Abstract: A manufacturing method of a memory device includes following steps. A memory unit including a first electrode, a second electrode, and a memory material layer is formed on a substrate. The second electrode is disposed above the first electrode in a vertical direction. The memory material layer is disposed between the first electrode and the second electrode in the vertical direction. A first spacer layer including a first portion, a second portion, and a third portion is formed on a sidewall of the memory unit. The first portion is disposed on a sidewall of the first electrode. The second portion is disposed on a sidewall of the second electrode. The third portion is disposed above the memory unit in the vertical direction and connected with the second portion. A thickness of the second portion in a horizontal direction is greater than that of the first portion in the horizontal direction.

Abstract: A semiconductor device with a deep trench isolation and a shallow trench isolation includes a substrate. The substrate is divided into a high voltage transistor region and a low voltage transistor region. A deep trench is disposed within the high voltage transistor region. The deep trench includes a first trench and a second trench. The first trench includes a first bottom. The second trench extends from the first bottom toward a bottom of the substrate. A first shallow trench and a second shallow trench are disposed within the low voltage transistor region. A length of the first shallow trench is the same as a length of the second trench. An insulating layer fills in the first trench, the second trench, the first shallow trench and the second shallow trench.

Abstract: A resistive memory device includes a dielectric layer, a trench, a first resistive switching element, a diode via structure, and a signal line structure. The trench is disposed in the dielectric layer. The first resistive switching element is disposed in the trench. The first resistive switching element includes a first bottom electrode, a first top electrode disposed above the first bottom electrode, and a first variable resistance layer disposed between the first bottom electrode and the first top electrode. The diode via structure is disposed in the dielectric layer and located under the trench, and the diode via structure is connected with the first bottom electrode. The signal line structure is disposed in the trench, a part of the signal line structure is disposed on the first resistive switching element, and the signal line structure is electrically connected with the first top electrode.

Abstract: A mask correction method, a mask correction device for double patterning, and a training method for a layout machine learning model are provided. The mask correction method for double patterning includes the following steps. A target layout is obtained. The target layout is decomposed into two sub-layouts, which overlap at a stitch region. A size of the stitch region is analyzed by the layout machine learning model according to the target layout. The layout machine learning model is established according to a three-dimensional information after etching. An optical proximity correction (OPC) procedure is performed on the sub-layouts.

Abstract: An MIM capacitor structure includes numerous inter-metal dielectrics. A trench is embedded within the inter-metal dielectrics. A capacitor is disposed within the trench. The capacitor includes a first electrode layer, a capacitor dielectric layer and a second electrode layer. The first electrode layer, the capacitor dielectric layer and the second electrode layer fill in and surround the trench. The capacitor dielectric layer is between the first electrode layer and the second electrode layer. A silicon oxide liner surrounds a sidewall of the trench and contacts the first electrode layer.

Abstract: A structure with a photodiode, an HEMT and an SAW device includes a photodiode and an HEMT. The photodiode includes a first electrode and a second electrode. The first electrode contacts a P-type III-V semiconductor layer. The second electrode contacts an N-type III-V semiconductor layer. The HEMT includes a P-type gate disposed on an active layer. A gate electrode is disposed on the P-type gate. Two source/drain electrodes are respectively disposed at two sides of the P-type gate. Schottky contact is between the first electrode and the P-type III-V semiconductor layer, and between the gate electrode and the P-type gate. Ohmic contact is between the second electrode and the first N-type III-V semiconductor layer, and between one of the two source/drain electrodes and the active layer and between the other one of two source/drain electrodes and the active layer.

Abstract: A field effect transistor includes a substrate having a transistor forming region thereon; an insulating layer on the substrate; a first graphene layer on the insulating layer within the transistor forming region; an etch stop layer on the first graphene layer within the transistor forming region; a first inter-layer dielectric layer on the etch stop layer; a gate trench recessed into the first inter-layer dielectric layer and the etch stop layer within the transistor forming region; a second graphene layer on interior surface of the gate trench; a gate dielectric layer on the second graphene layer and on the first inter-layer dielectric layer; and a gate electrode on the gate dielectric layer within the gate trench.

Abstract: An SOT MRAM structure includes a word line. A second source/drain doping region and a fourth source/drain doping region are disposed at the same side of the word line. A first conductive line contacts the second source/drain doping region. A second conductive line contacts the fourth source/drain doping region. The second conductive line includes a third metal pad. A memory element contacts an end of the first conductive line. A second SOT element covers and contacts a top surface of the memory element. The third metal pad covers and contacts part of the top surface of the second SOT element.

Abstract: An optical proximity correction (OPC) device and method is provided. The OPC device includes an analysis unit, a reverse pattern addition unit, a first OPC unit, a second OPC unit and an output unit. The analysis unit is configured to analyze a defect pattern from a photomask layout. The reverse pattern addition unit is configured to provide a reverse pattern within the defect pattern. The first OPC unit is configured to perform a first OPC procedure on whole of the photomask layout. The second OPC unit is configured to perform a second OPC procedure on the defect pattern of the photomask layout to enhance an exposure tolerance window. The output unit is configured to output the photomask layout which is corrected.

