Call for Papers:Vol.11 Issue.2

Submission
Last date		 28-Apr-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-2. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN
PaperId: :  26050
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26050
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Binoy ShijuHoly Grace Academy Of Engineering
Arathy K LHoly Grace Academy Of Engineering
ADINATH MANOJHoly Grace Academy Of Engineering
ANRIYA JAISONHoly Grace Academy Of Engineering

Abstract

COMPUTER ENGINEERING
Password,CNN,LSTM,Password Strength
The Password Strength Analyzer using AI and Machine Learning is a web-based application designed to assess and enhance password security using a hybrid LSTM-CNN model. The system comprises a user-friendly frontend developed with HTML, CSS, and JavaScript, which allows users to input their passwords and receive instant feedback on their strength, score, and recommendations for improvement. The backend, built with Flask and TensorFlow, uses a pre-trained deep learning model that integrates Conv1D (CNN) for local pattern extraction and LSTM layers for capturing sequential dependencies, ensuring precise classification into Weak, Medium, or Strong categories. The model is trained on a large password dataset, tokenized at the character level, and uses padded sequences to maintain consistency. Additionally, the system performs real-time leak detection by querying the "Have I Been Pwned" API, checking if the password has appeared in known data breaches. The application also offers actionable recommendations, such as adding uppercase letters, digits, or special characters, to help users create stronger, more secure passwords. This tool provides an effective and interactive solution for promoting better password practices and strengthening online security.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 954-961
MLA Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 954-961.
APA Binoy Shiju, Arathy K L, ADINATH MANOJ, & ANRIYA JAISON. (2025). SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 954-961.
Chicago Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 954-961.
Oxford Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. 'SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 954-961. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf (Accessed : ).
Harvard Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. (2025) 'SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 954-961IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf (Accessed : )
IEEE Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON, "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 954-961, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf [Accessed : ].
Turabian Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 954-961. Available from: https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
ENABLING INCLUSIVE COMMUNICATION: A STUDY ON VOICE-BASED EMAIL SYSTEMS WITH BCRYPT, GMM, MFCC, AND AIComputer EngineeringFidha Gafoor Download
SURVEY ON BREAST CANCER DETECTION USING CNN ALGORITHMComputer Science & EngineeringAmalkrishna K B Download
Women's Safety Android AppComputer EngineeringJishnu Manoj Download
Research paper on Home Rental WebsiteComputer Science engineeringHarshita Jain Download
SURVEY ON STUDYMATE PLATFORM FOR STUDENTS USING GALE SHAPLEY ALGORITHMComputer EngineeringGodwin K J Download
TOUCHLESS MEDIA INTERACTION: A REAL-TIME HAND GESTURE CONTROLLED INTERFACE FOR VLC MEDIA PLAYBACKComputer EngineeringJeswin Joy Download
SURVEY ON NEXT GEN AI QUESTION GENERATOR USING NLPComputer EngineeringAthira Thomas Download
DeepSceneText: A Multi-Scale Transformer Framework for Accurate Text Detection and RecognitionComputer Science Engineering Lahor Purva Rajesh Download
COLOR RECOGNITION METHODS IN DIGITAL IMAGES: A REVIEW OF CLASSICAL AND DEEP LEARNING APPROACHESComputer EngineeringAshik James Download
Store sale predictionComputer EngineeringMaliha Aafrin Mujahid Sayyad Download
Applying Machine Learning Algorithms For The Classification Of Sleep DisordersInformation TechnologySIVASANKAR CHITTOOR Download
A MACHINE LEARNING FRAMEWORK FOR PRECISION CROP YIELD PREDICTION AND OPTIMIZATIONInformation TechnologyM RAM KUMAR Download
Bridging the Market Gap: A Mobile App for Direct Farmer-to-Buyer TransactionsComputer EngineeringJasmin Mehboobpash Shaikh Download
Women Safety Android AppComputer Science Engineering Prafull Bharat Awale Download
Vehicle Control using Smartwatch Integration for Intelligent Automotive SystemsComputer Science and EngineeringVankawala Kush Rakeshkumar Download
12