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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 8 | Month- August 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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Volume 9 | Issue 4

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  Paper Title: A STUDY OF CONSUMER BEHAVIOUR TOWARDS SMALL CARS WITH REFERENCE TO RAJKOT CITY

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104426

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104426

  Register Paper ID - 206017

  Title: A STUDY OF CONSUMER BEHAVIOUR TOWARDS SMALL CARS WITH REFERENCE TO RAJKOT CITY

  Author Name(s): Ms. Hiral B. Vank

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3427-3436

 Year: April 2021

 Downloads: 1563

 Abstract


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Consumer Behaviour, Automobile Industry (Small Cars), Consumer Behaviour in Rajkot City.

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  Paper Title: AI ENABLED WEED DETECTION AND FARMER AIDING SYSTEM

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104425

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104425

  Register Paper ID - 205980

  Title: AI ENABLED WEED DETECTION AND FARMER AIDING SYSTEM

  Author Name(s): Guturi nitish kumar, Bodanapu Venkata hanumantha reddy, Kocherla Venkata rajulu, Dara sai Lakshmi harshitha, Krishan

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3421-3426

 Year: April 2021

 Downloads: 1531

 Abstract

Agriculture is the mainstay of human food in this world. Today with a growing population, we need to increase the productivity of agriculture a lot to meet the requirements. (Hodgson JM. The nature, n.d, p. 1) In the old days they used regular methods to increase production, such as using cow dung as fertilizer in fields. This has resulted in increased productivity sufficient to meet the needs of the population. But later, people started thinking of getting more profit by getting more results. Then came a revolt, dubbed the "Green Revolution". After this ancient use of a toxic, lethal herbicide has risen to an extreme level. In doing so, we achieve success in productivity growth, but we have forgotten the damage to the environment that will raise questions about our livelihoods in this beautiful land. So in this project, we implemented some methods to reduce the use of herbicides by only spraying them in areas where there are weeds. In this article, we implement image processing using MATLAB to define weed areas in an image we capture from fields


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image processing, planting, weed detection, spot spraying

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  Paper Title: SITA: AN EPITOME OF STRENGTH: A COMPARATIVE STUDY OF SITA: WARRIOR OF MITHILA AND RAMAYANA 3392AD

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104424

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104424

  Register Paper ID - 205969

  Title: SITA: AN EPITOME OF STRENGTH: A COMPARATIVE STUDY OF SITA: WARRIOR OF MITHILA AND RAMAYANA 3392AD

  Author Name(s): MEENU SHARMA

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3410-3420

 Year: April 2021

 Downloads: 3091

 Abstract

Myth has been projected with fresh life in contemporary narratives. This freshness is also evident in the delineation of most revered and idolized women characters like Sita, Draupadi, Sati, Gandhari, etc. Sita, firstly introduced by Maharishi Valmiki in his archaic saga Ramayana and has been refabricated distinctly over the ages. As modern literature gives a new stride to mythology, the character of Sita has been recapitulated with new dimensions. The present study would comparatively examine the character of Sita specifically in terms of her strength in two contemporary rehashings named Sita: Warrior of Mithila by Amish Tripathi and Ramayana 3392 Ad, a graphic novel by Virgin comics. Both these tales are set in assorted periods and demonstrate Sita in a completely new arena. In modern narratives, Sita has developed a persona based on her solidarity and frailties.


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Myth, Narrative, Comparison, Sita, Strength, Ramayana, Women, Modern

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  Paper Title: LINEMEN SAFETY SYSTEM

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104423

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104423

  Register Paper ID - 206025

  Title: LINEMEN SAFETY SYSTEM

  Author Name(s): LAKSHMI C R

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3404-3409

 Year: April 2021

 Downloads: 1572

 Abstract

Overload or short circuit is quite a common problem affecting electrical system and need to be corrected immediately. The function of circuit breaker is used to detect a fault condition and interrupt current flow to protect the system. When compared to fuse, a circuit breaker can be used to find fault in the system and isolate it and after fault has been rectified it is brought to normal operation. The accidental death of lineman has become a common problem which happens due to lack of miscommunication or lack of coordination between lineman and operator. In this work circuit breaker is designed in such a way that only the assigned person can operate it with the personalized password. As a result of implementing this novel method, the safety of the worker can be ensured because the line cannot be energized without his permission.


