This paper analyzes the reliability of MOSFETs that use indium-tin oxide as the gate oxide instead of silicon dioxide. Interface trap charges at the oxide-silicon interface can degrade MOSFET performance by changing the threshold voltage over time. The paper finds that MOSFETs using indium-tin oxide exhibit improved immunity to the effects of interface trap charges compared to those using silicon dioxide. Specifically, indium-tin oxide MOSFETs show enhanced static, linearity, and intermodulation performance metrics when subjected to both positive and negative interface trap charges. Thus, indium-tin oxide has potential to improve MOSFET reliability by reducing sensitivity to interface trap charge effects.
Short Channel Effects are governed by complex physical phenomena and mainly Influenced because of both vertical and horizontal electric field components.
To meet the current requirements of
Electronic devices, the miniaturization of devices is important. And so is Second Order effects which otherwise degrade the performance of devices.
FIELD EFFECT TRANSISTERS (FET)
Types of Field Effect Transistors
i) Junction field effect transistor (JFET)
(ii) Metal oxide semiconductor field effect transistor (MOSFET)
Short Channel Effects are governed by complex physical phenomena and mainly Influenced because of both vertical and horizontal electric field components.
To meet the current requirements of
Electronic devices, the miniaturization of devices is important. And so is Second Order effects which otherwise degrade the performance of devices.
FIELD EFFECT TRANSISTERS (FET)
Types of Field Effect Transistors
i) Junction field effect transistor (JFET)
(ii) Metal oxide semiconductor field effect transistor (MOSFET)
Semiconductor device fabrication is the process used to create the integrated circuits that are present in everyday electrical and electronic devices. It is a multiple-step sequence of photo lithographic and chemical processing steps during which electronic circuits are gradually created on a wafer made of pure semiconducting material. Silicon is almost always used, but various compound semiconductors are used for specialized applications.
Threshold Voltage & Channel Length ModulationBulbul Brahma
Design and Technology of Electronic Devices:
Review of microelectronic devices, introduction to MOS technology and related devices.
MOS transistor theory, scaling theory related to MOS circuits, short channel effect and its
consequences, narrow width effect, FN tunnelling, Double gate MOSFET, Cylindrical
MOSFET, Basic concept of CMOS circuits and logic design. Circuit characterization and
performance estimation, important issues in real devices. PE logic, Domino logic, Pseudo
N-MOS logic-dynamic CMOS and Clocking, layout design and stick diagram, CMOS
analog circuit design, CMOS design methods. Introduction to SOI, Multi layer circuit
design and 3D integration. CMOS processing technology: Crystal grown and Epitaxy, Film
formation, Lithography and Etching, Impurity doping, Integrated Devices.
Semiconductor device fabrication is the process used to create the integrated circuits that are present in everyday electrical and electronic devices. It is a multiple-step sequence of photo lithographic and chemical processing steps during which electronic circuits are gradually created on a wafer made of pure semiconducting material. Silicon is almost always used, but various compound semiconductors are used for specialized applications.
Threshold Voltage & Channel Length ModulationBulbul Brahma
Design and Technology of Electronic Devices:
Review of microelectronic devices, introduction to MOS technology and related devices.
MOS transistor theory, scaling theory related to MOS circuits, short channel effect and its
consequences, narrow width effect, FN tunnelling, Double gate MOSFET, Cylindrical
MOSFET, Basic concept of CMOS circuits and logic design. Circuit characterization and
performance estimation, important issues in real devices. PE logic, Domino logic, Pseudo
N-MOS logic-dynamic CMOS and Clocking, layout design and stick diagram, CMOS
analog circuit design, CMOS design methods. Introduction to SOI, Multi layer circuit
design and 3D integration. CMOS processing technology: Crystal grown and Epitaxy, Film
formation, Lithography and Etching, Impurity doping, Integrated Devices.
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.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Online aptitude test management system project report.pdfKamal Acharya
The purpose of on-line aptitude test system is to take online test in an efficient manner and no time wasting for checking the paper. The main objective of on-line aptitude test system is to efficiently evaluate the candidate thoroughly through a fully automated system that not only saves lot of time but also gives fast results. For students they give papers according to their convenience and time and there is no need of using extra thing like paper, pen etc. This can be used in educational institutions as well as in corporate world. Can be used anywhere any time as it is a web based application (user Location doesn’t matter). No restriction that examiner has to be present when the candidate takes the test.