Abstract: An optical proximity correction (OPC) operation method and an OPC operation device are provided. The OPC operation method includes the following steps. A mask layout is obtained. If the mask layout contains at least one defect hotspot, at least one partial area pattern is extracted from the mask layout according to the at least defect hotspot. A machine learning model is used to analyze the local area pattern to obtain at least one OPC strategy. The OPC strategy is implemented to correct the mask layout.

Abstract: A control method of a multi-stage etching process and a processing device using the same are provided. The control method of the multi-stage etching process includes the following step S. A stack information of a plurality of hard mask layers is set. An etching target condition is set. Through a machine learning model, a parameter setting recipe of the hard mask layers is generated under the etching target condition. The machine learning model is trained based on the stack information of the hard mask layers, a plurality of process parameters and a process result.

Abstract: A manufacturing method of a memory device includes following steps. Memory units are formed on a substrate. Each memory unit includes a first electrode, a second electrode disposed above the first electrode in a vertical direction, and a memory material layer disposed between the first electrode and the second electrode. A conformal spacer layer is formed on the memory units. A non-conformal spacer layer is formed on the conformal spacer layer. A first opening is formed penetrating through a first portion of the non-conformal spacer layer between the memory units in a horizontal direction and a first portion of the conformal spacer layer on the first portion of the conformal spacer layer in the vertical direction. A thickness of a second portion of the non-conformal spacer layer on the second electrode is greater than a thickness of the second portion of the non-conformal spacer layer on the memory material layer.

Abstract: Provided is a magnetoresistive random access memory (MRAM) device including a bottom electrode, a magnetic tunnel junction (MTJ) structure, a first spin orbit torque (SOT) layer, a cap layer, a second SOT layer, an etch stop layer, and an upper metal line layer. The MTJ structure is disposed on the bottom electrode. The first SOT layer is disposed on the MTJ structure. The cap layer is disposed on the first SOT layer. The second SOT layer is disposed on the cap layer. The etch stop layer is disposed on the second SOT layer. The upper metal line layer penetrates though the etch stop layer and is landed on the second SOT layer.

Abstract: An MRAM structure includes an MTJ, a first SOT element, a conductive layer and a second SOT element disposed from bottom to top. A protective layer is disposed on the second SOT element. The protective layer covers and contacts a top surface of the second SOT element. The protective layer is an insulator. A conductive via penetrates the protective layer and contacts the second SOT element.

Abstract: A magnetic memory including a substrate, a spin-orbit torque (SOT) layer, a magnetic tunnel junction (MTJ) stack, a first protection layer, and a second protection layer is provided. The SOT layer is located over the substrate. The MTJ stack is located on the SOT layer. The first protection layer and the second protection layer are located on the sidewall of the MTJ stack. The first protection layer is located between the second protection layer and the MTJ stack. There is a notch between the second protection layer and the SOT layer.

Abstract: A manufacturing method of a memory device includes following steps. A memory unit including a first electrode, a second electrode, and a memory material layer is formed on a substrate. The second electrode is disposed above the first electrode in a vertical direction. The memory material layer is disposed between the first electrode and the second electrode in the vertical direction. A first spacer layer including a first portion, a second portion, and a third portion is formed on a sidewall of the memory unit. The first portion is disposed on a sidewall of the first electrode. The second portion is disposed on a sidewall of the second electrode. The third portion is disposed above the memory unit in the vertical direction and connected with the second portion. A thickness of the second portion in a horizontal direction is greater than that of the first portion in the horizontal direction.

Abstract: A method for fabricating a semiconductor device includes the steps of forming a gate structure on a substrate, forming an interlayer dielectric (ILD) layer on the gate structure, forming a contact hole in the ILD layer adjacent to the gate structure, performing a plasma doping process to form a doped layer in the ILD layer and a source/drain region adjacent to the gate structure, forming a conductive layer in the contact hole, planarizing the conductive layer to form a contact plug, removing the doped layer to form an air gap adjacent to the contact plug, and then forming a stop layer on the ILD layer and the contact plug.

Abstract: A method for fabricating a semiconductor device includes the steps of forming a gate structure on a substrate, forming a contact etch stop layer (CESL) on the gate structure, forming an interlayer dielectric (ILD) layer on the CESL, forming a contact plug in the ILD layer and adjacent to the gate structure, forming a first stop layer on the ILD layer, and removing the first stop layer and the ILD layer around the gate structure to form an air gap exposing the CESL.

Abstract: A method of removing a step height on a gate structure includes providing a substrate. A gate structure is disposed on the substrate. A dielectric layer covers the gate structure and the substrate. Then, a composite material layer is formed to cover the dielectric layer. Later, part of the composite material layer is removed to form a step height disposed directly on the gate structure. Subsequently, a wet etching is performed to remove the step height. After the step height is removed, the dielectric layer is etched to form a first contact hole to expose the gate structure.

Abstract: A memory device includes a substrate, a memory unit disposed on the substrate, a first spacer layer, and a second spacer layer. The memory unit includes a first electrode, a second electrode disposed above the first electrode, and a memory material layer disposed between the first electrode and the second electrode. The first spacer layer is disposed on a sidewall of the memory unit and includes a first portion disposed on a sidewall of the first electrode, a second portion disposed on a sidewall of the second electrode, and a bottom portion. A thickness of the second portion is greater than that of the first portion. The second spacer layer is disposed on the first spacer layer. A material composition of the second spacer layer is different from that of the first spacer layer. The bottom portion is disposed between the substrate and the second spacer layer.