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EAAT User Manual

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1. BusinessProcess ApplicationFunction ASEE TaskFulfillment Functionality e 1 Figure 1 P2AMF Example In this manual the historic name POCL will be used as a synonym to P2ZAMF The wording will be unified with the next major release of the tool and its describing documentation 1 2 The theory behind the tool Enterprise architecture models serve several purposes Kurpjuweit and Winter identify three distinct modeling purposes with regard to information systems viz i documentation and communication ii analysis and explanation and iii design The present article focuses on the analysis and explanation which is not to denigrate the usefulness of the others The reason is that analysis and explanation are closely related to the notion of proper goals for enterprise architecture efforts For example a business goal of decreasing downtime costs immediately leads to an analysis interest in availability This in turn defines the modeling needs e g the need to collect data on mean times to failure and repair In this sense analysis is at the core of making rational decisions about information systems An analysis centric process of enterprise architecture is illustrated in Figure 2 In the first step assessment scoping the problem is described in terms of one or a set of potential future scenarios of the enterprise and in terms of the assessment criteria with its theory the PRM in the figure to be used for scenario evaluation In the s
2. Figure 8 The Views menu The P2AMF menu collects all operations to the build in calculation mechanism Options to Calculate the Model use Deterministic Calculations without sampling Check Invariants Remove all Evidences and perform Configurations are available P2AMF Show Calculate Ctrl Shift C Deterministic Calculation Check Invariants Remove All Evidences Configurations a Figure 9 The P2AMF menu The show menu can be used to display all menus and dialogs that the tool offers This is particullarly important if they have been closed to allocate more space on the screen Show View Explorer Show Viewpoints Show Navigator Show Outline Show Attribute Value j Show Error Log Alt Shift Q L Show Find Object View Show Calculation Problems Show Invalid Invariants Show OCL Console Alt Shift Q C Show Properties Figure 10 The Show menu 2 1 3 Tool bar The toolbar as displayed below allows for easy access to the most common functions of the tool n BGE g me PM Calculate A AQ 100 Snap To Grid Guidlines Figure 11 The toolbar of the EAAT Object modeler containing the most common commands Starting from the left there is a for adding new views instantiating views as they have been defined for the class diagram opening an existing model saving the model including save as undoing and redoing a performed operation deleting a selected object taking a screenshot of the currently opened model
3. Other goals could be to assess the availability interoperability or data quality of the proposed to be architecture Often several quality attributes are desirable goals In this paper without loss of generality we simplify the problem to the assessment of security of an electric power station Information about the involved systems and their organizational context is required for a good understanding of their data quality For instance it is reasonable to believe that a firewall would increase the probability that the system is secure The availability of the firewall is thus one factor that can affect the security and should therefore be recorded in the scenario model The decision maker needs to understand what information to gather and also ensure that this information is indeed collected and modeled Overall the effort aims to understand which attributes causally influence the selected goal viz data quality It might happen that the attributes identified do not directly influence the goal If so an iterative approach can be employed to identify further attributes causally affecting the attributes found in the previous iteration This iterative process continues until all paths of attributes and causal relations between them have been broken down into attributes that are directly controllable for the decision maker cf Figure 3 Goal decomposition Goal decomposition iteration result Se Figure 3 Goal decomposition method Goal
4. differences may occur EAAT Instance Modeler untitled iEaat co of File Edit Views P2AMF Show n BGA g PM Cacuate AQ A 100 Snap To Grid Guidlines Instance View Explo Navigator Viewpoints 4 CI lt 3 A w E 4h 1 0 J DataSet lt lt ActiveStructureElement gt gt f R gt gt In rastructureFunction an e 1 lt lt ApplicationService gt gt n vailability ApplicationService 1 vailabili ervice Attribute Value O Outline Histogram m uw pvp Error Log 3 Calculation Problems F Invalid Invariants Views Containing Object E Console By Ek G A Workspace Log type filter text Probability un o N Nn Oo N Message Plug in Date bdo wun gt 700 800 900 1000 1100 1200 1300 Percentages mean 1004 334429 Figure 5 The main window of the EAAT Object modeler with modeling pane menu bar tool bar and status bar This view is dominated by the large modeling area the white part of the window Apart from this there is the menu bar and the tool bar at the top of the screen and the info palette on the right To the right a properties window is presented In the lower part of the screen several tabs providing different information on the model can be found Following is a short description of the menu choices and buttons in the tool bar as well as the info palette 2 1 2 Menu bar The men
