Abstract: Methods and systems for training a model include determining class prototypes of time series samples from a training dataset. A task corresponding to the time series samples is encoded using the class prototypes and a task-level configuration. A likelihood value is determined based on outputs of a time series density model, a task-class distance from a task embedding model, and a task density model. Parameters of the time series density model, the task embedding model, and the task density model are adjusted responsive to the likelihood value.

Abstract: The present invention relates to a method of determining petroleum hydrocarbon fractions (Cn) in a sample, the method including: inputting the sample into a chamber; emitting infrared light from an optical light source into the chamber with the sample; detecting at a detector a detected infrared light from the chamber; transforming the detected infrared light to a Fourier Transform Infrared (FTIR) spectrum of the sample at a processor, wherein the FTIR spectrum has wavenumbers between 4000 and 400 cm?1; processing the FTIR spectrum to identify sub-bands each having at least one doublet of sub-band peaks at respective wavenumbers in a second derivative curve of the FTIR spectrum using a second derivation algorithm implemented by the processor; comparing the at least one doublet of sub-band peaks to data indicative of known doublets of sub-band peaks at known wavenumbers for petroleum hydrocarbon fractions in the FTIR spectrum to classify the petroleum hydrocarbon fractions in the sample; and determining a domi

Abstract: A method of exposing a wafer to a high-tilt angle ion beam and an apparatus for performing the same are disclosed. In an embodiment, a method includes forming a patterned mask layer over a wafer, the patterned mask layer including a patterned mask feature; exposing the wafer to an ion beam, a surface of the wafer being tilted at a tilt angle with respect to the ion beam; and moving the wafer along a scan line with respect to the ion beam, a scan angle being defined between the scan line and an axis perpendicular to an axis of the ion beam, a difference between the tilt angle and the scan angle being less than 50°.

Abstract: The present disclosure relates to automatic user adaptive triggering, such as triggering of always-on vision. A camera may be activated based on a result of applying a set of sensor features to a logic model. A label for the set of sensor features may be determined based on whether a face is detected or a face is not detected in a first set of images captured by the camera. The labeled sensor data may be stored along with historical data. A user behavior model may be generated using a learning algorithm based on the labeled sensor data. The user model may be incrementally updated based on new training data. The user behavior model may be used for determining whether to the activate the camera based on a particular set of sensor features.

Abstract: A semiconductor may include an active region, an epitaxial source/drain formed in and extending above the active region, and a first dielectric layer formed over a portion of the active region. The semiconductor may include a first metal gate and a second metal gate formed in the first dielectric layer, a second dielectric layer formed over the first dielectric layer and the second metal gate, and a titanium layer, without an intervening fluorine residual layer, formed on the metal gate and the epitaxial source/drain. The semiconductor may include a first metal layer formed on top of the titanium on the first metal gate, a second metal layer formed on top of the titanium layer on the epitaxial source/drain, and a third dielectric layer formed on the second dielectric layer. The semiconductor may include first and second vias formed in the third dielectric layer.

Abstract: A semiconductor device with different configurations of gate structures and a method of fabricating the same are disclosed. The method includes forming a fin structure on a substrate, forming a gate opening on the fin structure, forming a metallic oxide layer within the gate opening, forming a first dielectric layer on the metallic oxide layer, forming a second dielectric layer on the first dielectric layer, forming a work function metal (WFM) layer on the second dielectric layer, and forming a gate metal fill layer on the WFM layer. The forming the first dielectric layer includes depositing an oxide material with an oxygen areal density less than an oxygen areal density of the metallic oxide layer.

Abstract: A semiconductor device includes parallel channel members, a gate structure, source/drain features, a silicide layer, and a source/drain contact. The parallel channel members are spaced apart from one another. The gate structure is wrapping around the channel members. The source/drain features are disposed besides the channel members and at opposite sides of the gate structure. The silicide layer is disposed on and in direct contact with the source/drain features. The source/drain contact is disposed on the silicide layer, wherein the source/drain contact includes a first source/drain contact and a second source/drain contact stacked on the first source/drain contact, and the second source/drain contact is separate from the silicide layer by the first source/drain contact.

Abstract: A semiconductor device and the manufacturing method thereof are described. The device includes semiconductor channel sheets, source and drain regions and a gate structure. The semiconductor channel sheets are arranged in parallel and spaced apart from one another. The source and drain regions are disposed beside the semiconductor channel sheets. The gate structure is disposed around and surrounding the semiconductor channel sheets. The silicide layer is disposed on the source region or the drain region. A contact structure is disposed on the silicide layer on the source region or the drain region. The contact structure includes a metal contact and a liner, and the silicide layer is in contact with the metal contact, and the liner is separate from the silicide layer by the metal contact.

Abstract: A method for manufacturing a semiconductor device includes: depositing metal sputtered from a metal target on a semiconductor structure having a recess, so as to fill the recess; and oxidizing the metal on the semiconductor structure to turn the metal into dielectric.