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Digital image processing

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  Paper Title: FINANCIAL INCLUSION THROUGH PRADHAN MANTRI JAN DHAN YOJANA

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104422

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104422

  Register Paper ID - 206065

  Title: FINANCIAL INCLUSION THROUGH PRADHAN MANTRI JAN DHAN YOJANA

  Author Name(s): Shanti Tamang

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3396-3403

 Year: April 2021

 Downloads: 1531

 Abstract

In many developing countries all over the world, financial inclusion has always and continues to be a major concern. Since several decades of independence, various policies and programmes recommended by the Government of India and Reserve Bank of India to have branches in rural areas in the country, financial inclusion appeared to be a distant vision. Thus, Pradhan Mantri Jan Dhan Yojana (PMJDY) was started as a part of comprehensive strategy to bring financial inclusion in the country, whose achievement has been marvellous. The PMJDY gave the chance to the unbanked residents of the nation to have a bank account with least documentation. The opening of financial sector to economically and socially weaker households, women and different other marginalised section encouraged the government to provide the benefits of various government schemes and subsidies directly to their account without spillage. The PMJDY expanded the participation of women in banking sector, in this manner guaranteeing gender equality. This article focuses on the concept and ideas of financial inclusion and it also highlights the progress of PMDJY as a comprehensive and effective financial inclusive programme in India.


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banking services, benefits, challenges. financial inclusion, progress

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  Paper Title: A STUDY ON CUSTOMER SATISFACTION TOWARDS SPLENDOR BIKES IN VADODARA CITY

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104421

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104421

  Register Paper ID - 206069

  Title: A STUDY ON CUSTOMER SATISFACTION TOWARDS SPLENDOR BIKES IN VADODARA CITY

  Author Name(s): Rahul Sharma, Jayesh Chawla, Akash Narang, Rakesh Parmar

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3381-3395

 Year: April 2021

 Downloads: 1951

 Abstract

This study has been undertaken to investigate the satisfaction of the customers in Vadodara city towards Splendor bikes using survey through questionnaire. The study is based on primary data by using self made questionnaire on google form. This study includes Splendor bikes like Hero Honda Splendor Plus, Super Splendor, Her India is a country where most of the people comes from middle class family and they use bikes for travelling because it is affordable for them and they use it on daily basis. They use bike to go on job and they try to have two Wheeler with good mileage and comfortable with low cost of maintenance so that I see around me most of office going people, college going students and workers have Splendor bike so we undertake this project work because it is helpful to know they satisfaction level. This study includes 200 responses from Vadodara city.


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Customer Expectation, Customer Relations, Customer Satisfaction, Splendor bike model, Style.

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  Paper Title: ABNORMAL TAIL GENERATION OR TAIL BIFURCATIONS IN EUTROPIS CARINATA (SCHNEIDER, 1801), FROM THE SATARA, MAHARASHTRA, INDIA

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104420

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104420

  Register Paper ID - 206067

  Title: ABNORMAL TAIL GENERATION OR TAIL BIFURCATIONS IN EUTROPIS CARINATA (SCHNEIDER, 1801), FROM THE SATARA, MAHARASHTRA, INDIA

  Author Name(s): Vidya V Patil, V. I. Kalamade, Prajakta A Chavan

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3378-3380

 Year: April 2021

 Downloads: 1542

 Abstract

Skinks are lizards belonging to the family scincidae which is one of the most diverse families of lizards. Most species of Skinks have long tapering tails, the tail can be shed to distract the predators. In such species tail can be regenerated. The new tail is often shorter and with cartilage rather than bony vertebrae. In some cases, abnormal tail regeneration may occur. Presently in the hill range of Mahabaleshwar parts of Satara district we have observed Eutropis carinata with tail bifurcation.


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mabuya ,skink ,Eutropis carinata, regeneration, tail bifurcation.

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  Paper Title: A DESCRIPTIVE STUDY TO ASSESS THE POSTNATAL CARE PRACTICES OF MOTHERS SELECTED FROM DIFFERENT CULTURES, LUDHIANA, PUNJAB.

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104419

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104419

  Register Paper ID - 205972

  Title: A DESCRIPTIVE STUDY TO ASSESS THE POSTNATAL CARE PRACTICES OF MOTHERS SELECTED FROM DIFFERENT CULTURES, LUDHIANA, PUNJAB.

  Author Name(s): Daniel Bency, Gill Kiranjot

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3372-3377

 Year: April 2021

 Downloads: 1505

 Abstract


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descriptive study, post natal care practices, mothers, different culture.

