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				<title level="a" type="main">Goal2UCM: Automatic Generation of Use Case Model from iStar Model</title>
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							<persName><forename type="first">Yilong</forename><surname>Yang</surname></persName>
							<email>yilongyang@buaa.edu.cn</email>
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								<orgName type="department">School of Software</orgName>
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								<orgName type="institution">Beihang University</orgName>
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									<country key="CN">China</country>
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							<persName><forename type="first">Younggi</forename><surname>Bok</surname></persName>
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								<orgName type="department">School of Software</orgName>
								<orgName type="laboratory">State Key Laboratory of Software Development Environment</orgName>
								<orgName type="institution">Beihang University</orgName>
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									<country key="CN">China</country>
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							<persName><forename type="first">Zhuoxi</forename><surname>Yang</surname></persName>
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							<persName><forename type="first">Eric</forename><surname>Sheriff</surname></persName>
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								<orgName type="department">School of Software</orgName>
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							<persName><surname>Li</surname></persName>
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									<country key="CN">China</country>
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								<orgName type="department">Faculty of Information Technology</orgName>
								<orgName type="institution">Beijing University of Technology</orgName>
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									<country key="CN">China</country>
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						<title level="a" type="main">Goal2UCM: Automatic Generation of Use Case Model from iStar Model</title>
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					<term>UML</term>
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					<term>system requirements</term>
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<div xmlns="http://www.tei-c.org/ns/1.0"><p>Goal-oriented modeling is an effective way for modeling and analyzing the requirements of users. It takes stakeholder's intentions as the main clue and analyzes their goals and tasks to construct hierarchical requirements model. Unified Modeling Language (UML) is a de facto standard for system requirements modeling and design. In practice, it is very desirable to have an approach to automatically transform user requirements into system requirements, then automatically generate system prototypes for requirements validation. In ICSE'19 and RE'19, we propose an approach and CASE tool RM2PT, which can automatically generate prototypes from system requirements in UML. In this paper, we focus on filling the gap between user and system requirements. Specifically, we propose an approach Goal2UCM to automatically generate the use case diagram, the system operations and interfaces of use cases from the goal-oriented model iStar based on the model-driven approach. We evaluate the proposed approach with the case study of CoCoME system. Overall, the result is satisfactory. The 93.6% of the iStar model elements can be transformed successfully, and the remaining parts of sub-goals and sub-tasks can be refined and mapped into UML models manually. The proposed approach with the developed CASE tool can be applied to the software industry for requirements engineering.</p></div>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head n="1.">Introduction</head><p>Eliciting and specifying the user requirements is the initial step of requirements engineering. Goal-oriented modeling iStar is a promising way for modeling and analyzing the requirements of users. It provides software developers and designers with a way to model the characteristics of system requirements visually and systematically. In practice, it is very desirable to have an approach to automatically transform user requirements into system requirements, then automatically generate system prototypes for requirements validation. Requirements modeling and automatic prototyping (RM2PT) <ref type="bibr" target="#b0">[1]</ref>[2] <ref type="bibr" target="#b2">[3]</ref> is an approach and a CASE tool that can automatically generate a system prototype from UML requirements models. The input models of RM2PT contains a use case diagram, the system sequence diagrams of the use case, the constraints of the system operations in the system sequence diagram, and a conceptual class diagram. The direct transformation from iStar to these UML models is challenging because iStar models lack modeling and describing abilities for the sequences of tasks and conceptual modeling.