Every time when lecturers/professors need to conduct examinations they have to sit down think about the questions and then create a whole new set of questions for each and every exam. In some cases the professor may want to give an open book online exam that is the student can take the exam any time anywhere, but the student might have to answer the questions in a limited time period. The professor may want to change the sequence of questions for every student. The problem that a student has is whenever a date for the exam is declared the student has to take it and there is no way he can take it at some other time. This project will create an interface for the examiner to create and store questions in a repository. It will also create an interface for the student to take examinations at his convenience and the questions and/or exams may be timed. Thereby creating an application which can be used by examiners and examinee’s simultaneously.
Examination System is very useful for Teachers/Professors. As in the teaching profession, you are responsible for writing question papers. In the conventional method, you write the question paper on paper, keep question papers separate from answers and all this information you have to keep in a locker to avoid unauthorized access. Using the Examination System you can create a question paper and everything will be written to a single exam file in encrypted format. You can set the General and Administrator password to avoid unauthorized access to your question paper. Every time you start the examination, the program shuffles all the questions and selects them randomly from the database, which reduces the chances of memorizing the questions.
Literature Review Basics and Understanding Reference Management.pptxDr Ramhari Poudyal
Three-day training on academic research focuses on analytical tools at United Technical College, supported by the University Grant Commission, Nepal. 24-26 May 2024
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
HEAP SORT ILLUSTRATED WITH HEAPIFY, BUILD HEAP FOR DYNAMIC ARRAYS.
Heap sort is a comparison-based sorting technique based on Binary Heap data structure. It is similar to the selection sort where we first find the minimum element and place the minimum element at the beginning. Repeat the same process for the remaining elements.
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
3. Semiconductors
3
• While there are numerous semiconductor
materials available, by far the most popular
material is Silicon.
• GaAs, InP and SiGe are compound
semiconductors that are used in specialized
devices.
• The success of a semiconductor material depends
on how easy it is to process and how well it allows
reliable high-volume fabrication.
4. BASIC SEMICONDUCTOR THEORY
• HOW ENERGY BAND MODEL IS CREATED?
FIG 1
because of influence of electrons and nucleus of same atom
different energy is experienced by a group of electrons,
difference between them is so close that they appear as a
band normally and that’s why concept of energy band
came into picture
. Smaller the band gap, better is the conductivity of material.
5. USUALLY SEMICONDUCTORS ARE DEFINED AS
ELEMENTS WHOSE SPECIFIC CONDUCTIVITY LIES IN THE
RANGE OF 104 to 10-6 Ωm
SILICON AND GERMANIUM ARE THE MOST USED
SEMICONDUCTORS BECAUSE OTHER COMPONENTS OF
GROUP, Pb AND Sn HAVE MORE METTALIC PROPERTIES
AND CARBON BEHAVES AS AN INSULATOR.
IN SI AND GE, SI IS MOSTLY USED BECAUSE:
• ABUNDANCE OF SILICON
• LOWER LEAKAGE CURRENT IN SILICON
FROBIDDEN GAP: GAP BETWEEN VALENCE BAND AND
CONDUCTION BAND AS SEEN IN FIG1
6. ABOUT SILICON:
4 VALENCE ELECTRONS, SP1 ORBITALS, TETRAHEDRAL
SHAPE, DIAMOND CUBIC CHRYSTAL STRUCTURE
• SEMICONDUCTORS CAN BE CLASSIFIED AS INTRINSIC
AND EXTRINSIC SEMICONDUCTORS
INTRISIC: BEHAVES AS INSULATOR AT 0K, BEHAVES AS
CONDUCTOR AT HIGH TEMP.
FERMI LEVEL: LOCATION WHERE P(FINDING AN
OCCUPIED STATE)= 0.5
GIVEN BY F(E)= 1/{1+e(E-E
F
)/KT} ; as TEMPERATURE
INCREASES PROBABILITY OF FINDING AN ELECTRON
ABOVE FERMILEVEL INCREASES,
7. EXTRINSIC SEMICONDUCTOR: HERE DOPING IS
DONE IN SILICON SUBSTRATE , COMMON DOPANTS
ARE: B, P, AS
B-> ACCEPTOR ATOM : P TYPE
P, AS-> DONOR ATOMS : N TYPE
ACCEPTOR IMPURITY REDUCES THE ENERGY OF
VALENCE BAND
DONOR IMPURITY INCREASES THE ENERGY OF
CONDUCTION BAND.
8. GENERATION AND RECOMBINATION
GENERATION: ELECTRONS AND HOLES ARE
GENERATED BY GIVING ENERGY TO THE SYSTEM,
(OPTICAL OR ELECTRICAL)
RECOMBINATION: ELECTRONS AND HOLES ARE
ANNIHILATED AND CURRENT IS OBSERVED
TO INCREASE THE CONDUCTIVITY OF
SEMICONDUCTOR INDIRECT RECOMBINATION IS
EMPLOYED!
