Abstract: A method of building a characteristic model includes: acquiring raw electrical data from a measurement system outside one or more processing units; acquiring operational state-related data from an information collector inside the one or more processing units; performing a data annealing process on the raw electrical data and the operational state-related data to obtain and purified electrical data and purified operational state-related data; and performing a machine learning (ML)-based process to build the characteristic model based on the purified electrical data and the purified operational state-related data.

Abstract: The present disclosure provides a semiconductor memory device and a method of fabricating the same, with the semiconductor memory device including a substrate, a plurality of capacitor structures, a stress insulating layer, and at least one interface layer. The capacitor structures are separately disposed on the substrate, and each of the capacitor structures includes a plurality of capacitors. The stress insulating layer is disposed on the substrate to cover the capacitor structures. The interface layer is disposed within the stress insulating layer, between any two adjacent ones of the capacitor structures, wherein a tip portion of the at least one interface layer is higher than a top surface of each of the capacitor structures. In this way, the stress mode of the substrate may be adjusted through disposing the interface layer, so as to achieve the effect of eliminating redundant stress, and to improve the structural reliability of the device.

Abstract: A first gate and a second gate are formed on a substrate with a gap between the first and second gates. The first gate has a first sidewall. The second gate has a second sidewall directly facing the first sidewall. A first sidewall spacer is disposed on the first sidewall. A second sidewall spacer is disposed on the second sidewall. A contact etch stop layer is deposited on the first and second gates and on the first and second sidewall spacers. The contact etch stop layer is subjected to a tilt-angle plasma etching process to trim a corner portion of the contact etch stop layer. An inter-layer dielectric layer is then deposited on the contact etch stop layer and into the gap.

Abstract: A first gate and a second gate are formed on a substrate with a gap between the first and second gates. The first gate has a first sidewall. The second gate has a second sidewall directly facing the first sidewall. A first sidewall spacer is disposed on the first sidewall. A second sidewall spacer is disposed on the second sidewall. A contact etch stop layer is deposited on the first and second gates and on the first and second sidewall spacers. The contact etch stop layer is subjected to a tilt-angle plasma etching process to trim a corner portion of the contact etch stop layer. An inter-layer dielectric layer is then deposited on the contact etch stop layer and into the gap.

Abstract: A first dummy gate and a second dummy gate are formed on a substrate with a gap between the first and second dummy gates. The first dummy gate has a first sidewall. The second dummy gate has a second sidewall directly facing the first sidewall. A first sidewall spacer is disposed on the first sidewall. A second sidewall spacer is disposed on the second sidewall. A contact etch stop layer is deposited on the first and second dummy gates and on the first and second sidewall spacers. The contact etch stop layer is subjected to a tilt-angle plasma etching process to trim a corner portion of the contact etch stop layer. An inter-layer dielectric layer is then deposited on the contact etch stop layer and into the gap.

Abstract: A first dummy gate and a second dummy gate are formed on a substrate with a gap between the first and second dummy gates. The first dummy gate has a first sidewall. The second dummy gate has a second sidewall directly facing the first sidewall. A first sidewall spacer is disposed on the first sidewall. A second sidewall spacer is disposed on the second sidewall. A contact etch stop layer is deposited on the first and second dummy gates and on the first and second sidewall spacers. The contact etch stop layer is subjected to a tilt-angle plasma etching process to trim a corner portion of the contact etch stop layer. An inter-layer dielectric layer is then deposited on the contact etch stop layer and into the gap.

Abstract: A semiconductor structure is disclosed. The semiconductor structure includes first and second metal gates on a substrate with a gap therebetween. The first metal gate has a first sidewall, and the second metal gate has a second sidewall directly facing the first sidewall. A contact etch stop layer (CESL) is disposed within the gap and extends along the first and second sidewalls. The CESL has a first top portion adjacent to a top surface of the first metal gate and a second top portion adjacent to a top surface of the second metal gate. The first top portion and the second top portion have a trapezoid cross-sectional profile. A first sidewall spacer is disposed on the first sidewall and between the CESL and the first metal gate. A second sidewall spacer is disposed on the second sidewall and between the CESL and the second metal gate.

Abstract: A semiconductor structure is disclosed. The semiconductor structure includes first and second metal gates on a substrate with a gap therebetween. The first metal gate has a first sidewall, and the second metal gate has a second sidewall directly facing the first sidewall. A contact etch stop layer (CESL) is disposed within the gap and extends along the first and second sidewalls. The CESL has a first top portion adjacent to a top surface of the first metal gate and a second top portion adjacent to a top surface of the second metal gate. The first top portion and the second top portion have a trapezoid cross-sectional profile. A first sidewall spacer is disposed on the first sidewall and between the CESL and the first metal gate. A second sidewall spacer is disposed on the second sidewall and between the CESL and the second metal gate.

Abstract: A method of fabricating a spatial semiconductor structure includes steps as follows. Firstly, a semiconductor substrate is provided. Then, a first mask layer is formed above the semiconductor substrate. Then, at least a first opening is formed in the first mask layer and exposes a portion of a surface of the semiconductor substrate. Then, a first semiconductor pattern is formed in the first opening. Then, a second mask layer is formed over the first semiconductor pattern and the first mask layer. Then, at least a second opening is formed through the second mask layer to the first mask layer and exposes another portion of the surface of the semiconductor substrate. And, a second semiconductor pattern is formed in the second opening.

