Abstract: An acoustic event detection system may employ one or more recurrent neural networks (RNNs) to extract features from audio data, and use the extracted features to determine the presence of an acoustic event. The system may use self-attention to emphasize features extracted from portions of audio data that may include features more useful for detecting acoustic events. The system may perform self-attention in an iterative manner to reduce the amount of memory used to store hidden states of the RNN while processing successive portions of the audio data. The system may process the portions of the audio data using the RNN to generate a hidden state for each portion. The system may calculate an interim embedding for each hidden state. An interim embedding calculated for the last hidden state may be normalized to determine a final embedding representing features extracted from the input data by the RNN.

Abstract: A system may include a first acoustic event detection (AED) component configured to detect a predetermined set of acoustic events, and include a second AED component configured to detect custom acoustic events that a user configures a device to detect. The first and second AED components are configured to perform task-specific processing, and may receive as input the same acoustic feature data corresponding to audio data that potentially represents occurrence of one or more events. Based on processing by the first and second AED components, a device may output data indicating that one or more acoustic events occurred, where the acoustic events may be a predetermined acoustic event and/or a custom acoustic event.

Abstract: A method and system for delivering a mixed slurry for use chemical mechanical polishing operation. A first slurry may be mixed with a second slurry to provide a mixed slurry thereof. A flow rate and a mixing ratio associated with the mixed slurry can be controlled to provide an accurate flow rate control and adjustable mixing ratio thereof. The first slurry and the second slurry may be mixed in-line utilizing an in-line mixing mechanism to provide a mixed slurry thereof. Alternatively, the first and second slurries may be pre-mixed utilizing a pre-mixing mechanism to provide a mixed slurry there.

Abstract: A DMHC (dual mode hybrid control) system and method which facilitates enhanced control in the delivery of polishing slurry to a CMP (chemical mechanical polishing) apparatus. The DMHC comprises a linear table and a PID (proportional integrated differential) controller operably connected to a slurry pump provided in a slurry flow conduit which delivers the polishing slurry to the CMP apparatus. A bubble trap and a flowmeter provided in the slurry flow conduit downstream of the slurry pump are operably connected to the PID controller, and the CMP apparatus is located downstream of the flowmeter.

Abstract: A method and system for monitoring the quality of a slurry utilized in a chemical mechanical polishing operation. A slurry is generally delivered through a tubular path during a chemical mechanical polishing operation. A laser light is generally transmitted from a laser light source, such that the laser light comes into contact with the slurry during the chemical mechanical polishing operation. The laser light can then be detected, after the laser light comes into contact with the slurry to thereby monitor the quality of the slurry utilized during the chemical mechanical polishing operation. The laser light that comes into contact with the slurry can be also be utilized to monitor a mixing ratio associated with the slurry.

Abstract: A system for controlling and monitoring a rate of flow of a fluid, such as a CMP slurry, comprising a pump for pumping the slurry; a flow meter for monitoring the rate of flow of the slurry; and a controller operably connected to the flow meter and the pump. The controller receives signals from the flow meter indicating the rate of flow of the slurry and controls the operational speed of the pump responsive to the flow meter signals. A degasser equipped with a level sensor may be further provided in the system for removing gas bubbles from the slurry.

Abstract: A method and system for monitoring the quality of a slurry utilized in a chemical mechanical polishing operation. A slurry is generally delivered through a tubular path during a chemical mechanical polishing operation. A laser light is generally transmitted from a laser light source, such that the laser light comes into contact with the slurry during the chemical mechanical polishing operation. The laser light can then be detected, after the laser light comes into contact with the slurry to thereby monitor the quality of the slurry utilized during the chemical mechanical polishing operation. The laser light that comes into contact with the slurry can be also be utilized to monitor a mixing ratio associated with the slurry.

Abstract: A method and system for monitoring the quality of a slurry utilized in a chemical mechanical polishing operation. A slurry is generally delivered through a tubular path during a chemical mechanical polishing operation. A laser light is generally transmitted from a laser light source, such that the laser light comes into contact with the slurry during the chemical mechanical polishing operation. The laser light can then be detected, after the laser light comes into contact with the slurry to thereby monitor the quality of the slurry utilized during the chemical mechanical polishing operation. The laser light that comes into contact with the slurry can be also be utilized to monitor a mixing ratio associated with the slurry.

Abstract: A system for controlling and monitoring a rate of flow of a fluid, such as a CMP slurry, comprising a pump for pumping the slurry; a flow meter for monitoring the rate of flow of the slurry; and a controller operably connected to the flow meter and the pump. The controller receives signals from the flow meter indicating the rate of flow of the slurry and controls the operational speed of the pump responsive to the flow meter signals. A degasser equipped with a level sensor may be further provided in the system for removing gas bubbles from the slurry.

Abstract: A DMHC (dual mode hybrid control) system and method which facilitates enhanced control in the delivery of polishing slurry to a CMP (chemical mechanical polishing) apparatus. The DMHC comprises a linear table and a PID (proportional integrated differential) controller operably connected to a slurry pump provided in a slurry flow conduit which delivers the polishing slurry to the CMP apparatus. A bubble trap and a flowmeter provided in the slurry flow conduit downstream of the slurry pump are operably connected to the PID controller, and the CMP apparatus is located downstream of the flowmeter.

Abstract: A method and system for monitoring the quality of a slurry utilized in a chemical mechanical polishing operation. A slurry is generally delivered through a tubular path during a chemical mechanical polishing operation. A laser light is generally transmitted from a laser light source, such that the laser light comes into contact with the slurry during the chemical mechanical polishing operation. The laser light can then be detected, after the laser light comes into contact with the slurry to thereby monitor the quality of the slurry utilized during the chemical mechanical polishing operation. The laser light that comes into contact with the slurry can be also be utilized to monitor a mixing ratio associated with the slurry.

Abstract: A method for preventing deposition of abrasive particles included in a surfactant containing slurry along flow pathways in a chemical mechanical polishing (CMP) slurry delivery system including providing a CMP delivery system having one or more flow pathways for delivering a surfactant containing slurry to at least one polishing station the surfactant containing slurry including abrasive particles; providing at least a fluid contact portion of the one or more flow pathways including at least flow pathway feed lines with a dipole inactive material for contacting the surfactant containing slurry; and, controllably delivering the surfactant containing slurry along the flow pathway feed lines to the at least one polishing station to perform a CMP process.