</p><p>Compared with the related works to generate a use case diagram or class diagram from iStar 1.x model, we propose an approach Goal2UCM to automatically generate a use case diagram, the system operations and interface of use cases from iStar 2.0 model based on the modeldriven approach. In addition, we implement a iStar 2.0 modeler and Goal2UCM transformer (https://istar.rm2pt.com) , which are integrated with RM2PT to support further prototype generation for requirements validation. We evaluate the proposed approach with the case study of CoCoME system. Overall, the result is satisfactory. The 93.6% elements of iStar models can be transformed successfully, and the remaining parts of sub-goal and sub-tasks can be refined and mapped into UML models manually. The contributions of this paper are summarized as follows:</p><p>• We propose an approach Goal2UCM to transform a iStar 2.0 model into a use case model, which includes a use case diagram, the system operations, the message of system operation, and the interface of use cases. • We implement the proposed approach and a iStar 2.0 modeler as the plugins in our CASE tool RM2PT to support iStar modeling and further prototype generation for requirements validation. • We demonstrate the effectiveness of the proposed Goal2UCM by CoCoME case study, in which 93.6% of the iStar model elements can be transformed successfully without any extension.</p><p>The remainder of the paper is organized as follows: Section 2 presents the related work. Section 3 introduces the iStar and use case models. Section 4 presents the proposed approach of mapping from iStar to use case model. Section 5 demonstrates the proposed approach through CoCoME case study. Section 6 concludes the paper and proposes future work.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.">Related Work</head><p>To the best of our knowledge, the related work is about the transformation from iStar 1.x model to use case diagram or class diagram. The work <ref type="bibr" target="#b3">[4]</ref> <ref type="bibr" target="#b4">[5]</ref> propose a transformation method from iStar to use case diagram, and made a tool JGOOSE to implement the methods. However, they only can the transform iStar 1.x model to a use case diagram, which is not involved other models to describe the specification of the use cases. Another work <ref type="bibr" target="#b5">[6]</ref> is to transform a iStar 1.x model to class diagram with OCL constraints. But it does not involve the transformation of use case diagram. The work <ref type="bibr" target="#b6">[7]</ref> transform the iStar 1.x model to use case diagram and class diagram. However, all system operations are encapsulated into a same class of the system and the parameters of system operation can not be transformed. The other type of work is about the transformation from natural language to UML models <ref type="bibr" target="#b7">[8]</ref>[9], it only focuses on the conceptual class diagram but not the other models in UML. In short, the current work can not full support use case model generation. We make a further step to support user requirements validation by transforming the iStar 2.0 model to use case model, which can be used to generate the prototypes to validate the user requirements.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.">iStar and UML Meta-models</head><p>The proposed approach is based on the model-driven methodology. Before starting the transformation, the meta-models of iStar and use case model are presented in this section. We use iStar 2.0 (http://istarwiki.org) as the source model and the subset use case model of UML 2.5 (https://www.omg.org/spec/UML) as the target model. The meta-models of iStar and use case model are shown in Figure <ref type="figure" target="#fig_1">1</ref>.</p><p>iStar Model: The transformation does not cover all elements of the model. For the iStar model, the classifier of the intention subject is Actor, which has two sub classes Agent and Role. Base on the element definitions iStar specification, the Agent is the instance of the subject with the Role. The Role of iStar is semantically equivalent to the Actor in UML. Moreover, the Actor has several intentions, which can be a Goal, Task, and Resource. The Goal is the state that the Actor wants to achieve with a clear achievement standard. The Task refers to the action that Actor wants to implement, usually to achieve a goal. The Resource is the physical entity or information entity that the Actor needs to execute a task.  The transformation is straightforward, we will map the semantic equivalence classifiers and their relations of iStar to the UML model. We will see transformations rules and algorithm in the next section.