5. modeler 2 1 Starting EAAT EAAT is written in Java to enable platform independence and thus requires Java JRE to run if missing it can be downloaded at http www java com Ensure that you downloaded the latest version of EAAT at http www ics kth se eaat On windows the program is started by executing ObjectModeler exe on MAC navigate to ObjectModeler app 2 1 1 Getting familiar with the user interface When starting the object diagram editor the following dialog is displayed Open Model Lan sad GO gt Bibliotek Dokument gt eaat EAAT tutorial S k i EAAT tutoria Ordna v Ny mapp Ft Favoriter Bibliotek Dokument l H mtade filer EAAT tutorial _4 1286455176077mb E Skrivbord Tidigare platser di Dropbox Namn _ MAP eaat Bibliotek Bilder Dokument F Filmer all H mtade Filer a Musik JM Dator amp Lokal disk C LA imanes NA ICSSRVOS ics kth sel M Filnamn ModelingTutorial20120724 iEaat v eaat iEaat z ppna Avbryt vr 4 Figure 4 Start Up Dialog In this dialog the user might load a previously created model and continue his work on that Alternatively one can start with an empty model To do so a class diagram eaat file needs to be loaded Afterwards the following window is displayed t The screenshots displayed in this section are based on the Windows version of the tool The MAC version has a similar user interface however small
6. selection Indirectly controllable Directly controllable In the second step collecting evidence the scenarios need to be detailed with actual information to facilitate their analysis of them Thus once the appropriate attributes have been set the corresponding data is collected throughout the organization In particular it should be noted here that the collected data will not be perfect Rather it risks being incomplete and uncertain The tool handles this by allowing the user to enter the credibility of the evidence depending on how large the deviations from the true value are judged to be In the third and final step performing the analysis the decision alternatives are analyzed with respect to the goal set e g security The mathematical formalism plays a vital role in this analysis Using conditional probabilities and Bayes rule it is possible to infer the values of the variables in the goal decomposition under different architecture scenarios By using the PRM formalism the architecture analysis accounts for two kinds of potential uncertainties that of the attribute values as well as that of the causal relations as such Using this analysis framework the pros and cons of the scenarios can be weighted against each other in order to determine which alternative ought to be preferred 2 Modeling Object Diagrams in EAAT using the Object Modeler The theory specified in the Class modeler can be applied in the Object
7. updating the underlying class diagram calculating the model zooming auto layout changing the order of displayed instances bring to front send to back and finally adding notes to the model 2 2 Info palette Information on the current model is presented in this information area located in the lower part of the user interface Figure 12 Outline In one tab an outline providing a global overview can be found A second tab displays calculation results c f section 2 7 A Attribute Value 5 728 Histogram 12 5 10 0 fF O E f3 ge ies 50 6 f 0 925 0 950 0 975 Values mean 0 950361 Figure 13 Attribute Value View Additionally we find a section divided into tabs provided extra information on the object diagram The following tabs are provided Error Log Calculation Problems Invalid Invariants Views Containing Object Console The first three of them provide additional information in case of unexpected tool behavior during model creation or calculation The Calculation Problems helps identifying issues with the model e g multiplicities consideration that need to be resolved in order to being able to calculate the model The Invalid Invariants shows whether OCL invariants a feature of P2AMF are used properly Yet another view dealing with OCL invariants is the Console allowing to evaluate and test OCL code and to query the Object Diagram without undergoing the calculation pro
8. EAAT User Manual A guide how to use the Object Modeler Dept of Industrial Information and Control Systems KTH November 2012 Content EAAT User manual 3 1 Background 4 1 1 P2AMF Predictive Probabilistic Architecture Modeling Framework 5 L Te theory penina the LOO 2hcntsonsudiiacmosnwaiisueepeamatenyaemer nnaietmredeamecemenetamces 9 2 Modeling Object Diagrams in EAAT using the Object Modeler 12 Zk Staring EAA hissiueousiisnokeeusteyeeuul duwent are a EA raa Aa 12 2 1 1 Getting familiar with the user interface ssssesssrsrssrerrererrsne 12 Ard Menu DaF reran a E E aa eaaa 14 alo FOOD miana E A 16 22 TATO Palette riria AA E E N 16 23 gt MOGELLA Y ornon E E aa 18 2 4 INStantiating Classes nisuodennies irai r E S S EA RDA a 22 2 5 Instantiating FelationsSMipSs ceense a e D desieleatedd euewe tines 23 26 Adding CVIDENCE wiirinororina aa a A S 23 2 6 1 Copy amp paste of parts of the model ssssasesersrsssnrerererrrrrrerre 23 27 Calculating ENS mMmoodelzeyirs naa N acta tae 24 2 8 Replacement of used theory s ssssssesssrsssnnsrrrnrnnrrrnrrnennrrrrnrnrrrrnrenene 25 29 JEXPO O O XCO kordea a a N E aT a 25 Quick reference 27 Appendix 29 4 1 The structure of the Excel exports sssssssrsrrnrsnrrrsnrrnenrrrrnnrrerrrnrnnne 29 EAAT User manual This document is a user manual for the Object Modeler part of the Enterprise architecture Assessment EAAT tool For more information ab
