . A system for monitoring an industrial environment, the system comprising: a haptic device structured to provide at least one of multiple types of haptic stimulation to a user, wherein the haptic device is capable of delivering at least two of the multiple types of haptic stimulation to the user and wherein the multiple types of haptic stimulation are selected from a vibrational stimulation, a thermal stimulation, an electrical stimulation, a tactile simulation, a force stimulation, an odor stimulation, a motion stimulation, and an audible stimulation; and a non-transitory computer-readable storage medium storing computer executable instructions that, when executed, cause at least one processor to perform actions comprising: interpreting a plurality of detection values received from a plurality of sensors operatively coupled to the industrial environment; detecting an alarm condition in response to at least one of the interpreted plurality of detection values; determining a type of physical effect in the industrial environment indicated by the alarm condition and at least one of the interpreted plurality of detection values; selecting the at least one of the multiple types of haptic stimulation to be delivered to the user based on a similarity between the determined type of physical effect and the selected at least one of the multiple types of haptic stimulation; and instructing the haptic device to provide the selected at least one of the multiple types of haptic stimulation to the user in response to the alarm condition, wherein the selected at least one of the multiple types of haptic stimulation varies at least one of: a timing of the haptic stimulation, an intensity level of the haptic stimulation, or a duration of the haptic stimulation, based on at least one of: an intensity of, or a variation in, the physical effect in the industrial environment as indicated by the alarm condition and the at least one of the interpreted plurality of detection values. 2 . The monitoring system of claim 1 , wherein, in response to the determined type of physical effect involving overheating, the haptic device is instructed to provide the thermal stimulation to the user, and wherein, in response to the determined type of physical effect involving vibration, the haptic device is instructed to provide vibration stimulation to the user. 3 . The monitoring system of claim 1 , wherein in response to the determined type of physical effect in the industrial environment including a vibration physical effect, the type of haptic stimulation includes vibration based on a vibration profile that is analogous to the vibration physical effect, and the vibration profile including a peak amplitude of the vibration physical effect. 4 . The monitoring system of claim 1 , wherein: the type of physical effect in the industrial environment includes a physical effect on a machine in the industrial environment that results from a control of the machine. 5 . The monitoring system of claim 1 , wherein the industrial environment is at least one of: a downstream oil and gas environment, or a mining environment. 6 . The monitoring system of claim 1 , wherein the haptic device is wearable by the user. 7 . The monitoring system of claim 1 , wherein the plurality of sensors used to collect the plurality of detection values includes at least one of: a roller bearing sensor, a deformation sensor, a camera, an ultraviolet sensor, an audio sensor, a vibration sensor, an optical vibration sensor, rotation sensor, a temperature sensor, a thermometer, a thermistor, a thermocouple, a thermal imager, an infrared sensor, a position sensor, laser a displacement meter, a load sensor, an axial load sensor, an accelerometer, a speed sensor, a rotational sensor, an ammeter, a voltmeter, a flux meter, an electric field detector, a knock sensor, a drive shaft sensor, an angular accelerometer, a transverse vibration sensor, a torsional vibration sensor, a critical speed vibration sensor, or a frequency sensor. 8 . A system for monitoring an industrial environment, the system comprising: a data acquisition circuit structured to interpret a plurality of detection values received from a plurality of sensors operatively coupled to the industrial environment; an analysis response circuit structured to: determine an alarm condition in response to at least one of the interpreted plurality of detection values; determine a type of physical effect in the industrial environment indicated by the alarm condition and at least one of the interpreted plurality of detection values; and select at least one of multiple types of haptic stimulation to be delivered to a user based the determined type of physical effect; and a haptic device capable of delivering at least two of the multiple types of haptic stimulation to the user, wherein the multiple types of haptic stimulation are selected from a vibrational stimulation, a thermal stimulation, an electrical stimulation, a tactile simulation, a force stimulation, an odor stimulation, a motion stimulation, an audible stimulation, and a buzzing stimulation, wherein the haptic device is structured to provide the selected at least one of the multiple types of haptic stimulation to the user in response to the alarm condition, and wherein the selected haptic stimulation varies at least one of: a timing of the haptic stimulation, an intensity level of the haptic stimulation, or a duration of the haptic stimulation, based on at least one of an intensity of or a variation in the determined type of physical effect in the industrial environment as indicated by the alarm condition and at least one of the interpreted detection values. 9 . The monitoring system of claim 8 , wherein the industrial environment is at least one of: a downstream oil and gas environment, or a mining environment. 10 . The monitoring system of claim 8 , wherein the haptic device is wearable by the user. 11 . The monitoring system of claim 8 , further comprising a neural network, wherein the alarm condition indicates a fault in the industrial environment, and the fault is predicted by the neural network. 12 . The monitoring system of claim 8 , wherein the multiple types of haptic stimulation include vibration and heat in response to respective physical effects detected by vibration and thermal data. 13 . The monitoring system of claim 8 , wherein the haptic device provides vibration stimulation as the type of haptic stimulation when the alarm condition is based on a detected vibration in the industrial environment. 14 . The monitoring system of claim 13 , wherein the vibration stimulation is based on a vibration profile that is analogous to the detected vibration in the industrial environment and includes a peak amplitude of vibration in the industrial environment. 15 . The monitoring system of claim 8 , wherein the haptic stimulation is responsive to control by the user of a machine in the industrial environment, and wherein the haptic stimulation indicates the physical effect on the machine as a result of the control by the user of the machine. 16 . The monitoring system of claim 8 , further comprising: the plurality of sensors, wherein the plurality of sensors is operatively coupled to a plurality of components of the industrial environment, respectively. 17 . The monitoring system of claim 8 , wherein the plurality of sensors used to collect the plurality of detection values includes at least one of: a roller bearing sensor, a deformation sensor, a camera, an ultrav
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