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.">Goal2UML: Transformation from iStar to UML models</head><p>This section presents how to transform the iStar model into UML model based on the metamodel introduced in the preliminary section. We introduce the transformation rules for the use case diagram and system operations of use case first and then present the transformation algorithm</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.1.">Transformation Rules</head><p>When transforming the use case diagram, the whole transformation process will be divided into two parts. The first part is the conversion of Actor, and the second part is the conversion of UseCase. In UML, an Actor is an external entity that interacts with the system. It can be a user, an external system that can interact with the system, or a basic device. The rule R1 describes the process of transforming role in Goal model into actor in UML.Formula R2 describes the process of transforming Goal in Goal Model into UC in UML. The UseCase describes the function of the system as a series of events and provides valuable observations for the operator. In the Goal Model, a Goal is a state that the Actor wants to achieve, and there is a clear completion standard. They all describe behavior or state from the perspective of Actor, so they can be transformed. However, not all goals can be converted to UseCase, only goals at the root can be converted. At present, we do not consider the situation when Goal is connected to another Goal through Refinement. This problem will be improved in the follow-up work.</p><p>The Task in iStar represents an action that the Actor wants to perform, usually to reach a certain Goal. The Task is corresponding to the following elements in use case model: Message and Operation. All of these elements may be involved to complete a single task in the entire UseCase. They describe the process of the same task. But if the Task is connected by multiple other Intentional Elements with OrRefinement, it will not be transformed in our case. The rules R3 and R4 describe the process of transforming </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.2.">Transformation Algorithm</head><p>To use the above transformation rules, we propose the transformation algorithm in this section.</p><p>It takes an iStar model as the input and outputs UML models. Firstly, it retrieves all the Role in iStar model, and then applies the rule 𝑅 1 to transform all roles into the actors in UML. For each top goal of the Role in iStar, if there is no refinement type connection for the current Goal, it indicates that the goal is in the root node section, and the algorithm apply the rule 𝑅 2 to transform it into the UseCase of UML. If the current Task is not connected by other tasks or goals with OrRefinement, the rules 𝑅 3 and 𝑅 4 will be executed, and the current Task will be transformed into CallMessage, ReturnMessage in UML, otherwise, no transformation will be performed. Moreover, the rule 𝑅 5 to transform the Task in the Goal model into the Operation in UML. Then the rule 𝑅 6 under the element to transform the Resource in the Goal model into a Parameter in UML. Finally, the algorithm assembles all the transformed elements of UML and outputs a file uml.xmi. </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.">Evaluation</head><p>In this section, we use CoCoME case study (https://www.cocome.org) to evaluate and demonstrate the effectiveness of the proposed approach. We first present a brief introduction about the case study and then show and discuss the transformation results.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.1.">CoCoME Case study</head><p>We use the case study CoCoME (Supermarket System) to demonstrate the proposed approach. The main subjects of this system are the cashier and customer. The main intention of cashier is processSale. This part constitutes a simple use case diagram. The goal processSale can be expanded to the interaction with customers. First, makeNewSale is initiated and then the enterItem loop is initiated, requiring the customers to provide the cashier with barcode and quantity information about the goods until it ends. Then we proceed to the next action, endSale. Finally, a selection to either makeCashPayment or makeCardPayment is needed. If cash payment is chosen, a specific amount is required. On the other hand, if card payment is chosen, the card account number, expiry date and fee is required. Due to space constraints, this chapter can not give a good introduction to this example. Therefore, we have made relevant web pages with detailed instructions (http://istar.rm2pt.com).</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.2.">Evaluation Results and Discussion</head><p>The transformation results are divided into the following two parts. The first part is a use case diagram, which describes the relationship between user Cashier and his/her UseCases. Then the system operations of the use cases processSale. The transformation success rate from the Goal model to the top-level use case diagram can be reaches 100%. The success rate of the system operation and message can be reaches 87.2%.   Table <ref type="table" target="#tab_5">3</ref> describes the overall transformation success rate from the Target model to Use Case model. The transformation success rate of the top-level use case diagram is 100%. Due to the lack of the information about the parameters, the transformation success rate of system operations is 87.2%, and the overall transformation success rate is 93.6%.