9. EIGHT Real GETFUNCTIONALITY 0 ISAFFECTED_1_INV USE_5_ INV FUNCTIONALITY This is referring to the class UsageRelation in Figure 2 and specfies that getFunctionality operation should be utilized The operation getFunctionality is specified as follows context USAGERELATION OPERATION GETFUNCTIONALITY Q0 Real SELF ISAFFECTED_2 ASSIGNED_INV gt SELECT OCLISKINDOF APPLICATIONFUNCTION OCLASTYPE APPLICATIONFUNCTION FUNCTIONALITY gt SUM 0 where it says that getFunctionality requires no input and generates a Real as output according to a statement An example invariant noWriteAndRead can be found below context INTERNALBEHAVIORELEMENT INVARIANT NOWRITEANDREAD not READ FUNCTION_INV gt E XISTS DO PASSIVECOMPONENTSET WRITE_FUNCTION gt INCLUDES DO This specifies that objects of the class InternalBehaviorElement from Figure 2 are not allowed to both write and read the same data object A full exposition of the P2AMF language is beyond the scope Sufficient to say here that the EAAT tool now implements P2AMF using the EMF OCL plug in to the Eclipse Modeling Framework and has been employed to implement the metamodels of this paper The probabilistic aspects are implemented in a Monte Carlo fashion In every iteration the stochastic P2AMEF variables are instantiated with instance values according to their respective distribution This includes the existence of classes and relationships which
10. are sometimes instantiated sometimes not depending on the distribution Then each P2AMF statement is transformed into a proper OCL statement and evaluated using the EMF OCL interpreter The final value returned by the model when queried is a weighted mean of all the iterations JsinessService InfrastructureService ApplicationService Use 5 Functionality 2 222 90220222202000 Service EvidentialResponseTime 0 s1 Use_3 o WeightedWorkload WeightedResponseTime 0 0 GateToGate_realize_top _________ ProcessService ae i Association IsAffected_1 0 UsageRelation Regr Coeff TTF o Use 4 0 Execution Pattern GateToGate realize beats gtd pa Weight Availability GateToGate_realize_bottom 0 Execution Pattern 7 E Availability Realize_2 eeccce GateToGate_use_ Bottom Realize Sacre IsAffected_2 WeightedWorkload Use_1 WeightedResponseTime M l ApplicationComponent i eae tSet Lo ius Use_6 1 InternalBehavioralElement Function 0 aan it Availability l Dk e Evidential availability i Write_Function 5777 ActiveStructureElement RoleComponent Arrival Frequency Assigned A Association Capacity sied PerceivedUsefulness m Availability Daia Correction e toe Availabilit PerceivedEaseotUse Deterioration asentationSet a esos sins 3 Infrastructure Function
11. be specific for the case at hand this skeleton must be augmented with information about the actual states of the attributes in the model In most cases it is very difficult to have direct knowledge about complex attributes such as the information security of an enterprise otherwise this tool would serve little purpose However more low level attributes such as minimum password length or number of open ports in the firewall can usually be found While this information is generally not hard to find it is potentially very resource demanding to actually gather it all The concept of evidence handles this Evidence is knowledge about the actual states of attributes that is not certain but has a level of credibility that can be taken into account when performing the analysis The EAAT Object modeler allows the user to provide evidence s regarding the states of every attribute including the more complex ones in case such knowledge is available Evidence can be added in the Properties tab of a selected attribute c f Figure 14 2 6 1 Copy amp paste of parts of the model User can copy any object or a collection of objects from any view and the user can paste copied elements to any view as well This functionality enables fast creation of models This is done using the short cut CTR C and CTR V CMD on MAC 2 Calculating the model Once the model is complete in terms of objects relationships and evidence on the attributes it is poss
12. bject modeler uses the theoretical framework developed in the Class modeler to direct and enable complicated enterprise architecture analyses without a need for the user to be a theoretical expert The Object modeler is mainly intended to be used by enterprise architects in the industry Relationship Relationships describe how different classes relate to each other Observable regularities in the real world are modeled as relationships such as when the reliability of components decreases the maintenance costs increase Relationships based on research are created in the Class modeler where they serve as templates for analyses in the Object modeler View Represents sub set of model designed to have specialized visualizations There can be two types of views First type is normal views which are creaated by user to have some specific visualization and second type views are called analysis view which comes into being to show 4 Appendix 4 1 The structure of the Excel exports The following schema describes how the resulting excel files are structured Name Object name Attribute name Class Attribute type Continuous value Statel name Statel value Staten name Staten value Meaning The name of the object The name of the attribute The class that the object is an instance of The type of the attribute which right now is either discrete or continuous If the attribute is continuous than the continuous value af