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  Paper Title: A BRIEF PICTURE OF PINEAPPLE PRODUCTION IN TRIPURA

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104418

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104418

  Register Paper ID - 206081

  Title: A BRIEF PICTURE OF PINEAPPLE PRODUCTION IN TRIPURA

  Author Name(s): P C Nunfela Darlong

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3367-3371

 Year: April 2021

 Downloads: 2022

 Abstract


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Pineapple, Tripura, Area, Growth, Variation

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  Paper Title: COMPARATIVE ANALYSIS OF DEEP LEARNING TECHNIQUES FOR ASPECT LEVEL OPINION MINING

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104417

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104417

  Register Paper ID - 205956

  Title: COMPARATIVE ANALYSIS OF DEEP LEARNING TECHNIQUES FOR ASPECT LEVEL OPINION MINING

  Author Name(s): M.Ramesh, Dr.Bandla Srinivas Rao

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3364-3366

 Year: April 2021

 Downloads: 1516

 Abstract

Customer reviews seek to determine algorithmically the product aspects and their equivalent views from a assortment of opinions. Therefore, it is very important to create methods for the e-commerce, online shopping of online going to places of interest, which are very important to analyze the good amount of social data that are present on the Web routinely. Opinion mining is defined as mining and analyzing routinely from the text, big data and talk of opinions and reviews by means of various methods, views, emotions, and opinions. In this paper, different deep learning techniques are compared and discussed for mining online reviews those are placed by customers. Our major theme is the establishment of a scheme to analyze opinions that involve judging various consumer products.


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Aspect level opinion mining, customer reviews, deep learning, sentiment analysis, opinion mining

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  Paper Title: A STUDY ON PERCEPTION AND EXPERIENCE OF MOOCS AMONG COLLEGE STUDENTS WITH SPECIAL REFERENCE TO COIMBATORE CITY

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104416

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104416

  Register Paper ID - 205989

  Title: A STUDY ON PERCEPTION AND EXPERIENCE OF MOOCS AMONG COLLEGE STUDENTS WITH SPECIAL REFERENCE TO COIMBATORE CITY

  Author Name(s): SUVETHA G, CHANDRU N

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3358-3363

 Year: April 2021

 Downloads: 1521

 Abstract

A MOOC, which is an abbreviation of massive open online course, offers free education in an online environment, with no limit on class size. MOOCs are a recent and widely researched development in distance education which was first introduced in 2006-2007 and emerged as a popular mode of learning in 2012. Early MOOCs often emphasized open-access features such as open licensing of content, structure and learning goals, to promote the reuse and remixing of resources. MOOC provide students with the opportunity to learn from the finest educational institutes, tutors and through varied technological medium laptops, smartphones, tablet, computers. Constantly improve the scope and avenue of education through participation of prominent educators and crowd sourcing. MOOCs aim to facilitate vocational and professional training so as to improve the prospects of job and employment and to achieve the global interactive and open participation of students via the internet and other medium of technologies. Interaction and communication in MOOCs will provide knowledge and personal learning network to students from the mode and connections in the digital environment. A MOOC is an online course with the option of free and open registration a publicly shared curriculum and open ended outcomes. MOOCs build on the engagement of learners who self-organize their participation according to learning goals, prior knowledge and skills, and common interests. Majority of the students holds a positive perception about online learning than the traditional learning which is more attractive. We often pay for traditional e-learning. MOOCs tend to be similar to a typical university term. E-Learning can theoretically be a one off, although many certainly do have education over times so that learning builds and is re-enforced.


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MOOCs, E-Learning, Education, Internet

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  Paper Title: ORGANISATION OF GRASS-ROOT DEMOCRACY IN INDIA: A REFLECTION

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104415

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104415

  Register Paper ID - 206124

  Title: ORGANISATION OF GRASS-ROOT DEMOCRACY IN INDIA: A REFLECTION

  Author Name(s): PRAGATI PATEL

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3354-3357

 Year: April 2021

 Downloads: 1581

 Abstract


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Grass-root democracy, rural development, panchayati raj, local self-governance

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  Paper Title: VICTIM COMPENSATION ; CURRENT CHALLENGES

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104414

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104414

  Register Paper ID - 206103

  Title: VICTIM COMPENSATION ; CURRENT CHALLENGES

  Author Name(s): Paramvir Singh Parmar

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3347-3353

 Year: April 2021

 Downloads: 1650

 Abstract

Being the welfare state, India has provided a police and judicial mechanism for the investigation of the crime and trial of the accused. It was presumed that crime and punishment is equal to innocence. It means when any person commits the crime and he is tried and punished for the same, he has again become an innocent person and eligible to live in society as he was living before his committing the crime and it is presumed that justice has been provided to the victim. The ambit of Indian criminal justice was fixed merely to convict the accused on the presumption that convicting the accused is sufficient remedy for the victim. Concentrating only upon the reformation and rehabilitation of the accused the legislature forgot to think that it is the victim who needs to be rehabilitate first. But by the passing of time, the presumption drawn by the legislature has been set aside when specific provisions have been provided in the criminal justice system for compensation to the victim either at the cost of the guilty accused or the state.


