This document provides an overview of a course on data structures and applications. The course covers fundamental data structures like arrays, stacks, queues, linked lists, trees, graphs, and hashing. It aims to teach how to represent data structures linearly, design solutions to problems using various data structures, and apply hashing techniques. The modules cover introduction to data structures and arrays, stacks and queues, linked lists, trees, and graphs and hashing.
Basic Terminology, Elementary data structure organization, Classification of data structure,
Operations on data structures-Traversing, Inserting, deleting, Searching, sorting, merging
Different Approaches to designing an algorithm · Top-Down approach · Bottom-up approach
Complexity -Time complexity ,Space complexity , Big ‘O’ Notation
Basic Terminology, Elementary data structure organization, Classification of data structure,
Operations on data structures-Traversing, Inserting, deleting, Searching, sorting, merging
Different Approaches to designing an algorithm · Top-Down approach · Bottom-up approach
Complexity -Time complexity ,Space complexity , Big ‘O’ Notation
Array is a container which can hold a fix number of items and these items should be of the same type. Most of the data structures make use of arrays to implement their algorithms. Following are the important terms to understand the concept of array.
Data Structures and algoithms Unit - 1.pptxmexiuro901
it is about data structures and algorithms. this ppt has all data structures like linkedlist, trees, graph,it is about data structures and algorithms. this ppt has all data structures like linkedlist, trees, graph,it is about data structures and algorithms. this ppt has all data structures like linkedlist, trees, graph,
Array is a container which can hold a fix number of items and these items should be of the same type. Most of the data structures make use of arrays to implement their algorithms. Following are the important terms to understand the concept of array.
Data Structures and algoithms Unit - 1.pptxmexiuro901
it is about data structures and algorithms. this ppt has all data structures like linkedlist, trees, graph,it is about data structures and algorithms. this ppt has all data structures like linkedlist, trees, graph,it is about data structures and algorithms. this ppt has all data structures like linkedlist, trees, graph,
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.
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.
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.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
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.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
2. 2
Syllabus
Module 1: Introduction to Data structures, Arrays, Structures
Module 2: Stacks and Queues
Module 3: Linked Lists
Module 4: Trees
Module 5: Graphs and Hasing
3. 3
Course Objectives
• Explain the fundamentals of data structures and their applications essential
for implementing solutions to problems.
• Illustrate linear representation of data structures: Stack, Queues, Lists,
Trees and Graphs.
• Design and Develop Solutions to problems using Arrays, Structures, Stack,
Queues, Linked Lists.
• Explore usage of Trees and Graph for application development.
• Apply the Hashing techniques in mapping key value pairs.
4. 4
Course Outcomes
• Understand fundamentals of data structures and their applications
essential for programming/problem solving
• Apply Linear Data Structures such as Stack, Queues and Recursion in
solving problems.
• Apply Linear Data Structures such as Linked Lists in solving problems.
• Apply Non-Linear Data Structures such as Trees to model and solve the
real-world problem.
• Apply Non-Linear Data Structures such as Graphs model and solve the
real-world problem and Make use of Hashing techniques and resolve
collisions during mapping of key value pairs.
6. 6
Introduction: Data Structures, Classifications (Primitive & Non-Primitive), Data
structure operations (Traversing, inserting, deleting, searching, and sorting).
Review of Arrays
Structures: Array of structures, Self-Referential Structures.
Dynamic Memory Allocation Functions, Representation of Linear Arrays in
Memory, dynamically allocated arrays and Multidimensional Arrays.
Demonstration of representation of Polynomials and Sparse Matrices with arrays.
Module 1
8. 8
• Data structure is representation of the logical relationship existing between
individual elements of data.
• In other words, a data structure is a way of organizing all data items that
considers not only the elements stored but also their relationship to each
other.
• Data structure affects the design of both structural & functional aspects of
a program.
Program=Algorithm + Data Structure
Introduction
9. 9
• Data structure is representation of the logical relationship existing between
individual elements of data.
• In other words, a data structure is a way of organizing all data items that
considers not only the elements stored but also their relationship to each
other.
• Data structure affects the design of both structural & functional aspects of
a program.
Program=Algorithm + Data Structure
Introduction
10. 10
• Data structures includes:
Defining operations that Performed can be on data.
Representing data in the memory.
Determining amount of memory required to store and amount of time
needed to process data.
Introduction
11. 11
• The computers are electronic data Processing machines. In order to we
need to know
How to represent data in computer?
How to access them?
What are steps to be performed to get the needed output.
Need of Data Structures
13. 13
1. Traversing: To access each data item exactly once so that it can be
processed.
2. Searching: To find out the location of the data item if it exists in the
given collection
3. Inserting: To add a new data item in the given collection of data items.
4. Deleting: To delete an existing data item from the given collection of data
items.
5. Sorting: To arrange the data items in some order i.e. in ascending or
descending order
6. Merging: To combine the data items of two sorted files into single file in
Data Structure Operations
15. 15
• Array is a data structure that can store a fixed-size sequential collection of
elements of the same type.
• An array holds several values of the same kind.
• Accessing the elements in an array is very fast. It may not be possible to
add more values than defined at the start, without copying all values into a
new array.
• An array is stored so that the position of each element can be computed
from its index.