13. cess Error Log 53 Calculation Problems F Invalid Invariants F Views Containing Object EJ Console Workspace Log type filter text Message Plug in Date Figure 14 The Info tab section The most important tab is the Properties tab located to the right of the user interface of the Object modeler The Properties tab always displays information of the selected concept whether it is a View Class Object or Relationship These characteristics can be modified directly from the tab E Properties 53 rf a S Property Value Filters Attributes true Link Label false Link Role Na false ObjectConn true Misc Figure 15 The Properties tab 2 3 Model library In the upper left corner information on the created model can be found as well as the class diagram it is based upon Four tabs provide an Instance Model Explorer View Explorer Navigator and the Viewpoint Explorer In the Instance Model Explorer we find an overview over all concepts that are defined in the loaded Class Diagram as well as the Objects that are instantiating them Instance Model Explorer View Explorer O Navigator A Viewpoints Zm 4 untitled iEaat 4 Concepts b ActiveStructureElement ApplicationCollaboration ApplicationComponent ApplicationFunction ApplicationService ApplicationServiceRequirement BehaviorElement BehaviorStructure b BusinessProcess b BusinessService b DataSet InformationRequirement b InfrastructureFunction Infrastru
14. ctureService InterfaceRequirement Language Node PassiveComponentSet ProcessServicelnterface RepresentationSet Requirement Role Service ServiceRequirement Stakeholder UsageRelation Figure 16 The Instance Model Explorer In the View Explorer the created views are presented Each view can be considered as a sub set of model The User can define as many views as he she desires O Instance Model Explorer View Explorer 3 C Navigator 7 Viewpoints m Application Usage d View Figure 17 The View Explorer The Navigator provides an overview over all the instances that are part of the currently displayed view b E ActiveStructureElement 1 BusinessProcess 1 a E BusinessService 1 E Availability E Correction E Cost E Deterioration E EvidentialAvailability E Functionality S CommunicatesSuccessfully gt E DataSet 1 33 InfrastructureFunction 1 Figure 18 The Instance Diagram Explorer Finally the Viewpoint Explorer allows considering the used class diagram and its included viewpoints O Instance Model Explorer View Explorer 7 Navigator C Viewpoints 3 gt 0 ApplicationUsage Cost DataAccuracy Interoperability Metamodel Modifiability ServiceAvailability Utility eef feel Sel Eel ef Ee ee Ee Figure 19 The Viewpoint Explorer 2 4 Instantiating Classes Classes are instantiated from the Instance Diagram Explorer At first the concept to be instan
15. econd step the scenarios are detailed by a process of evidence collection resulting in a model instantiated PRM in the figure for each scenario In the final step analysis quantitative values of the models quality attributes are calculated and the results are then visualized in the form of e g enterprise architecture diagrams Assessment Scoping Evidence Collection Analysis Model Builder Calculation Visualization Function Function Function LN Probabilistic Relational Evidence Instantiated PRM Figure 2 The process of enterprise architecture analysis with three main activities i setting the goal ii collecting evidence and iii performing the analysis More concretely assume that a decision maker in an electric utility is contemplating changes related to the configuration of a substation The modification of a new access control policy would reduce the probability that someone installs malware on a system and thereby reduce the risk that this type of unwanted software is executed The question for the decision maker is whether this change is feasible or not As mentioned in the first step assessment scoping the decision maker identifies the available decision alternatives i e the enterprise information system scenarios In this step the decision maker also needs to determine how the scenario should be evaluated i e the goal of the assessment One such goal could be to assess the security of an information system
16. ible to perform the actual assessment Since each object model instance has an underlying class model that defines the theory the user only have to request that the analysis is to take place The theory is then applied to the model using and all the attributes are evaluated The performed calculations can be configured from the properties dialog of the currently created object diagram At first the object diagram needs to be selected in the Instance Diagram Explorer r pe A i Le fF Vuntitled iEaat Concepts Templates Figure 20 In order to configure the calculations at first the Object Diagram needs to be selected As a 2 and final step the calculation can be adopted in the Properties Dialog al e e e e e e o e e e e oe e en en ee e e e e e e e eee Property Value Burnin Samples 0 Double Equality Range 0 0 Jump Range For Boolean Attributes 0 3 Pruned Uniform Jump Range For Integer Attributes 1 0 Samples 1000 Sampling Method REJECTION Uniform Jump Range For Double Attributes 0 05 Uniform Jump Range For Integer Attributes 6 0 Figure 21 Calculations are configured from the Object Diagram s Properties Dialog The Model is calculated by pressing the calculate button in the tool bar To display the result of the assessment consider the Result View as described in section 2 2 Continuous variables are either presented as single value or as probability distribution depending on the result The dis