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compensation, victim, rehabilitation, reformation, presumption.

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  Paper Title: PERFORMANCE ANALYSIS OF PARTICLE SWARM OPTIMIZATION AND DYNAMIC SOURCE ROUTING FOR PACKET ROUTE OPTIMIZATION IN MOBILE AD-HOC NETWORKS

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104413

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104413

  Register Paper ID - 206056

  Title: PERFORMANCE ANALYSIS OF PARTICLE SWARM OPTIMIZATION AND DYNAMIC SOURCE ROUTING FOR PACKET ROUTE OPTIMIZATION IN MOBILE AD-HOC NETWORKS

  Author Name(s): Bhushan S. Chaudhari

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3338-3346

 Year: April 2021

 Downloads: 1485

 Abstract

Efficacy of routing in mobile ad-hoc networks has become a crucial part as a result of the enhanced use of mobile devices and the demand for self-managed networks. Most of the conventional routing protocols have their own limitations in providing secure and cost-effective services. Many researchers have proposed the use of swarm intelligence protocols for routing in MANET however none of the same provide the de-facto solution to issues related dynamic nature of MANET. A novel approach using particle swarm optimization (PSO) to provide a cost-effective solution is proposed in this paper. The experiment is performed using a network simulator tool NS2 and MATLAB. The routing performance of PSO is compared with a commonly used algorithm called dynamic source routing (DSR). This research clearly dictates that PSO is well suited to the dynamic nature of MANET and its performance is superior to DSR.


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Ad-hoc network, Particle swarm optimization, Dynamic Source Routing, Quality of Service

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  Paper Title: INFLUENCE OF CELEBRITY ENDORSEMENT ON CONSUMER BUYING BEHAVIOUR : A STUDY AMONG CUSTOMERS WITH RESPECT TO JEWELLERY INDUSTRY

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104412

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104412

  Register Paper ID - 205675

  Title: INFLUENCE OF CELEBRITY ENDORSEMENT ON CONSUMER BUYING BEHAVIOUR : A STUDY AMONG CUSTOMERS WITH RESPECT TO JEWELLERY INDUSTRY

  Author Name(s): Grandhivemula Renuka, Bapanapalli Sabari Sai Nath, Tushar Pradhan

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3331-3337

 Year: April 2021

 Downloads: 1732

 Abstract

Celebrity endorsement is the largest market in the world today. In the commercial, advertisers endorsed celebrity with their products to improve their profits and shift the views opinion of their brand, which has a positive effect on their purchasing actions. And in this study, the focus is on the endorsement on celebrities and its effect on the buying behaviour of customers and their view of the companies brand or products.


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Celebrity endorsement, Buying behaviour, Celebrity meaning.

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  Paper Title: A STUDY ON EFFECTIVENESS OF TRAINING AND DEVELOPMENT IN PUBLIC SECTOR

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104411

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104411

  Register Paper ID - 205927

  Title: A STUDY ON EFFECTIVENESS OF TRAINING AND DEVELOPMENT IN PUBLIC SECTOR

  Author Name(s): FARHIN RATHOD, DR. BIJAL SHAH

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3320-3330

 Year: April 2021

 Downloads: 1753

 Abstract

Training and development are the act of increasing knowledge and skills of an employee for doing a particular job or task. The main outcome of training is learning. A trainee learns new habits, refined skills during the training and development period which help them improving performance. It enables an employee to do the job more efficiently and effectively and prepare for the higher-level job. The main focus of this study is to determine the impact of training and development of public sectors.


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Training, Development, Public sectors, Effectiveness.

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  Paper Title: SOCIAL SECURITY CODE 2020 RIGHT TO SOCIAL SECURITY

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104410

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104410

  Register Paper ID - 206092

  Title: SOCIAL SECURITY CODE 2020 RIGHT TO SOCIAL SECURITY

  Author Name(s): Professor (Dr.) Mahesh Koolwal, Professor (Dr.) Manju Koolwal

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3308-3319

 Year: April 2021

 Downloads: 1524

 Abstract

Right to social security is a kind of natural right and it is recognized as a basic human right by most of international personality. The concept of social security was first introduced in German in the year 1883. Internationally the concept of social security as a basic human right came to play by ILO declaration Philadelphia (1944). Then this right is upheld various International Instruments like international bill of human rights (UDHR, ICESCR) and is reflected in various International conventions. The research article talks about the development and trend of the Human rights and the future of it.