INDIRECT RECOMBINATION: GOLD IS USED AS A DEEP
LEVEL IMPURITY IN SI TO INCREASE
RECOMBINATION RATE AND TO INCREASE THE
CONDUCTIVITY OF SEMICONDUCTOR.
9. ELECTRICAL CONDUCTION CAN BE CLASSIFIED AS
DRIFT AND DIFFUSION,
DRIFT: BECAUSE OF ELECTRIC FIELD
DIFFUSION: BECAUSE OF CONCENTRATION GRADIENT
WE SHULD ALWAYS CONSIDER A FACT THAT MOBLITY
OF ELECTRONS IS ALWAYS HIGHER THAN THAT OF
HOLES THUS SEMICONDUCTORS HAVING MAJORTIY
CHARGE CARRIER AS ELECTRONS IS BETTER THAN
THAT OF HOLES IF CONDUCTIVITY IS THE REFRENCE.
10. AS ELECTRONS ACQUIRE ENERGY FROM ELECTRIC
FIELD AND THEN IT STARTS DRIFTING , BUT IF
ENERGY ACQUIRED IS MORE THAN ENERGY
SCATTERED THIS CAN LEAD TO IMPACT IONIZATION.
11. PN JUNCTION: 2 SEMICONDUCTORS P AND N TYPE ARE
MERGED USING EPITEXIAL TECHNOLOGY, PROVIDING A
DIFFERENT RESPONSE OF VOLTAGE WITH RESPECT TO
CURRENT
A SPACE CHARGE REGION IS FORMED IN A DIODE, WHERE
ONLY IONS AND COVALENT BOND EXISTS RESULTING IN
A BUILT IN POTENTIAL ACROSS THE JUNCTION, (Vbi)
Vbi = Vt ln[NAND/Ni
2]
i.e. Vbi IS STRONGLY DEPENDENT ON TEMPERATURE AND
DOPING CONCENTRAION.
HERE, Vt= KT/q;
K-> BOLTZAMAN CONSTANT
T-> TEMPERATURE
q-> CHARGE
• Vbi CANNOT BE MEASURED DIRECTLY
BY APPPLYING VOLTMETER!
12. DEPLETION WIDTH OF A PN JUNCTION DIODE ALSO
PLAYS AN IMPORTANT ROLE,
DEPLETION WIDTH HIGHLY DEPENDS ON DOPING
CONCENTRATION AND Vbi, ALSO DEPLETION
REGION EXPANDS MORE TO THE SIDE LESS DOPED
IN COMPARISION TO HEAVILY DOPED SIDE.
DIODE CURRENT CAN BE PROVIDED BY THE
FOLLOWING RELATION:
Id= Is[eVd/ῃvt -1] where ῃ is the utility factor.
ῃ =1, recombination current dominates,
ῃ=2, diffusion current dominates.
13. RESISTANCE OF A DIODE CAN BE ADDRESSED AS A
COMBINATION OF CONTACT RESISTANCE AND
INTERNAL RESISTANCE, AND CUMULATIVELY IT IS
REFFERRED AS A BULK RESISTANCE.
JUNCTION BREAKDOWN CAN BE BECAUSE OF:1
IMPACT IONIZATIONAVALANCHE BREAKDOWN
TUNNELLING EFFECTZENER BREAKDOWN
14. STORED CHARGES IN A DIODE CAN BE IN THE SPACE
CHARGE REGION AND IN THE BELT OTHER THAN
THE SPACE CHARGE REGION AND ARE DENOTED BY
Qdepletion, Qdiffusion respectively.
Giving rise to capacitances: Cdepletion, Cdiffusion
And NOW WE CAN COCLUDE THAT IN A SIMPLE PN
JUNCTION , COMMONLY KNOWN AS DIODE Vbi, CJ, IS
HIGHLY DEPENDS ON TEMPERATURE AND HENCE
THEIR PROPERTIES VARY AS TEMPERATURE IS
VARIED.
17. MOSFET(METAL OXIDE SEMICONDUCTOR FIELD EFECT TRANSISTOR)
• MOSFET IS A 4 TERMINAL
DEVICE[DRAIN,SOURCE,GATE,SUBSTRATE]
• SOURCE AND DRAIN TO SUBSTRATE PN
JUNCTION ARE ALWAYS REVERESE BIASSED,
18. DRAIN AND SOURCE ARE DIRECTLY CONNENCTED TO
SUBSTRATE WHILE GATE IS INSULATED FROM
SUBSTRATE THROUGH A LAYER OF SILICON OXIDE.
