Steps to solve Transportation models by North west corner method are given the presentation. North west corner method is one of the well known methods used to solve the transportation models.
This presentation is made to represent the basic transportation model. The aim of this presentation is to implement the transportation model in solving transportation problem.
Steps to solve Transportation models by North west corner method are given the presentation. North west corner method is one of the well known methods used to solve the transportation models.
This presentation is made to represent the basic transportation model. The aim of this presentation is to implement the transportation model in solving transportation problem.
This presentation covers the problems and solutions of North West Corner Method, Least cost Method and Vogels Approximation Method in Transportation Problem
The assignment problem is a special case of transportation problem in which the objective is to assign ‘m’ jobs or workers to ‘n’ machines such that the cost incurred is minimized.
Assignment Chapter - Q & A Compilation by Niraj ThapaCA Niraj Thapa
My name is Niraj Thapa. I have compiled Assignment Chapter including SM, PM & Exam Questions of AMA.
You feedback on this will be valuable inputs for me to proceed further.
This presentation covers the problems and solutions of North West Corner Method, Least cost Method and Vogels Approximation Method in Transportation Problem
The assignment problem is a special case of transportation problem in which the objective is to assign ‘m’ jobs or workers to ‘n’ machines such that the cost incurred is minimized.
Assignment Chapter - Q & A Compilation by Niraj ThapaCA Niraj Thapa
My name is Niraj Thapa. I have compiled Assignment Chapter including SM, PM & Exam Questions of AMA.
You feedback on this will be valuable inputs for me to proceed further.
Brief example showing Chi-Square computations, the impact of effect size on the Chi-Square statistic, equations for Phi and for Cramer's V, and a narrative write-up of the results. Uses hypothetical data for a Growth Mindset study, and includes supplemental materials on the Growth Mindset research.
Since a feasible solution exists only for balanced problem, it is necessary that the total availability be made equal to the total demand. To solve an unbalanced transportation problem, first of all it is converted into balance transportation problem by introducing a fictitious origin or destination which will provide the surplus supply or demand
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.
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.
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.
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.
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.
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.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
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.
Fundamentals of Electric Drives and its applications.pptx
Transportation problem
1. TRANSPORTATION PROBLEMS
Finding Basic Feasible Solution :
There are three methods
1. North-West Corner Method :
Consider an example,
P Q R S T SUPPLY
A 2 11 10 3 7 4
B 1 4 7 2 1 8
C 3 9 4 8 12 9
DEMAND 3 3 4 5 6 21
Make sure that total number of units of supply = total
number of units of demand. In this example it is 21.
North-West Corner
Method
Least-Cost method
Vogel’s
approximation
method
2. Then the transportation problem is said to be BALANCED.
Source A :
Starting from the upper left (North-
West) corner, compare the supply
and demand of A and P, and assign
the maximum possible demand to
cell AP. Make sure the demand
doesn’t exceed the supply. If it
exceeds, then move on to the next row.
In this ex, demand = 3 supply = 4. Therefore D<S. 3 units can
be assigned to AP. The remaining supply is 4-3=1.
P Q R S T SUPPLY
A 2 11 10 3 7 4/1
B 1 4 7 2 1 8
C 3 9 4 8 12 9
DEMAND 3/0 3 4 5 6 21
Now the demand of P is 0. Move onto the next column to
satisfy the demand of Q. Again compare demand and supply.
Here D>S ( 3 > 1) . Hence only 1 Unit can be assigned to AQ.
3
If D<S assign the demand to
the respective destination
and proceed horizontally.
If D>S assign the demand
to the respective
destination without
exceeding the supply and
proceed vertically.
3. P Q R S T SUPPLY
A 2 11 10 3 7 4/1/0
B 1 4 7 2 1 8
C 3 9 4 8 12 9
DEMAND 3/0 3/2 4 5 6 21
Now the demand is 2 and supply is 0. Therefore move onto
the next row. Source A has completed delivering all the
units. We next move onto Source B.
Source B :
Comparing demand and supply of B and Q we find that D<S .
Therefore we can assign 2 units to BQ
P Q R S T SUPPLY
A 2 11 10 3 7 4/1/0
B 1 4 7 2 1 8/6
C 3 9 4 8 12 9
DEMAND 3/0 3/2/0 4 5 6 21
3 1
3 1
2
4. Since demand is 0 we move on to next column to satisfy the
demand of R.
Continuing this way we obtain the following table.
P Q R S T SUPPLY
A 2 11 10 3 7 4/1/0
B 1 4 7 2 1 8/6/2/0
C 3 9 4 8 12 9/6/0
DEMAND 3/0 3/2/0 4/0 5/3/0 6 21
Minimum transportation cost is given by
Z=(3×2)+(11×1)+(4×2)+(7×4)+(2×2)+(8×3)+(12×6)= Rs 153.
3 1
2 4 2
3 6
5. 2. Least-Cost method :
Consider an example,
P Q R S T SUPPLY
A 2 11 10 3 7 4
B 1 4 7 2 1 8
C 3 9 4 8 12 9
DEMAND 3 3 4 5 6 21
Check for the minimum cost in the entire table. In this
example it is BP(1) and BT(1). Chose anyone arbitrarily.
Let us chose BP. Now compare the values of demand and
supply and assign the maximum possible demand to BP.
Strike out the 1st column since the demand becomes 0.
P Q R S T SUPPLY
A 2 11 10 3 7 4
B 1 4 7 2 1 8/5
C 3 9 4 8 12 9
DEMAND 3/0 3 4 5 6 21
3
6. Again check for the minimum cost in the remaining columns
and rows. In this ex, it is BT(1).Assign the maximum possible
demand for BT.
Now the supply has become 0. Strike out the entire 2nd row.
P Q R S T SUPPLY
A 2 11 10 3 7 4
B 1 4 7 2 1 8/5/0
C 3 9 4 8 12 9
DEMAND 3/0 3 4 5 6/1 21
Continuing this way we obtain the following table.
P Q R S T SUPPLY
A 2 11 10 3 7 4/0
B 1 4 7 2 1 8/5/0
C 3 9 4 8 12 9/6/2/1/0
DEMAND 3/0 3/0 4/0 5/1/0 6/1/0 21
3 5
3 5
4
3 4 1 1