Abstract: The structure of a semiconductor device with different gate structures configured to provide ultra-low threshold voltages and a method of fabricating the semiconductor device are disclosed. The semiconductor device includes first and second nanostructured channel regions in first and second nanostructured layers, respectively, and first and second gate-all-around (GAA) structures surrounding the first and second nanostructured channel regions, respectively. The first GAA structure includes an Al-based gate stack with a first gate dielectric layer, an Al-based n-type work function metal layer, a first metal capping layer, and a first gate metal fill layer. The second GAA structure includes an Al-free gate stack with a second gate dielectric layer, an Al-free p-type work function metal layer, a metal growth inhibition layer, a second metal capping layer, and a second gate metal fill layer.

Abstract: A method of manufacturing a semiconductor device is provided. A substrate is provided. The substrate has a first region and a second region. An n-type work function layer is formed over the substrate in the first region but not in the second region. A p-type work function layer is formed over the n-type work function layer in the first region, and over the substrate in the second region. The p-type work function layer directly contacts the substrate in the second region. And the p-type work function layer includes a metal oxide.

Abstract: A semiconductor structure includes a first fin structure and a second fin structure, a first dielectric layer disposed over the first fin structure, a second dielectric layer disposed over the second fin structure, a first gate electrode disposed over the first dielectric layer, and a second gate electrode disposed over the second dielectric layer. A thickness of the first dielectric layer and a thickness of the second dielectric layer are equal. The second fin structure includes an outer region and an inner region, and a Ge concentration in the outer portion is less than Ge concentration in the inner portion.

Abstract: A semiconductor device includes a first substrate and a first device layer. The first device layer is disposed on the first substrate and includes a first region and a second region of the first device layer. The first device layer includes at least one first device and a sensor aside the at least one first device. The sensor includes a first resistor with a first non-linear temperature resistance curve and a second resistor with a second non-linear temperature resistance curve. A temperature of the sensor is linearly related to a difference between a first resistance of the first resistor at the temperature and a second resistance of the second resistor at the temperature.

Abstract: A semiconductor device includes a semiconductor substrate, an interfacial layer formed on the semiconductor substrate, a high-k dielectric layer formed on the interfacial layer, and a conductive gate electrode layer formed on the high-k dielectric layer. At least one of the high-k dielectric layer and the interfacial layer is doped with: a first dopant species, a second dopant species, and a third dopant species. The first dopant species and the second dopant species form a plurality of first dipole elements having a first polarity. The third dopant species forms a plurality of second dipole elements having a second polarity, and the first and second polarities are opposite.

Abstract: An interconnect structure is disposed over a semiconductor substrate. The interconnect structure includes a plurality of interconnect layers. A first thin-film transistor (TFT) and a second TFT disposed over the semiconductor substrate. The first TFT and the second TFT each vertically extend through at least a subset of the interconnect layers. An opening is formed in the interconnect structure. The opening is disposed between the first TFT and the second TFT. A sensing film is disposed over a bottom surface and side surfaces of the opening.

Abstract: Some implementations described herein provide a semiconductor device and methods of formation. The semiconductor device includes a transistor structure that is electrically connected to a metal layer. Described techniques include forming an interconnect structure that electrically connects the metal layer to a backside power rail structure. The techniques include forming a first portion of the interconnect structure using a layer of silicon germanium as an etch stop and, after removal of the layer of the silicon germanium, forming a second portion of the interconnect structure.

Abstract: Doping a liner of a trench isolation structure with fluorine reduces dark current from a photodiode. For example, the fluorine may be added to a passivation layer surrounding a backside deep trench isolation structure. As a result, sensitivity of the photodiode is increased. Additionally, breakdown voltage of the photodiode is increased, and a quantity of white pixels in a pixel array including the photodiode are reduced.

Abstract: Doping a liner of a trench isolation structure with zinc and/or gallium reduces dark current from a photodiode. For example, the zinc and/or gallium may be deposited on a temporary oxide layer and driven into a high-k layer surrounding a deep trench isolation structure and an interface between the high-k layer and surrounding silicon. In another example, the zinc and/or gallium may be deposited on an oxide layer between the high-k layer and surrounding silicon. As a result, sensitivity of the photodiode is increased. Additionally, breakdown voltage of the photodiode is increased, and a quantity of white pixels in a pixel array including the photodiode are reduced.

Abstract: A method is provided for forming a memory device on a backside portion of a wafer substrate. In one step, a circuit device is formed on a frontside portion of the wafer substrate. In one step, the wafer substrate is etched to form a substrate indentation that exposes a portion of a circuit device. In one step, a memory device is formed, at least in part, in the substrate indentation.

Abstract: A semiconductor device includes a channel layer, an interfacial layer, a gate dielectric layer, a gate electrode, dipole elements, and additional elements. The interfacial layer is disposed on the channel layer, and includes an insulating material. The gate dielectric layer is disposed over the interfacial layer such that the channel layer is separated from the gate dielectric layer by the interfacial layer. The gate electrode is disposed on the gate dielectric layer. The dipole elements are present in at least one of the interfacial layer and the gate dielectric layer in a predetermined amount such that the semiconductor device has a predetermined threshold voltage. The additional elements are located at a region where the dipole elements are present so as to reduce interfacial defects caused by the dipole elements. The additional elements are different from the dipole elements. Methods for manufacturing the semiconductor device are also disclosed.