WORKING OF MOSFET:
AS WE APPLY VG (+VE) TO NMOS, ELECTRONS ARE
ATTRACTED FROM THE SUBSTRATE AND PN
JUNCTIONS NEAR GATE LAYER, FORMING A
CHANNEL, WHICH WILL BE USED FOR FUTURE
CONDUCTION WHEN DRAIN VOLTAGE IS APPLIED.
HERE CHANNEL WIDTH IS DIRECTLY PROPORTIONAL
TO GATE VOLTAGE APPLIED!
19. AND CONDUCTIVITY WILL BE DIRECTLY
PROPORTIONAL TO CHANEEL WIDTH!
THRESHOLD VOLTAGE IS THE MINIMUM VOLTAGE
REQUIRED FOR THE INVERSION OF CHANNEL.
HENCE WE CAN CONCLUDE THAT MOSFET IS A GATE
VOLTAGE CONTROLLED SWITHING DEVICE,
MOSFET CAN BE CLASSIFIED AS:
20. OPERATION OF MOSFET IS DEALT AS:
LINEAR REGION(TRIODE)
SATURATION REGION
BREAKDOWN REGION
IN LINEAR REGION, CURRENT VARIES AS
Id= ʯn Cox (W/L)[VGS-Vth-0.5VDS]VDS
IN SATURATION REGION, CURRENT VARIES AS:
ID= ʯn Cox (W/2L)[VGS-Vth]2
IN BREAKDOWN REGION, HOT CARRIER EFFECT
HAPPENS DUE TO HIGH ELECTRIC FIELD AT DRAIN
END.
31. Lithography
• An IC consists of several
layers of material that are
manufactured in
successive steps.
• Lithography is used to
selectively process the
layers, where the 2-D
mask geometry is copied
on the surface.
3
1
32. Lithography
• The surface of the wafer is coated with a
photosensitive material, the photoresist. The mask
pattern is developed on the photoresist, with UV
light exposure.
• Depending on the type of the photoresist (negative or
positive), the exposed or unexposed parts of the
photoresist change their property and become resistant
to certain types of solvents.
• Subsequent processing steps remove the undeveloped
photoresist from the wafer. The developed pattern
(usually) protects the underlying layer from an etching
process.
• The photoresist is removed after patterning on the lower
layer is completed.
33. Etching
Once the desired shape is
patterned with
photoresist, the
unprotected areas are
etched away, using wet
or dry etch techniques
Etching patterns are
shown with the
ideal(desired) pattern:
34. Fabrication Process Flow:
Basic Steps
3
4
The simplified process sequence for the fabrication of
integrated circuits on a n-type silicon substrate is shown as :
Selecting single chrystal n type silicon wafer
Introducing SiO2 by heating wafer in presence of oxygen
Photolithography
Etching
Diffusion of n+ regions for source and drain
Oxidation
Metallization
40. Fabrication of n-MOS
Transistor
4
• Polysilicon is used both as gate electrode material for MOS
transistors and also as an interconnect medium in silicon
integrated circuits. Undoped polysilicon has relatively high
resistivity.
• The-resistivity of polysilicon can be reduced, however, by
doping it with impurity atoms.
• After deposition, the polysilicon layer is patterned and etched to
form the interconnects and the MOS transistor gates .
• The thin gate oxide not covered by polysilicon is also etched
away, which exposes the bare silicon surface on which the
source and drain junctions are to be formed
41. Fabrication of n-MOS
Transistor
MR. HIMANSHU JET
4
• The entire silicon surface is then doped with a
high concentration of impurities, either through
diffusion or ion implantation (in this case with
donor atoms to produce n-type doping).
• The doping penetrates the exposed areas on the
silicon surface, ultimately creating two n-type
regions (source and drain junctions) in the p-type
substrate.
46. Paper 1
SiO2 layer is used as an electrical isolation between the
gate and the channel through which major conduction
will take place. Its function is to avoid direct charge flow
from the gate to the channel and vice-versa. The gate
potential causes charge build up at the bottom of the
SiO2 layer thereby aiding in turning ON of the device.
But there are interface trap charges introduced in SiO2
which are responsible for undesirable change in Vth and
to avoid this different oxides are tested to avoid this
problem of trap charges and on the other hand to
enhance the basic properties of MOSFEt.
47. In this paper, reliability issues of In2O5Sn(indium–tin oxide) MOSFET
has been analyzed by considering the effect of interface trap charges
(both positive and negative) present at the Si/SiO2 interface. Device
characteristics are studied in terms of static, linearity, and
intermodulation figure of merits. It is found that with the amalgamation
of the indium tin oxide on conventional recesses channel
(CRC)MOSFET,
it exhibits improved immunity against interface trap charges in
comparison to CRC-MOSFET. This paper demonstrates that TGRC
MOSFET can act as a promising candidate for low-power linear analog
applications, where low temperature is required.