- Mobility of electrons at a semiconductor surface is lower than in the bulk due to additional scattering from surface effects.
- The surface scattering depends on the effective perpendicular electric field near the surface. Not all carriers in the inversion layer experience the same electric field value.
- As CMOS device channel lengths decrease from 1 micron, surface roughness scattering increases while surface phonon scattering decreases.
Lecture on Introduction of Semiconductor at North South University as the undergraduate course (ETE411)
=======================
Dr. Mashiur Rahman
Assistant Professor
Dept. of Electrical Engineering and Computer Science
North South University, Dhaka, Bangladesh
http://mashiur.biggani.org
Faraday's law states that the electromotive force (emf) produced along a closed path is directly proportional to the rate of change of magnetic flux through any surface bounded by the path.
Lecture on Introduction of Semiconductor at North South University as the undergraduate course (ETE411)
=======================
Dr. Mashiur Rahman
Assistant Professor
Dept. of Electrical Engineering and Computer Science
North South University, Dhaka, Bangladesh
http://mashiur.biggani.org
Faraday's law states that the electromotive force (emf) produced along a closed path is directly proportional to the rate of change of magnetic flux through any surface bounded by the path.
38
RING GAUGES
Ring gauges are mainly used for checking the diameter of shafts having a central hole. The hole is accurately finished by grinding and lapping after taking hardening process.
The periphery of the ring is knurled to give more grips while handling the gauges. We have to make two ring gauges separately to check the shaft such as GO ring gauge and NOGO ring gauge.
But the hole of GO ring gauge is made to the upper limit size of the shaft and NOGO for the lower limit.
While checking the shaft, the GO ring gauge will pass through the shaft and NOGO will not pass.
To identify the NOGO ring gauges easily, a red mark or a small groove cut on its periphery.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
2. • Mobility at the surface is less than the mobility in the bulk
because the electron is subjected to the additional
scattering mechanisms.
3. The surface scattering mechanisms depend on an effective
value of perpendicular electric field.
So with refers to this diagram , If we call perpendicular as a
field just at the surface of the semiconductor then the effective
value of electric field is less than this value.
Because not all the carriers over the thickness of the inversion
layer, so the green region here is the inversion layer, so not all
carriers in the thickness of the inversion layer experience the
same value of perpendicular electric field.
And that is why one has to use an effective electric field or
average electric field that is valid over the entire thickness of the
carriers
4. So this is resulting from impurity and phonon scattering in
the bulk of the surface state scattering.
This is called coulomb scattering because it is because of
coulomb force between the charges and the carriers now.
5.
6.
7. On the other hand, what could be called as modern CMOS is
moving towards a right on this graph.
So 1 micron CMOS you see you are at the borderline here of
surface phonon scattering and surface roughness scattering
and as you move towards the right.
Another channel length of the CMOS devices decreases the
surface roughness scattering.
The scattering increases with effective electric field and
therefore they can be clubbed together.
8. We neglect the surface coulomb scattering and the result
we can write in the following way so this is the bulk mobility and
the sum total of the scattering again is 1/Mu phonon and
1/scattering roughness both of these scattering mechanisms.
The scattering increases with effective electric field and
therefore they can be clubbed together. Okay and then there is
a constant of proportionality coming here.
9. So the saturation velocity formula there is an
empirical relation. So this it falls with lattice temperature
for silicon this is the relation for gallium arsenide also.
The saturation velocity falls with temperature
according to this formula now you see that this number10
power 7 is the order of thermal velocity
10. The complete field dependent mobility model for silicon ,
there is no velocity overshoot beyond the saturation value so the
smooth curve joining these 2 ends the slope for low values of
Parallel electric field is Mu effective it is a function of the
perpendicular electric field so this line is a straight line Mu effective
into e parallel.
11. The complete drift velocity expression is mobility which is a
function of both E parallel and E perpendicular multiplied by the
parallel electric field.
So there is a so-called free dependent mobility which
depends on both parallel and perpendicular electric fields Mu
effective is m0 when perpendicular electric field effective
value or perpendicular electric field is 0.
12. In gallium arsenide the whole mobility is very poor. The
curve rises linearly for small values of E parallel as in the case
of silicon.