Process variation (semiconductor)
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Process variation is the naturally occurring variation in the attributes of transistors (length, widths, oxide thickness) when
integrated circuit An integrated circuit or monolithic integrated circuit (also referred to as an IC, a chip, or a microchip) is a set of electronic circuits on one small flat piece (or "chip") of semiconductor material, usually silicon. Large numbers of tiny ...
s are fabricated. The amount of process variation becomes particularly pronounced at smaller process nodes (<65 nm) as the variation becomes a larger percentage of the full length or width of the device and as feature sizes approach the fundamental dimensions such as the size of atoms and the wavelength of usable light for patterning lithography masks. Process variation causes measurable and predictable variance in the output performance of all circuits but particularly
analog circuit Analogue electronics ( en-US, analog electronics) are electronic systems with a continuously variable signal, in contrast to digital electronics where signals usually take only two levels. The term "analogue" describes the proportional relat ...
s due to mismatch. If the variance causes the measured or simulated performance of a particular output metric (bandwidth, gain, rise time, etc.) to fall below or rise above the specification for the particular circuit or device, it reduces the overall yield for that set of devices.


History

The first mention of variation in semiconductors was by
William Shockley William Bradford Shockley Jr. (February 13, 1910 – August 12, 1989) was an American physicist and inventor. He was the manager of a research group at Bell Labs that included John Bardeen and Walter Brattain. The three scientists were jointl ...
, the co-inventor of the transistor, in his 1961 analysis of junction breakdown. An analysis of systematic variation was performed by Schemmert and Zimmer in 1974 with their paper on threshold-voltage sensitivity. This research looked into the effect that the oxide thickness and implantation energy had on the
threshold voltage The threshold voltage, commonly abbreviated as Vth or VGS(th), of a field-effect transistor (FET) is the minimum gate-to-source voltage (VGS) that is needed to create a conducting path between the source and drain terminals. It is an important s ...
of
MOS MOS or Mos may refer to: Technology * MOSFET (metal–oxide–semiconductor field-effect transistor), also known as the MOS transistor * Mathematical Optimization Society * Model output statistics, a weather-forecasting technique * MOS (fil ...
devices. sources of variations 1) gate oxide thickness 2) random dopant fluctuations 3) Device Geometry, Lithography in nanometer region


Characterization

Semiconductor foundries run analyses on the variability of attributes of transistors (length, width, oxide thickness, etc.) for each new process node. These measurements are recorded and provided to customers such as fabless semiconductor companies. This set of files are generally referred to as "model files" in the industry and are used by EDA tools for simulation of designs.


FEOL

Typically process models (example HSPICE ) include
process corners In semiconductor manufacturing, a process corner is an example of a design-of-experiments (DoE) technique that refers to a variation of fabrication parameters used in applying an integrated circuit design to a semiconductor wafer. Process corn ...
based on Front End Of Line conditions. These often are centered at a typical or nominal point and will also contain Fast and Slow corners often separated into Ntype and Ptype corners that affect the non-linear active N+ / P+ devices in different ways. Examples are TT for nominal N+ and P+ transistors, FF for fast N+ and P+ transistors, FS for fast N+ and slow P+ transistors, etc.


BEOL

When modeling the parasitic wiring an orthogonal set of process corners is often supplied with the parasitic extraction deck. (Example STAR-RC extraction deck). These corners are usually listed as Typical/Nominal for the target value and Cbest / Cworst corners for the variations in: conductor thickness, conductor width, and conductor oxide thickness that result in the Least / Most capacitance on the wiring. Often an additional corner called RCbest and RCworst is supplied that picks the conductor parameters that result in the Best (lowest) and worst (highest) wiring resistance for thickness and width, and then adds the oxide thickness that adds the Best (lowest) and Worst (highest) capacitance due to the oxide thickness as this value is not directly correlated to wiring resistance.


Workarounds & Solutions


Statistical Analysis

Designers using this approach run from tens to thousands of simulations to analyze how the outputs of the circuit will behave according to the measured variability of the transistors for that particular process. The measured criteria for transistors are recorded in model files given to designers for simulating their circuits before simulation. The most basic approach used by designers is increasing the size of devices which are sensitive to mismatch.


Topology Optimization

This is used to reduce variation due to polishing, etc.


Patterning Techniques

To reduce roughness of line edges, advanced
lithography Lithography () is a planographic method of printing originally based on the immiscibility of oil and water. The printing is from a stone (lithographic limestone) or a metal plate with a smooth surface. It was invented in 1796 by the German a ...
techniques are used.


See also

*
Semiconductor fabrication Semiconductor device fabrication is the process used to manufacture semiconductor devices, typically integrated circuit (IC) chips such as modern computer processors, microcontrollers, and memory chips such as NAND flash and DRAM that are ...
*
Transistor models Transistors are simple devices with complicated behavior. In order to ensure the reliable operation of circuits employing transistors, it is necessary to scientifically model the physical phenomena observed in their operation using transistor mo ...


References


External links


CMOS process variations: are they inevitable, or a symptom or immaturity?

Process Variations: A Critical Operation Point Hypothesis


{{DEFAULTSORT:Process Variation (Semiconductor) Semiconductor device fabrication