Abstract: A method of fabrication a transistor device with a non-uniform stress layer including the following processes. First, a semiconductor substrate having a first transistor region is provided. A low temperature deposition process is carried out to form a first tensile stress layer on a transistor within the first transistor region, wherein a temperature of the low temperature deposition process is lower than 300 degree Celsius (° C.). Then, a high temperature annealing process is performed, wherein a temperature of the high temperature annealing process is at least 150° C. higher than a temperature of the low temperature deposition process. Finally, a second tensile stress layer is formed on the first tensile stress layer, wherein the first tensile stress layer has a tensile stress lower than a tensile stress of the second tensile stress layer.

Abstract: A gap-filling dielectric layer, method for fabricating the same and applications thereof are disclosed. A silicon-containing dielectric layer is firstly deposited on a substrate. The silicon-containing dielectric layer is then subjected to a curing process, an in-situ wetting treatment and an annealing process in sequence, whereby a gap-filling dielectric layer with a nitrogen atom density less than 1×1022 atoms/cm3 is formed.

Abstract: A method of fabricating a spatial semiconductor structure includes steps as follows. Firstly, a semiconductor substrate is provided. Then, a first mask layer is formed above the semiconductor substrate. Then, at least a first opening is formed in the first mask layer and exposes a portion of a surface of the semiconductor substrate. Then, a first semiconductor pattern is formed in the first opening. Then, a second mask layer is formed over the first semiconductor pattern and the first mask layer. Then, at least a second opening is formed through the second mask layer to the first mask layer and exposes another portion of the surface of the semiconductor substrate. And, a second semiconductor pattern is formed in the second opening.

Abstract: A method of fabricating a spatial semiconductor structure includes steps as follows. Firstly, a semiconductor substrate is provided. Then, a first mask layer is formed above the semiconductor substrate. Then, at least a first opening is formed in the first mask layer and exposes a portion of a surface of the semiconductor substrate. Then, a first semiconductor pattern is formed in the first opening. Then, a second mask layer is formed over the first semiconductor pattern and the first mask layer. Then, at least a second opening is formed through the second mask layer to the first mask layer and exposes another portion of the surface of the semiconductor substrate. And, a second semiconductor pattern is formed in the second opening.

Abstract: A method of fabrication a transistor device with a non-uniform stress layer including the following processes. First, a semiconductor substrate having a first transistor region is provided. A low temperature deposition process is carried out to form a first tensile stress layer on a transistor within the first transistor region, wherein a temperature of the low temperature deposition process is lower than 300 degree Celsius (° C.) . Then, a high temperature annealing process is performed, wherein a temperature of the high temperature annealing process is at least 150° C. higher than a temperature of the low temperature deposition process. Finally, a second tensile stress layer is formed on the first tensile stress layer, wherein the first tensile stress layer has a tensile stress lower than a tensile stress of the second tensile stress layer.

Abstract: A method of fabricating a spatial semiconductor structure includes steps as follows. Firstly, a semiconductor substrate is provided. Then, a first mask layer is formed above the semiconductor substrate. Then, at least a first opening is formed in the first mask layer and exposes a portion of a surface of the semiconductor substrate. Then, a first semiconductor pattern is formed in the first opening. Then, a second mask layer is formed over the first semiconductor pattern and the first mask layer. Then, at least a second opening is formed through the second mask layer to the first mask layer and exposes another portion of the surface of the semiconductor substrate. And, a second semiconductor pattern is formed in the second opening.

Abstract: A polysilicon layer including an amorphous polysilicon layer and a crystallized polysilicon layer is provided. The crystallized polysilicon layer is disposed on the amorphous polysilicon layer. Besides, the amorphous polysilicon layer has a first grain size, the crystallized polysilicon layer has a second grain size, and the first grain size is smaller than the second grain size. The amorphous polysilicon layer with a smaller grain size can serve as a base for the following deposition, so that the crystallized polysilicon layer formed thereon has a flatter topography, and thus, the surface roughness is reduced and the Rs uniformity within a wafer is improved.

Abstract: A transistor includes a semiconductor substrate, at least a gate structure, at least a first tensile stress layer, a second tensile stress layer, a source region, and a drain region. The gate structure is disposed within a first transistor region of the semiconductor substrate. The first tensile stress layer includes a curved portion encompassing the gate structure, at least an extension portion with a curved top surface located on the semiconductor substrate at sides of the gate structure, and a transition portion between the curved portion and the extension portion. The first tensile stress layer has a thickness gradually thinning from the curved portion and the extension portion toward the transition portion. The second tensile stress layer is disposed on the first tensile stress layer. And the source/drain regions are separately located in the semiconductor substrate on two sides of the gate structure.

Abstract: A method of fabricating a dielectric layer includes the following steps. At first, a dielectric layer is formed on a substrate, and a chemical mechanical polishing (CMP) process is performed on the dielectric layer. Subsequently, a surface treatment process is performed on the dielectric layer after the chemical mechanical polishing process, and the surface treatment process includes introducing an oxygen plasma.

Abstract: A method for processing a high-k dielectric layer includes the following steps. A semiconductor substrate is provided, and a high-k dielectric layer is formed thereon. The high-k dielectric layer has a crystalline temperature. Subsequently, a first annealing process is performed, and a process temperature of the first annealing process is substantially smaller than the crystalline temperature. A second annealing process is performed, and a process temperature of the second annealing process is substantially larger than the crystalline temperature.

Abstract: The method of forming a polysilicon layer is provided. A first polysilicon layer with a first grain size is formed on a substrate. A second polysilicon layer with a second grain size is formed on the first polysilicon layer. The first grain size is smaller than the second grain size. The first polysilicon layer with a smaller grain size can serve as a base for the following deposition, so that the second polysilicon layer formed thereon has a flatter topography, and thus, the surface roughness is reduced and the Rs uniformity within a wafer is improved.