Abstract: A spectrum analyzing method and a gingivitis evaluating device are provided. The spectrum analyzing method includes steps as follows. A diffuse reflection signal of a gingiva is calculated, and a gingiva spectrum is generated. The gingiva spectrum and a plurality of reference gingiva spectra are respectively applied with a time-series similarity calculation, and a plurality of similarity values are generated. The plurality of reference gingiva spectra correspond to various gingival indexes (GI). A minimum similarity value of the plurality of similarity values is obtained. A GI result is output according to the minimum similarity value.

Abstract: A method for enhancing kernel reparameterization of a non-linear machine learning model includes providing a predefined machine learning model, expanding a kernel of the predefined machine learning model with a non-linear network for convolution operation of the predefined machine learning model to generate the non-linear machine learning model, training the non-linear machine learning model, reparameterizing the non-linear network back to a kernel for convolution operation of the non-linear machine learning model to generate a reparameterized machine learning model, and deploying the reparameterized machine learning model to an edge device.

Abstract: A reparameterization method for initializing a machine learning model includes initializing a prefix layer of a first low dimensional layer in the machine learning model and a postfix layer of the first low dimensional layer, inverting the prefix layer to generate an inverse prefix layer of the first low dimensional layer, inverting the postfix layer to generate an inverse postfix layer of the first low dimensional layer, combining the inverse prefix layer, the first low dimensional layer and the inverse postfix layer to form a high dimensional layer, generating parallel operation layers from the high dimensional layer, and assigning initial weights to the parallel operation layers.

Abstract: A method for removing branches from trained deep learning models is provided. The method includes steps (i)-(v). In step (i), a trained model is obtained. The trained model has a branch structure involving one or more original convolutional layers and a shortcut connection. In step (ii), the shortcut connection is removed from the branch structure. In step (iii), a reparameterization model is built by linearly expanding each of the original convolutional layers into a reparameterization block in the reparameterization model. In step (iv), parameters of the reparameterization blocks are optimized by training the reparameterization model. In step (v), each of the optimized reparameterization blocks is transformed into a reparameterized convolutional layer to form a branchless structure that replaces the branch structure in the trained model.

Abstract: In aspects of the disclosure, a method, a system, and a computer-readable medium are provided. The method of building a kernel reparameterization for replacing a convolution-wise operation kernel in training of a neural network comprises selecting one or more blocks from tensor blocks and operations; and connecting the selected one or more blocks with the selected operations to build the kernel reparameterization. The kernel reparameterization has a dimension same as that of the convolution-wise operation kernel.

Abstract: Epitaxial source/drain structures for enhancing performance of multigate devices, such as fin-like field-effect transistors (FETs) or gate-all-around (GAA) FETs, and methods of fabricating the epitaxial source/drain structures, are disclosed herein. An exemplary device includes a dielectric substrate. The device further includes a channel layer, a gate disposed over the channel layer, and an epitaxial source/drain structure disposed adjacent to the channel layer. The channel layer, the gate, and the epitaxial source/drain structure are disposed over the dielectric substrate. The epitaxial source/drain structure includes an inner portion having a first dopant concentration and an outer portion having a second dopant concentration that is less than the first dopant concentration. The inner portion physically contacts the dielectric substrate, and the outer portion is disposed between the inner portion and the channel layer. In some embodiments, the outer portion physically contacts the dielectric substrate.

Abstract: A method for forming a high electron mobility transistor includes the steps of providing a substrate, forming a channel layer, a barrier layer, and a first passivation layer sequentially on the substrate, forming a plurality of trenches through at least a portion of the first passivation layer, forming a second passivation layer on the first passivation layer and covering along sidewalls and bottom surfaces of the trenches, and forming a conductive plate structure on the second passivation layer and filling the trenches.

Abstract: An apparatus for producing silicon carbide crystal is provided and includes a composite structure formed by a plurality of graphite layers and silicon carbide seed crystals, wherein a density or thickness of each layer of graphite is gradually adjusted to reduce a difference of a thermal expansion coefficient and Young's modulus between the graphite layers and silicon carbide. The composite structure can be stabilized on a top portion or an upper cover of a crucible made of graphite, thereby preventing the silicon carbide crystal from falling off.

Abstract: A sputtering target assembly, sputtering apparatus, and method, the target assembly including a backing plate having an aperture formed therein; and a target bonded to a front surface of the backing plate. The aperture is disposed on the backing plate such that a first end of the aperture is sealed by a portion of the target that is predicted by a sputtering target erosion profile to have the highest etching rate during a corresponding sputtering process.

Abstract: A sputtering target assembly, sputtering apparatus, and method, the target assembly including a backing plate having an aperture formed therein; and a target bonded to a front surface of the backing plate. The aperture is disposed on the backing plate such that a first end of the aperture is sealed by a portion of the target that is predicted by a sputtering target erosion profile to have the highest etching rate during a corresponding sputtering process.

