Impact Factor:6.549
 Scopus Suggested Journal: UNDER REVIEW for TITLE INCLUSSION

International Journal
of Computer Engineering in Research Trends (IJCERT)

Scholarly, Peer-Reviewed, Open Access and Multidisciplinary

Welcome to IJCERT

International Journal of Computer Engineering in Research Trends. Scholarly, Peer-Reviewed,Open Access and Multidisciplinary

ISSN(Online):2349-7084                 Submit Paper    Check Paper Status    Conference Proposal

Back to Current Issues

A Pattern recognition model of C++ programming language using artificial neural network via Simbrain toolkit

Shallaw Mohammed Ali, , , ,
Assistant Lecturer

Background/Objectives: In the field of software development, the diversity of programming languages increase dramatically with the increase in their complexity. This leads both programmers and researchers to develop and investigate automated tools to distinguish these programming languages. Different efforts were conducted to achieve this task using keywords of source codes of these programming languages. Therefore, instead of using keywords classification for recognition, this work is conducted to investigate the ability of detecting the pattern of a programming language characteristic by using simbrain toolkit of neural network and testing the ability of this toolkit to provide detailed analysable results. Methods/Statistical analysis: the method of achieving these objectives is by using backpropagation neural network via Simbrain toolkit based on pattern recognition methodology. Findings: The results show that Simbrain neural network of pattern recognition is able to identify and recognize the pattern of C++ programming language with high accuracy. It also shows the ability of Simbrain toolkit to represent the analysable results through percentage of certainty. Improvements/Applications: it can be noticed from the results the ability of Simbrain toolkit to provide useful platform for studying and analysing the complexity of backpropagation neural network model.

Shallaw Mohammed Ali."A Pattern recognition model of C++ programming language using artificial neural network via Simbrain toolkit ". International Journal of Computer Engineering In Research Trends (IJCERT) ,ISSN:2349-7084 ,Vol.6, Issue 10,pp.4-12, October - 2019, URL :,

Keywords : Simbrain, Pattern recognition, Artificial neural network, Backpropagation neural network.

[14] 	J.-h. C. J.-y. S. F. H. Jing Li, “Brief Introduction of Back Propagation (BP) Neural,” springer, vol. 2, pp. 553-558, 2012. 
[15] 	K. T. RashmiAmardeep, “Training Feed forward Neural Network With Backpropogation Algorithm,” International Journal Of Engineering And Computer Science, vol. 6, no. 1, pp. 19860-19866, 2017. 
[16] 	K. O. ,. S. A. M. N. Mutasem Alsmadi, “Back Propagation Algorithm : The Best Algorithm Among the Multi-layer Perceptron Algorithm,” International Journal of Computer Science and Network Security, vol. 9, no. 4, pp. 378-383, 2009. 
[17] 	Y. Z. Alaeldin Suliman, “A Review on Back-Propagation Neural Networks in the Application of Remote Sensing Image Classification,” Journal of Earth Science and Engineering, vol. 5, pp. 52-65, 2015. 
[18] 	j. y. Zachary Tosi, “Simbrain 3.0: A flexible, visually-oriented neural network simulator,” Elsevier journal neural network, vol. 83, pp. 1-10, 2016. 
[19] 	W.-L. L. ,. L. L. Tung-Hsu Hou, “Intelligent remote monitoring and diagnosis of manufacturing processes using an integrated approach of neural networks and rough sets,” Journal of Intelligent Manufacturing , vol. 14, no. 2, pp. 239-253, 2003.

DOI Link :

Download :

Refbacks : Currently there are no Refbacks


Authors are not required to pay any article-processing charges (APC) for their article to be published open access in Journal IJCERT. No charge is involved in any stage of the publication process, from administrating peer review to copy editing and hosting the final article on dedicated servers. This is free for all authors. 

News & Events

Latest issue :Volume 10 Issue 1 Articles In press

A plagiarism check will be implemented for all the articles using world-renowned software. Turnitin.

Digital Object Identifier will be assigned for all the articles being published in the Journal from September 2016 issue, i.e. Volume 3, Issue 9, 2016.

IJCERT is a member of the prestigious.Each of the IJCERT articles has its unique DOI reference.
DOI Prefix : 10.22362/ijcert

IJCERT is member of The Publishers International Linking Association, Inc. (“PILA”)

Emerging Sources Citation Index (in process)

IJCERT title is under evaluation by Scopus.

Key Dates

☞   LAST DATE OF SUBMISSION : 31st March 2023
In 7 Days

Important Announcements

All the authors, conference coordinators, conveners, and guest editors kindly check their articles' originality before submitting them to IJCERT. If any material is found to be duplicate submission or sent to other journals when the content is in the process with IJCERT, fabricated data, cut and paste (plagiarized), at any stage of processing of material, IJCERT is bound to take the following actions.
1. Rejection of the article.
2. The author will be blocked for future communication with IJCERT if duplicate articles are submitted.
3. A letter regarding this will be posted to the Principal/Director of the Institution where the study was conducted.
4. A List of blacklisted authors will be shared among the Chief Editors of other prestigious Journals
We have been screening articles for plagiarism with a world-renowned tool: Turnitin However, it is only rejected if found plagiarized. This more stern action is being taken because of the illegal behavior of a handful of authors who have been involved in ethical misconduct. The Screening and making a decision on such articles costs colossal time and resources for the journal. It directly delays the process of genuine materials.

Citation Index

Citations Indices All
Citations 1026
h-index 14
i10-index 20
Source: Google Scholar

Acceptance Rate (By Year)

Acceptance Rate (By Year)
Year Rate
2021 10.8%
2020 13.6%
2019 15.9%
2018 14.5%
2017 16.6%
2016 15.8%
2015 18.2%
2014 20.6%

Important Links

Conference Proposal