Computer graphics are pictures and films created using computers. Usually, the term refers to computer-generated image data created with help from specialized graphical hardware and software. It is a vast and recent area in computer science.
This slides about brief Introduction to Image Restoration Techniques. How to estimate the degradation function, noise models and its probability density functions.
This slides about brief Introduction to Image Restoration Techniques. How to estimate the degradation function, noise models and its probability density functions.
Image Processing is any form of signal processing for which our input is an image, such as photographs or frames of videos and our output can be either an image or a set of characterstics related to the image
Digital image processing is the use of computer algorithms to perform image processing on digital images. As a subcategory or field of digital signal processing, digital image processing has many advantages over analog image processing.
This is the basic introductory presentation for beginners. It gives you the idea about what is image processing means. The presentation consists of introduction to digital image processing, image enhancement, image filtering, finding an image edge, image analysis, tools for image processing and finally some application of digital image processing.
Image Processing is any form of signal processing for which our input is an image, such as photographs or frames of videos and our output can be either an image or a set of characterstics related to the image
Digital image processing is the use of computer algorithms to perform image processing on digital images. As a subcategory or field of digital signal processing, digital image processing has many advantages over analog image processing.
This is the basic introductory presentation for beginners. It gives you the idea about what is image processing means. The presentation consists of introduction to digital image processing, image enhancement, image filtering, finding an image edge, image analysis, tools for image processing and finally some application of digital image processing.
this slide includes the derivation of spherical mirror equation, lateral magnification, spherical aberration of mirrors and the difference between spherical and parabolic mirrors..
Digital image processing is the use of algorithms and mathematical models to process digital images. The goal of digital image processing is to enhance the quality of images, extract meaningful information from images, and automate image-based tasks.
Charge Coupled Devices Converts analogue signal of the light image into digital signals and then transfer to the camera’s memory system and store as an electronic data.
CCDs are not inherently color sensitive.
Three different ways are commonly employed to produce colour images with CCD camera systems in order to capture the visual appearance.
three-chip design
frame-sequential method
Bayer's pattern (most common)
An operating system (OS) is a software program that manages the resources of a computer system and provides a platform for running applications. Its primary functions include resource management, process management, memory management, file system management, and user interface. There are many different types of operating systems, such as desktop operating systems like Windows and macOS, server operating systems like Linux and Windows Server, and embedded operating systems like those used in mobile phones and other small devices. The choice of operating system depends on the type of device, the intended use, and other factors.
What is a Database?
Database creation steps
Benefits of using Database
Types of Table Relationships
What is a Database model
Database Management System
Users of Database
MS Access
Program, Language, & Programming Language
Object Oriented Programming vs Procedure Oriented Programming
About C
Why still Learn C?
Basic Terms
C Stuff
C Syntax
C Program
Algorithm
What is an algorithm?
How are mathematical statements and algorithms related?
What do algorithms have to do with computers?
Pseudo Code
What is pseudocode?
Writing pseudocode
Pseudo Code vs Algorithm
Components of Data Communication
Characteristics of Data Transmission
Communication Media
Communication Speed
Communication Hardware
Communication Software
OSI Model
Introduction
Syed Zaid Irshad
Rules (that You have to Follow)
Book Introduction
10 Chapters
Theoretical Chapters are 6
Practical Chapters are 4
Chapter 1: Basic Concept of Information Technology
Introduction of Computer
Definition
Characteristics
Parts of Computer
Input
Output
Memory
Primary Storage
Secondary Storage
Ports
Language Translator
Compiler
Interpreter
Generations of Programming Language
Ages of Computers
Generations of Computer
Classification of Computers
Chapter 2: Information Networks
Types of Network
LAN
WAN
MAN
GAN
Topologies
Star
Ring
Bus
Hybrid
File Transfer Protocol
World Wide Web
Chapter 3: Data Communication
Standards
Transmission
Simples
Half Duplex
Full Duplex
Media
Twisted Pair Cable
Coaxial Cable
Fiber Optic Cable
Microwave Transmission
Satellite Transmission
Open Systems Interconnection model (OSI model)
Chapter 4: Applications and Use of Computers
Difference Between Application and Use
Impacts of Computers
Chapter 5: Computer Architecture
Address of Memory Locations
Instruction Format
Fetch and Execute
Chapter 6: Security, Copyright and The Law
Computer Crime
Computer Viruses
Computer Privacy
Software Piracy and Law
Chapter 7: Operating System
User Interface
Graphical User Interface
Operating Systems
Chapter 8: Word Processing
Introduction to MS Word
Creating
Editing
Formatting
Printing
Chapter 9: Spreadsheet
Introduction to MS Excel
Creating
Editing
Formatting
Printing
Formulae
Project
Chapter 10: Internet Browsing and Using E-mail
Create Email ID
Send Mail
Download File
Upload File
Study Plan
Every Tuesday we perform Practical
Every Friday Half of the Lecture will be used as question answer session
Rest of the days are for Theoretical Stuff
Make WhatsApp Group for class where we can share stuff related to the Subject
1st Year Computer Science Book
Sindh Text Book Board Introduction
Introduction
Syed Zaid Irshad
Rules (that You have to Follow)
Book Introduction