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.">Conclusion and Future Work</head><p>In this paper, we propose an approach Goal2UCM for transforming the iStar to use case model in UML, which contains a use case diagram and the system operations with its parameters of the use cases. Overall, the result is satisfactory. The 93.6% of iStar model elements can be transformed successfully. The proposed approach is implemented and integrated with RM2PT to support requirements validation. However, the results show that some elements of UML can not be directly generated due to the lack of the information in the iStar model. In the future, we will try to extend iStar model and transformation rules with the sequence marks of the tasks to support system sequence diagram models generation as well as the contract of system operation and conceptual model to fully support the prototype generation.</p></div><figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_0"><head></head><label></label><figDesc>(a) iStar Metamodel (b) UML Metamodel</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_1"><head>Figure 1 :</head><label>1</label><figDesc>Figure 1: the subset of iStar and UML Metamodel</figDesc><graphic coords="3,94.27,299.37,202.44,119.49" type="bitmap" /></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_0"><head></head><label></label><figDesc>In the Goal Model, Actors are divided into two categories, Role and Agent. Agent is a specific instance, such as a person, organization, or department. It is not suitable to convert Agent to Actor in UML because Agent is more specific and has more limitations. Role is an abstract description of a certain group of people, such as students. It is closer to the meaning of Actor in UML, so it can be converted directly.</figDesc><table><row><cell>𝑅 1 ∶</cell><cell>𝐺𝑜𝑎𝑙𝑀𝑜𝑑𝑒𝑙.𝑅𝑜𝑙𝑒(𝑛𝑎𝑚𝑒) 𝑈 𝑀𝐿.𝐴𝑐𝑡𝑜𝑟(𝑛𝑎𝑚𝑒)</cell><cell>𝑅 2 ∶</cell><cell>𝐺𝑜𝑎𝑙𝑀𝑜𝑑𝑒𝑙.𝐺𝑜𝑎𝑙(𝑛𝑎𝑚𝑒) 𝑈 𝑀𝐿.𝑈 𝐶(𝑛𝑎𝑚𝑒)</cell></row></table></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_1"><head></head><label></label><figDesc>Task in Goal Model into child elements CallMessage and ReturnMessage of message in UML. The Task with the related Resource is corresponding to the following elements in UML: Operation and Parameter. Task is transformed into Operation, however, if the Task is connected by multiple other Intentional Elements with OrRefinement, it will not be transformed. The rule R5 describes the process of transforming Parameter in Goal Model into Operation in UML. The rule R6 describes the process of transforming Resource in Goal Model into Parameter in UML.</figDesc><table><row><cell>𝑅 3 ∶</cell><cell cols="2">𝐺𝑜𝑎𝑙𝑀𝑜𝑑𝑒𝑙.𝑇 𝑎𝑠𝑘(𝑛𝑎𝑚𝑒) 𝑈 𝑀𝐿.𝑀𝑒𝑠𝑠𝑎𝑔𝑒.𝐶𝑎𝑙𝑙𝑀𝑒𝑠𝑠𝑎𝑔𝑒(𝑛𝑎𝑚𝑒)</cell><cell cols="2">𝑅 4 ∶</cell><cell>𝐺𝑜𝑎𝑙𝑀𝑜𝑑𝑒𝑙.𝑇 𝑎𝑠𝑘(𝑛𝑎𝑚𝑒) 𝑈 𝑀𝐿.𝑀𝑒𝑠𝑠𝑎𝑔𝑒.𝑅𝑒𝑡𝑢𝑟𝑛𝑀𝑒𝑠𝑠𝑎𝑔𝑒(𝑛𝑎𝑚𝑒)</cell></row><row><cell></cell><cell>𝑅 5 ∶</cell><cell>𝐺𝑜𝑎𝑙𝑀𝑜𝑑𝑒𝑙.𝑇 𝑎𝑠𝑘(𝑛𝑎𝑚𝑒) 𝑈 𝑀𝐿.𝑂𝑝𝑒𝑟𝑎𝑡𝑖𝑜𝑛(𝑛𝑎𝑚𝑒)</cell><cell>𝑅 6 ∶</cell><cell>𝐺𝑜𝑎𝑙𝑀𝑜𝑑𝑒𝑙.𝐷𝑒𝑝𝑒𝑛𝑑𝑒𝑛𝑐𝑦.𝑅𝑒𝑠𝑜𝑢𝑟𝑐𝑒(𝑛𝑎𝑚𝑒) 𝑈 𝑀𝐿.𝑃𝑎𝑟𝑎𝑚𝑒𝑡𝑒𝑟(𝑛𝑎𝑚𝑒)</cell></row></table></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_2"><head>Algorithm 1 :</head><label>1</label><figDesc>Transformation algorithm from iStar to UML models</figDesc><table><row><cell>Input : iStar Model -iStar.xmi</cell></row><row><cell>Output : UML Model -UML.xmi</cell></row><row><cell>begin</cell></row><row><cell>roles ←retrieve(iStar.xmi);</cell></row><row><cell>for r ∈ roles do</cell></row><row><cell>apply rule 𝑅 end</cell></row><row><cell>end</cell></row><row><cell>end</cell></row><row><cell>end</cell></row><row><cell>return assemble(UML.xmi);</cell></row><row><cell>end</cell></row></table><note>1 ; elements ← getIntentions(r); for e ∈ elements do if e == Goal and isRootGoal(e) then apply rule 𝑅 2 ; end if e == Task then apply rule 𝑅 3 , 𝑅 4 , 𝑅 5 ; rs ← getRelatedResource(e); for r ∈ rs do apply rule 𝑅 6 ;</note></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_3"><head>Table 1</head><label>1</label><figDesc>Transformation result table from Goal model to Use Case diagram Use Case diagram: transform role in Goal model into Actor in UML. The goal in the root node part of the Goal model is transformed into UML UC , that is, the goal without Refinement type connection is transformed into UC. And connect them to their respective actors.</figDesc><table><row><cell>Name</cell><cell cols="4">Actor Use case Use case diagram relationships Success rate</cell></row><row><cell>Goal2UCM</cell><cell>2/2</cell><cell>4/4</cell><cell>4/4</cell><cell>100%</cell></row></table><note>* N / M N: represents the number of elements that can be converted by the algorithm, M: represents the example of cope. There are several elements in this part</note></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_4"><head>Table 2</head><label>2</label><figDesc>Conversion results from Goal model to system sequence diagram System sequence diagram: each task in the Goal model is transformed into the corresponding interaction (Call Message, Return Message, Execution) and Service (Operation) in UML, and the Resource of Dependency in the Goal model is transformed into the corresponding Service (Operation) in UML.</figDesc><table><row><cell>Name</cell><cell cols="3">System operation System service Success rate</cell></row><row><cell>Goal2UCM</cell><cell>35/47</cell><cell>17/17</cell><cell>87.2%</cell></row></table></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_5"><head>Table 3</head><label>3</label><figDesc>Transformation results from target model to UML model</figDesc><table><row><cell>Name</cell><cell cols="3">Use Case diagram System Operations Success rate</cell></row><row><cell>Goal2UCM</cell><cell>100%</cell><cell>87.2%</cell><cell>93.6%</cell></row></table></figure>
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