Abstract:"There's Plenty of Room at the Bottom" is the title of Richard Feynman's lecture on December 29th, 1959 to the American Physical Society at California Institute of Technology (Caltech) and is generally considered to be the very first speech about nanotechnology. Some important milestones of nanotechnology will be briefly mentioned and the emphasis is placed on the applications and outlooks of nanotechnology in electronics. "Computing Machines in the Future" is the title of the Nishina Memorial Lecture at Gakus… Show more
“…3-D IC uses a layer-by-layer stacking architecture to integrate components into a smaller volume. It has the advantages of smaller size and better performance [1][2][3][4], so it is considered an effective way to overcome the limitations of Moore's Law. At the same time, due to the stacking of layers, many vertical connection channels are added, which makes the measurement operation in the manufacturing process more difficult.…”
Global semiconductor packaging manufacturers are developing advanced process technologies with the rapid rise of heterogeneous packaging and 3D packaging. High-aspect-ratio (HAR) structures like through silicon vias (TSV) or redistribution layers (RDL) that come with the prevalence of 3D packaging technology have further significantly increased the difficulties in optical critical dimension (OCD) metrology. Due to emerging technical challenges, effective sub-micron HAR OCD solutions are highly demanded to resolve the technical bottleneck. Thus, This article presents an AI-guided method for simulating and building a training dataset using the finite difference time domain (FDTD), then forming a DNN model for reconstructing CDs. At the same time, an optical scatterometry-based microscope was developed to adopt optical light capable of penetrating a sub-micron opening size structure and characterizing critical dimensions such as top critical dimension (TCD) and depth. In the optical system design, the optical FOV can be narrowed down only to cover a single sub-micron structure for OCD metrology. A preliminary test verified that a single sub-micron structure with an aspect ratio of 1:3.3 and the maximum bias between the measured data and the SEM references could be kept within a few tens of nanometers for its depth, TCD, and BCD measurement.
“…3-D IC uses a layer-by-layer stacking architecture to integrate components into a smaller volume. It has the advantages of smaller size and better performance [1][2][3][4], so it is considered an effective way to overcome the limitations of Moore's Law. At the same time, due to the stacking of layers, many vertical connection channels are added, which makes the measurement operation in the manufacturing process more difficult.…”
Global semiconductor packaging manufacturers are developing advanced process technologies with the rapid rise of heterogeneous packaging and 3D packaging. High-aspect-ratio (HAR) structures like through silicon vias (TSV) or redistribution layers (RDL) that come with the prevalence of 3D packaging technology have further significantly increased the difficulties in optical critical dimension (OCD) metrology. Due to emerging technical challenges, effective sub-micron HAR OCD solutions are highly demanded to resolve the technical bottleneck. Thus, This article presents an AI-guided method for simulating and building a training dataset using the finite difference time domain (FDTD), then forming a DNN model for reconstructing CDs. At the same time, an optical scatterometry-based microscope was developed to adopt optical light capable of penetrating a sub-micron opening size structure and characterizing critical dimensions such as top critical dimension (TCD) and depth. In the optical system design, the optical FOV can be narrowed down only to cover a single sub-micron structure for OCD metrology. A preliminary test verified that a single sub-micron structure with an aspect ratio of 1:3.3 and the maximum bias between the measured data and the SEM references could be kept within a few tens of nanometers for its depth, TCD, and BCD measurement.
“…Narrow bandgap inorganic compounds, especially semiconductors are frequently used nowadays in nano electronic devices. [1][2][3] In studying these materials, the inelastic mean free path (IMFP) 4 is one of the fundamental descriptors for surface analysis techniques based on electron scattering. The IMFP describes the mean distance that an electron travels through a solid before losing energy and plays a critical role in experimental observation facilities, such as reflection electron energy-loss spectroscopy (REELS), [5][6][7][8][9][10][11][12][13] X-ray photoelectron spectroscopy (XPS), [14][15][16] and Auger electron spectroscopy (AES).…”
We produced a massive database for 12 039 narrow bandgap inorganic compounds electron inelastic mean free path, with robust and in-depth validation for a machine learning application provided.
“…The dual damascene Cu plating technology has evolved to also meet the challenges of through‐Si‐vias (TSVs) to enable the fabrication of 3D ICs . Unlike VLSI circuits where the electroplated Cu was used to connect metal layers on different planes of the device, in 3D ICs the Cu TSVs extend through Si wafers and provide a conductive path between layers of the ICs.…”
Copper‐plated interconnects were widely adopted for volume manufacture of integrated circuits after more than a decade of intensive research to demonstrate that use of Cu would not impact device reliability. However, although Cu‐plated metallisation promises significantly reduced costs for Si photovoltaics, its adoption in manufacturing has not gained the same traction. This review identifies some key challenges facing the introduction of Cu‐plated metallisation for Si photovoltaics. These include the following: (1) increased carrier recombination due to the use of Cu for metal contact formation; (2) reduced module reliability due to adhesion or contact integrity failures; and (3) limited availability of cost‐effective processes and equipment for metal plating. For integrated circuits, Cu's low electrical resistance and high resistance to electromigration provided an impetus for the large investment in process development that was required to realise Cu‐plated interconnects. However, the technical advantages of using Cu for Si solar cell contacts are not as compelling, as solar cells can tolerate larger feature sizes thus reducing the criticality of the contact metal's conductivity and electromigration properties. Additionally, for Si photovoltaics, low cost is paramount, and new challenges arise from the need for modules to absorb light and operate in the field for 25+ years in diverse outdoor climates. However, with the scale of Si photovoltaic manufacturing expected to increase dramatically in the next decade, the use of large quantities of silver for cell metallisation will provide an incentive to address reliability concerns regarding the use of Cu for Si photovoltaic metallisation.
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