Review of Arrays
16. 16
#include <stdio.h>
int main ()
{
int arr[10]; /* n is an array of 10 integers */
int i,j;
/* initialize elements of array n to 0 */
for(i=0;i<10;i++)
arr[i] =i+100; /* set element at location i to i + 100 */
/* output each array element's value */
for (j=0;j<10;j++)
printf("Element[%d] = %dn", j, arr[j] );
}
Declaration assignment, and accessing arrays
17. 17
#include <stdio.h>
int main() {
int arr[10], pos, value, i, n;
printf("Enter number of elements in array: ");
scanf("%d", &n);
printf("Enter %d elements: ", n);
for(i=0;i<n;i++)
scanf("%d", &arr[i]);
printf("Enter the location where you wish to insert an element: ");
scanf("%d",&pos);
printf("Enter the value to insert: ");
scanf("%d",&value);
Declaration assignment, and accessing arrays
18. 18
for (i=n-1;i>=pos-1;i--)
arr[i+1] = arr[i];
arr[pos-1] = value;
printf("Resultant array : ");
for (i=0;i<=n;i++)
printf("%dt", arr[i]);
}
Declaration assignment, and accessing arrays
19. 19
#include <stdio.h>
int main()
{
int arr[10], pos, i, n;
printf("Enter number of elements in array: ");
scanf("%d",&n);
printf("Enter %d elements: ", n);
for(i=0;i<n;i++)
scanf("%d", &arr[i]);
printf("Enter the location where you wish to delete an element: ");
scanf("%d", &pos);
To delete an element in the middle of an array
20. 20
if (pos>= n+1)
printf("Deletion not possible.n");
else
{
for (i=pos-1;i<n-1;i++)
arr[i] = arr[i+1];
}
printf("Resultant array: ");
for (i=0;i<n-1;i++)
printf("%dt", arr[i]);
return 0;
}
To delete an element in the middle of an array
21. 21
#include <stdio.h>
int main()
{
int arr[10], search, i, n;
printf("Enter the number of elements in array: ");
scanf("%d",&n);
printf("Enter %d integer(s): ", n);
for(i=0;i<n;i++)
scanf("%d", &arr[i]);
printf("Enter a number to search: ");
scanf("%d",&search);
Search an element using Linear Search (Sequential Search)
22. 22
for(i=0;i<n;i++)
{
if (arr[i] == search) /* If required element is found */
{
printf("%d is present at location %d.n", search, i+1);
break;
}
}
if(i==n)
printf("%d isn't present in the array.n", search);
return 0;
}
Search an element using Linear Search (Sequential Search)
23. 23
• Binary Search is a searching algorithm used in a sorted array by repeatedly dividing the
search interval in half.
• Binary search is used to find the position of a key in a sorted array.
• The following describes the binary search algorithm:
We compare the key with the value in the middle of the array.
If the key match found, we return its position, which is the index of the middle element
of the array.
If the key is less than the value of the middle element of the array, we repeat the
above step on the sub-array on the left. If the key is greater than the value of the
middle element of the array, we repeat the above step on the sub-array on the right.
If the sub-array to be searched has zero item, it means the key cannot be found.
Search an element using Binary Search
24. 24
#include <stdio.h>
int main()
{
int i, low, high, mid, n, key, arr[10];
printf("Enter number of elements: ");
scanf("%d",&n);
printf("Enter %d integers in ascending order: ", n);
for(i = 0; i < n; i++)
scanf("%d",&arr[i]);
printf("Enter Search Key: ");
scanf("%d", &key);
low = 0;
high = n - 1;
Search an element using Binary Search
25. 25
while (low <= high) {
mid = (low+high)/2;
if(arr[mid] == key) {
printf("%d found at location %dn", key, mid+1);
break;
}
else if(arr[mid] < key)
low = mid + 1;
else
high = mid - 1;
}
if(low > high)
printf("%d Not found! in the Array", key); }
Search an element using Binary Search
26. 26
• First Iteration (Compare and Swap)
Starting from the first index, compare the first and the second elements.
If the first element is greater than the second element, they are swapped.
Now, compare the second and the third elements. Swap them if they are not in order.
The above process goes on until the last element.
To sort an element using Bubble Sort
• Remaining Iteration
The same process goes on for the remaining iterations.
After each iteration, the largest element among the unsorted elements is placed at the
end.
• In each iteration, the comparison takes place up to the last unsorted element.
• The array is sorted when all the unsorted elements are placed at their correct positions.
27. 27
#include <stdio.h>
int main()
{
int i, j, n, arr[10];
printf("Enter number of elements: ");
scanf("%d",&n);
printf("Enter %d integers : ", n);
for(i = 0; i < n; i++)
scanf("%d",&arr[i]);
printf("Array Elements before Sorting : ");
for(i=0;i<n;i++)
printf("%dt",arr[i]);
To sort an element using Bubble Sort
28. 28
for(i=0;i<n-1;i++) {
for (j=0;j<n-i-1;j++) {
if (arr[j] > arr[j+1]){
int temp = arr[j];
arr[j] = arr[j+1];
arr[j+1] = temp;
}
}
}
printf("nArray Elements After Sorting : ");
for(i=0;i<n;i++)
printf("%dt",arr[i]);
}
To sort an element using Bubble Sort
29. 29
for(i=0;i<n-1;i++) {
for (j=0;j<n-i-1;j++) {
if (arr[j] > arr[j+1]){
int temp = arr[j];
arr[j] = arr[j+1];
arr[j+1] = temp;
}
}
}
printf("nArray Elements After Sorting : ");
for(i=0;i<n;i++)
printf("%dt",arr[i]);
}
To sort an element using Bubble Sort