17. idence Evidence is the data about real world circumstances collected for the purpose of enterprise architecture analysis Such evidence is never certain but rather has a level of credibility that can be taken into account when performing the analysis The EAAT Object modeler allows the user to provide evidence s regarding the states of every attribute including the more complex ones should such knowledge be available Model A model is a simplified representation of the real world specifically designed to capture the aspects relevant for a certain purpose and leave other aspects out Enterprise architecture models try to incorporate those feaatures relevant to decision making on enterprise wide information system issues The EAAT tool distinguishes two types of models the class model that speaks of general relationships such as availability and maintenance organizations and object models that speak of particular companies and situations such as the availability of system X on company Y The idea is that the class models are provided by researchers as support for the industry that deals primarily with object models Object An object is a modeling concept usually referring to something that is part of the real world Enterprise CRM system computer and project team are all examples of possible objects Objects have attributes and belong to classes Object modeler The Object modeler is used to model instances of system scenarios The O
18. out the tool project confer http www ics kth se eaat 1 Background The discipline of enterprise architecture advocates the use of models to Support decision making on enterprise wide information system issues In order to provide such support enterprise architecture models should be amenable to analyses of various properties as e g the availability performance interoperability modifiability and information security of the modeled enterprise information systems This manual describes a software tool for such analyses EAAT is an acronym for Enterprise Architecture Analysis Tool and is a software system for modeling and analysis of enterprises and their information systems The EAAT tool supports analysis of enterprise architecture models The tool guides the creaation of enterprise information system scenarios in the form of enterprise architecture models and generates quantitative assessments of the scenarios as they evolve Assessments can be of various quality attributes such as information security interoperability maintainability performance availability usability functional suitability and accuracy The EAAT tool consists of two parts the Class modeler for defining the underlying theory for the assessment and the Object modeler for modeling enterprises and performing assessments Theory definition is the activity of identifying which phenomena are relevant for achieving the system properties For instance security anal
19. rence Class modeler The Class modeler is the part of the EAAT where the underlying theory for enterprise architecture assessments is specified Here the concepts and relationships relevant for different kinds of analysis is defined thus enabling the users of the Object modeler to perform advanced assessments in an automatic easy fashion Class A class is a category that modeled elements can belong to When a modeled element in a object model belongs to a class it means that it has assigned the attributes associated with that class as defined in the class model For instance the class system might contain attributes such as information security or performance whereas for the class process might have attributes such as efficiency or cycle time Credibility Different data have different credibility depending on whether the source is reliable whether it is recently collected etc When conducting enterprise architecture analyses it is of greaat importance that models and decisions are not based on flawed or biased data By requiring the user to specify the credibility of the data used the EAAT tool manages this aspect of data collection Enterprise architecture The discipline of advocates the use of models to support decision making on enterprise wide information system issues By analyzing the relevant data in a structured and preferably quantitative way better management decisions can be made Ev
20. ter calculation If the attribute is discrete than the name of the fist state If the attribute is discrete than the probability for that state after calculation If the attribute is discrete than the name of the next state If the attribute is discrete than the probability for that state after calculation If the attribute is discrete than the name of the nth state If the attribute is discrete than the probability for that state after calculation