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labor law, social security, human rights, UN

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  Paper Title: SOFT SKILLS OF SECONDARY SCHOOL THARU STUDENTS OF WEST CHAMPARAN

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104409

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104409

  Register Paper ID - 205985

  Title: SOFT SKILLS OF SECONDARY SCHOOL THARU STUDENTS OF WEST CHAMPARAN

  Author Name(s): Ignatius Topno, Gyandeo Mani Tripathy

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3300-3307

 Year: April 2021

 Downloads: 1546

 Abstract


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Key Words : Soft Skills, Secondary School, Tharu Students , West Champaran, extensively

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  Paper Title: PREDICTION OF COMPRESSIVE STRENGTH OF CONCRETE WITH VARIOUS ADMIXTURE

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104408

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104408

  Register Paper ID - 206148

  Title: PREDICTION OF COMPRESSIVE STRENGTH OF CONCRETE WITH VARIOUS ADMIXTURE

  Author Name(s): Yathartha Gupta, Lakshaya Gaur, Mohammad Noor Alam

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3279-3299

 Year: April 2021

 Downloads: 1505

 Abstract

Compressive strength of a concrete is the resistance against the external load. It is one of most crucial properties of hardened concrete. Concrete is very strong in compression and its determination is of utter importance. For years the traditional method of determining compressive strength has been UTM test in which sample cubes are prepared, cured, and tested under load in the Universal Testing Machine thereafter compressive strength can be obtained from strength-load relationship. In early 1940% non-destructive tests were introduced in which compressive strength was determined indirectly by relatively less time taking but a complex calibrated process. However, all these methods have time consuming and complexity drawbacks. With the advent of Artificial Intelligence. Machine learning techniques are being used to predict the compressive strength. Various techniques have shown high accuracy in predicting the compressive strength. In this work I have used one important machine learning methods which is Back Propagation Neural network (BPNN) for forecasting the 28 days strength of concrete. The actual data after normalization to reduce the range of data difference is segregated randomly into training and testing datasets which are fed to the where from the predicted dataset is obtained. The relevance factor R is computed which establishes the relationship between actual and predicted data and it is highly important parameter for defining the accuracy of the used predicting model. On the basis of high valve of relevance factor and other parameters like RMSE, RSR, MAPE, NMBE, R, E, mean, standard variation and variance, I arrived at the conclusion that BPNN was accurate and efficient model for predicting the compressive strength of concrete.


Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

RMSE, RSE, NMAPE, MAPE, ANN, BPNN, AL, ML, R, E

  License

Creative Commons Attribution 4.0 and The Open Definition

  Paper Title: A FRAMEWORK FOR STORM WATER QUANTITY AND QUALITY MODELING IN AN URBAN ENVIRONMENT

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2104407

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2104407

  Register Paper ID - 206102

  Title: A FRAMEWORK FOR STORM WATER QUANTITY AND QUALITY MODELING IN AN URBAN ENVIRONMENT

  Author Name(s): D. Allwin, R. Muthu Uthayan, S. Mathan Kumar

 Publisher Journal name: IJCRT

 Volume: 9

 Issue: 4

 Pages: 3276-3278

 Year: April 2021

 Downloads: 1519

 Abstract

As the predominant land use of a catchment area changes from rural to urban, the alterations to the natural surface cover are frequently radical that the provision for stormwater quantity and quality control becomes indispensable for the protection of lives and property. Hence the stormwater runoff quantity and quality modeling were carried out. The volume of stormwater runoff generated in the urbanised area for various return period was estimated using StormNET model. StormNET is a package comprising of hydrology, design of drainage network and graphic displays etc. The stormwater quantity modeling involves the computation of peak runoff, surface runoff volume and detention pond design to reduce the peak runoff. The stormwater quality modeling involves the quality characteristics of urban runoff, pollutant buildup, washoff rates and evaluating the effectiveness of Best Management Practices (BMPs) for reducing the pollutant loadings.


Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Urban runoff, stormNET, stormwater quantity, stormwater quality.

  License

Creative Commons Attribution 4.0 and The Open Definition



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About IJCRT

The International Journal of Creative Research Thoughts (IJCRT) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies. The goal is to promote scientific information interchange between researchers, developers, engineers, students, and practitioners working in and around the world.


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International Journal of Creative Research Thoughts (IJCRT)
ISSN: 2320-2882 | Impact Factor: 7.97 | 7.97 impact factor and ISSN Approved.
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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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