PASSWORD STRENGTH ANALYZER USING LSTM AND CNN
Abstract & Details
Research Area
Computer Engineering
Keywords
Password strength analyzer
cnn
lstm
1D-convolution layer
machine learning
ai
Abstract
This project presents a deep learning-based password strength analyzer using CNN and LSTM networks to evaluate password security. The hybrid model processes password patterns through convolutional layers for feature extraction and LSTM layers for sequential dependency analysis. Trained on a dataset of weak and strong passwords, it predicts strength with high accuracy. The system aids in cybersecurity by identifying vulnerable passwords before they are compromised.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Binoy Shiju | Holy Grace Academy Of Engineering |
| 2 | Arathy K L | Holy Grace Academy Of Engineering |
| 3 | Adinath Manoj | Holy Grace Academy Of Engineering |
| 4 | Anriya Jaison | Holy Grace Academy Of Engineering |
| 5 | Ajith P J | Holy Grace Academy Of Engineering |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Shiju, Binoy, L, Arathy K, Manoj, Adinath, Jaison, Anriya, & J, Ajith P (2025). PASSWORD STRENGTH ANALYZER USING LSTM AND CNN. International Journal of Advance Research and Innovative Ideas In Education, 11(2), 1078-1084.
MLA Style
Shiju, Binoy, et al. "PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, 2025, pp. 1078-1084.
IEEE Style
Binoy Shiju, Arathy K L, Adinath Manoj, Anriya Jaison, and Ajith P J, "PASSWORD STRENGTH ANALYZER USING LSTM AND CNN," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, pp. 1078-1084, 2025.
Vancouver Style
Shiju Binoy, L Arathy K, Manoj Adinath, Jaison Anriya, J Ajith P. PASSWORD STRENGTH ANALYZER USING LSTM AND CNN. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):1078-1084.
Harvard Style
Shiju, Binoy, L, Arathy K, Manoj, Adinath, Jaison, Anriya, & J, Ajith P (2025) 'PASSWORD STRENGTH ANALYZER USING LSTM AND CNN', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 1078-1084.
Chicago Style
Shiju, Binoy, et al. "PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 1078-1084.
Turabian Style
Shiju, Binoy, et al. "PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 1078-1084.
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