In this research, we propose to enhance the procedure of producing the UML diagrams by utilizing the Natural Language, which will help the software development to analyze the software requirements with fewer errors and efficient way.

Our architecture, composed of a BERT-type encoding layer and three feed-forward- neural-network-type decoding layers, makes it possible to produce a simple class diagram that is imperfect but consistent. Therefore, the architecture validates the approach and presents the first encouraging results.

The purpose of class diagram is to model the static view of an application. Class diagrams are the only diagrams which can be directly mapped with object-oriented languages and thus widely used at the time of construction.

the Use-case Diagram, Analysis class model, Collaboration diagram and Design class model from natural language requirements using efficient Natural Language Processing (NLP) tools. UMGAR implements a set of syntactic reconstruction rules to process complex requirements into …

Modeling class Diagram must be performed frequently, even during the development of a simple application. This paper proposes an approach to facilitate class diagram extraction from textual requirements using NLP techniques and domain ontology. Keywords-component; Class Diagram, Natural Language

After this data, we can create different UML graph as activity diagram, succession diagram, use case diagram, class diagram and other many case instruments. These blueprint and standard CASE tools require a lot of extra time and attempts from the system analyst in the midst of the path toward making, planning, naming and finishing the UML diagrams.

This work uses a big data set of UML class diagrams to utilize the power of machine learning for creating an automatic evaluator of layout quality, and for finding the particular features of diagrams that have the highest impact on the layout quality.

These methods and tools deal with the transformation of NL textual requirements to UML diagrams. The transformation process involves analyzing NL requirements and extracting relevant information...

This method aims to demonstrate the class diagram in a traditional and widespread configuration and further list out the connections among the instructions [2].

In conclusion, we derive data flow diagram (DFD) of a control system in e-learning environment designed to aid the managers for better control and decision making. I. INTRODUCTION The advance in information technology creates a need and an opportunity to access a broad diversity of information at many places and at any time.