Abstract: A sputtering target assembly, sputtering apparatus, and method, the target assembly including a backing plate having an aperture formed therein; and a target bonded to a front surface of the backing plate. The aperture is disposed on the backing plate such that a first end of the aperture is sealed by a portion of the target that is predicted by a sputtering target erosion profile to have the highest etching rate during a corresponding sputtering process.

Abstract: In an embodiment, a system includes: a chamber; and a magnetic assembly contained within the chamber. The magnetic assembly comprises: an inner magnetic portion comprising first magnets; and an outer magnetic portion comprising second magnets. At least two adjacent magnets, of either the first magnets or the second magnets, have different vertical displacements, and the magnetic assembly is configured to rotate around an axis to generate an electromagnetic field that moves ions toward a target region within the chamber.

Abstract: A sputtering target assembly, sputtering apparatus, and method, the target assembly including a backing plate having an aperture formed therein; and a target bonded to a front surface of the backing plate. The aperture is disposed on the backing plate such that a first end of the aperture is sealed by a portion of the target that is predicted by a sputtering target erosion profile to have the highest etching rate during a corresponding sputtering process.

Abstract: A field effect transistor includes a substrate, an epitaxial layer, a remnant-oxide layer, an electrode, a surrounding-oxide layer, a surrounding-nitride layer, a gate oxide layer, a gate, a P-body region, a source region, an interlayer dielectric and a source electrode. The epitaxial layer on the substrate has a trench having a sidewall and a bottom. The electrode inside the trench is coated subsequently by the surrounding-oxide layer, the surrounding-nitride layer and the remnant-oxide layer. The gate formed on the gate oxide layer is separated from the electrode sequentially by the gate oxide layer, the surrounding-nitride layer and the surrounding-oxide layer. The P-body region and the source region, formed at the epitaxial layer, are separated from the gate by the gate oxide layer. The interlayer dielectric covers the source region and the gate. The source electrode covers the P-body region and the interlayer dielectric, and contacts the source region.

Abstract: A field effect transistor includes a substrate, an epitaxial layer, a remnant-oxide layer, an electrode, a surrounding-oxide layer, a surrounding-nitride layer, a gate oxide layer, a gate, a P-body region, a source region, an interlayer dielectric and a source electrode. The epitaxial layer on the substrate has a trench having a sidewall and a bottom. The electrode inside the trench is coated subsequently by the surrounding-oxide layer, the surrounding-nitride layer and the remnant-oxide layer. The gate formed on the gate oxide layer is separated from the electrode sequentially by the gate oxide layer, the surrounding-nitride layer and the surrounding-oxide layer. The P-body region and the source region, formed at the epitaxial layer, are separated from the gate by the gate oxide layer. The interlayer dielectric covers the source region and the gate. The source electrode covers the P-body region and the interlayer dielectric, and contacts the source region.

Abstract: A field effect transistor is manufactured by firstly forming an epitaxial layer on a substrate. Then, a trench having an oxide layer is formed on the epitaxial layer. The oxide layer has a first electrode portion having a first width and a first height and a second electrode portion having a second width and a second height. A gate oxide layer covering the oxide layer and the second electrode portion has a gate portion having a third width. The epitaxial layer has a body region and a source region, where these two regions are adjacent to the gate portion and covered by an interlayer dielectric. A source electrode covering the body region and the interlayer dielectric contacts the source region. The first height is no less than the second height, the first width is smaller than the second width, and the second width is smaller than the third width.

Abstract: A field effect transistor is manufactured by firstly forming an epitaxial layer on a substrate. Then, a trench having an oxide layer is formed on the epitaxial layer. The oxide layer has a first electrode portion having a first width and a first height and a second electrode portion having a second width and a second height. A gate oxide layer covering the oxide layer and the second electrode portion has a gate portion having a third width. The epitaxial layer has a body region and a source region, where these two regions are adjacent to the gate portion and covered by an interlayer dielectric. A source electrode covering the body region and the interlayer dielectric contacts the source region. The first height is no less than the second height, the first width is smaller than the second width, and the second width is smaller than the third width.

Abstract: A field effect transistor includes a substrate, an epitaxial layer, a remnant-oxide layer, an electrode, a surrounding-oxide layer, a surrounding-nitride layer, a gate oxide layer, a gate, a P-body region, a source region, an interlayer dielectric and a source electrode. The epitaxial layer on the substrate has a trench having a sidewall and a bottom. The electrode inside the trench is coated subsequently by the surrounding-oxide layer, the surrounding-nitride layer and the remnant-oxide layer. The gate formed on the gate oxide layer is separated from the electrode sequentially by the gate oxide layer, the surrounding-nitride layer and the surrounding-oxide layer. The P-body region and the source region, formed at the epitaxial layer, are separated from the gate by the gate oxide layer. The interlayer dielectric covers the source region and the gate. The source electrode covers the P-body region and the interlayer dielectric, and contacts the source region.