10 Chapters
Theoretical Chapters are 6
Practical Chapters are 4
Chapter 1: Basic Concept of Information Technology
Introduction of Computer
Definition
Characteristics
Parts of Computer
Input
Output
Memory
Primary Storage
Secondary Storage
Ports
Language Translator
Compiler
Interpreter
Generations of Programming Language
Ages of Computers
Generations of Computer
Classification of Computers
Chapter 2: Information Networks
Types of Network
LAN
WAN
MAN
GAN
Topologies
Star
Ring
Bus
Hybrid
File Transfer Protocol
World Wide Web
Chapter 3: Data Communication
Standards
Transmission
Simples
Half Duplex
Full Duplex
Media
Twisted Pair Cable
Coaxial Cable
Fiber Optic Cable
Microwave Transmission
Satellite Transmission
Open Systems Interconnection model (OSI model)
Chapter 4: Applications and Use of Computers
Difference Between Application and Use
Impacts of Computers
Chapter 5: Computer Architecture
Address of Memory Locations
Instruction Format
Fetch and Execute
Chapter 6: Security, Copyright and The Law
Computer Crime
Computer Viruses
Computer Privacy
Software Piracy and Law
Chapter 7: Operating System
User Interface
Graphical User Interface
Operating Systems
Chapter 8: Word Processing
Introduction to MS Word
Creating
Editing
Formatting
Printing
Chapter 9: Spreadsheet
Introduction to MS Excel
Creating
Editing
Formatting
Printing
Formulae
Project
Chapter 10: Internet Browsing and Using E-mail
Create Email ID
Send Mail
Download File
Upload File
Study Plan
Every Tuesday we perform Practical
Every Friday Half of the Lecture will be used as question answer session
Rest of the days are for Theoretical Stuff
Make WhatsApp Group for class where we can share stuff related to the Subject
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.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
Water billing management system project report.pdfKamal Acharya
Our project entitled “Water Billing Management System” aims is to generate Water bill with all the charges and penalty. Manual system that is employed is extremely laborious and quite inadequate. It only makes the process more difficult and hard.
The aim of our project is to develop a system that is meant to partially computerize the work performed in the Water Board like generating monthly Water bill, record of consuming unit of water, store record of the customer and previous unpaid record.
We used HTML/PHP as front end and MYSQL as back end for developing our project. HTML is primarily a visual design environment. We can create a android application by designing the form and that make up the user interface. Adding android application code to the form and the objects such as buttons and text boxes on them and adding any required support code in additional modular.
MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software. It is a stable ,reliable and the powerful solution with the advanced features and advantages which are as follows: Data Security.MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software.
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.
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.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
2. Objectives
• Fundamental imaging notions
• Physical basis for image formation
• Light
• Color
• Perception
• Synthetic camera model
• Other models
2
3. Image Formation
• In computer graphics, we form images which are generally two
dimensional using a process analogous to how images are formed by
physical imaging systems
• Cameras
• Microscopes
• Telescopes
• Human visual system
3
4. Elements of Image Formation
• Objects
• Viewer
• Light source(s)
• Attributes that govern how light interacts with the materials in the
scene
• Note the independence of the objects, the viewer, and the light
source(s)
4
5. Light
• Light is the part of the electromagnetic spectrum that causes a
reaction in our visual systems
• Generally these are wavelengths in the range of about 350-750 nm
(nanometers)
• Long wavelengths appear as reds and short wavelengths as blues
5
6. Ray Tracing and
Geometric Optics
One way to form an image is to
follow rays of light from a
point source finding which
rays enter the lens of the
camera. However, each
ray of light may have
multiple interactions with objects
before being absorbed or going to infinity.
6
7. Luminance and Color Images
• Luminance Image
• Monochromatic
• Values are gray levels
• Analogous to working with black and white film or television
• Color Image
• Has perceptional attributes of hue, saturation, and lightness
• Do we have to match every frequency in visible spectrum? No!
7
8. Three-Color Theory
• Human visual system has two types of sensors
• Rods: monochromatic, night vision
• Cones
• Color sensitive
• Three types of cones
• Only three values (the tristimulus
values) are sent to the brain
• Need only match these three values
• Need only three primary colors
8
10. Additive and Subtractive Color
• Additive color
• Form a color by adding amounts of three primaries
• CRTs, projection systems, positive film
• Primaries are Red (R), Green (G), Blue (B)
• Subtractive color
• Form a color by filtering white light with cyan (C), Magenta (M), and Yellow
(Y) filters
• Light-material interactions
• Printing
• Negative film
10
11. Pinhole Camera
11
xp= -x/z/d yp= -y/z/d
Use trigonometry to find projection of point at (x,y,z)
These are equations of simple perspective
zp= d
13. Advantages
• Separation of objects, viewer, light sources
• Two-dimensional graphics is a special case of three-dimensional
graphics
• Leads to simple software API
• Specify objects, lights, camera, attributes
• Let implementation determine image
• Leads to fast hardware implementation
13
14. Global vs Local Lighting
• Cannot compute color or shade of each object independently
• Some objects are blocked from light
• Light can reflect from object to object
• Some objects might be translucent
14
15. Why not ray tracing?
• Ray tracing seems more physically based so why don’t we use it to
design a graphics system?
• Possible and is actually simple for simple objects such as polygons
and quadrics with simple point sources
• In principle, can produce global lighting effects such as shadows and
multiple reflections but ray tracing is slow and not well-suited for
interactive applications
15