21. tiated needs to be selected followed by a dragging to the currently opened view leads to an addition to the currently displayed model subset If an already existing instance is dropped into the modeling area a reference to it is added to the model subset whereas new instances are created if a concept that is part of the Class Diagram is dropped into the modeling area Instantiating a Class means that the created Object has attributes associated with that type in the class model For instance the class system might contain attributes such as information security or performance whereas for the class process attributes such as efficiency or cycle time could be appropriate Attributes of the classes as well as all classes are specified by the class model the theory developed in the EAAT Class Modeler 2 5 Instantiating relationships Relationships are created between two objects and which relationships are valid is defined in the underlying class diagram To create a relationship the source object needs to be clicked Second the Alt button needs to be pressed A drag from source to target while holding ALT pressed relates the two objects 2 6 Adding evidence Creating instances of classes and relationships builds up the skeleton of the model This provides basic knowledge for performing the assessment based upon prior knowledge about the various attributes i e properties of the model In order for the assessment to
22. tic assessments incorporating these uncertainties A typical usage of P2ZAMF would thus be to create a model for predicting e g the availability of a certain type of application Assume the simple case where the availability of the application is solely dependent on the availability of the redundant servers executing the application a P2AMEF expression might look like this context APPLICATION ATTRIBUTE AVAILABLE Boolean SELF SERVER gt EXISTS S SERVER S AVAILABLE This example demonstrates the similarity between P2AME and OCL since the expression is not only a valid P2AMEF expression but also a valid OCL expression The fist line defines the context of the expression namely the application In the second line the attribute available is defined as a function of the availability of the servers that execute it In the example it is sufficient that there exists one available server for the application to be available In P2AMF two kinds of uncertainty are introduced Firstly attributes may be stochastic When attributes are instantiated their values are thus expressed as probability distributions For instance the probability distribution of the instance myServer available might be P MYSERVER AVAILABLE 0 99 The probability that a myServer instance is avail able is thus 99 For a normally distributed attribute operatingCost of the type Real with a mean value of 3 500 anda standard deviation of 200 the declaration
23. tributions are presented in terms of e Mean value e Variance e Skewness e Kurtosis e Samples e Histogram with individual amount of bins 2 8 Replacement of used theory As mentioned previously the tool supports the replacement and update of the used theory The tool tries to match and perform updates as far as possible without user involvement In case of ambiguities the tool questions the user to solve them Error Log 2 Calculation Problems Invalid Invariants Views Containing Object El Console Properties Workspace Log type filter text Message Plug in Date 1 Meta Model Replaced Successfully ics eaat concretemodelle 2012 09 26 16 14 Figure 22 If an update of the used theory was performed properly a message is displayed in the Error Log It is possible to change evidence in case the attributes have been changed 2 9 Export to excel The Object modeler of EAAT allows exporting the calculated models to Excel This allows posting process the results in other tools This can be done from the file menu through a usage of the Export to Excel option Edit Views P2AMF Show Open Model Save Ctrl Shift S Save As if nF Refresh Class Model Export To Excel Export Class Model Exit ams J Figure 23 Export to CSV In the resulting document each attribute of the model is represented as a row The complete structure of the document is described in the Appendix 3 Quick refe
24. u consists of five top menus File Edit Views P2AMF and Show The File menu offers functionality related to the model We find Open Model Save Save as Refresh Class model Export to Excel Export Class Model and Exit Refresh Class model allows replacing or updating the used class diagram and export to excel creates a spreadsheet representation of the created object diagram Export Class Model allows extracting the underlying Class model Edit Views P2AMF Show Open Model j j Save Ctrl Shift S ls Save As EA Refresh Class Model Export To Excel Export Class Model Exit Figure 6 The File menu The Edit menu allows performing a variety of operations on the model and its objects These are Undo Redo Delete Cut Copy Paste and Select All Edit Views P2AMF Show lt 2 Undo Creating and Adding Objects Ctrl Z Redo Creating and Adding Objects Ctrl Delete Delete Cut Ctrl X Copy Ctrl C Paste Ctrl V Select All Ctrl A Figure 7 The Edit menu The Views menu offers functionality for adding new views as they have been defined within the Class diagram P2AMF Show AddView gt Add View DataAccuracy i gt Tbe Add View ApplicationUsage wc Add View ServiceAvailability yncepts Add View Interoperability ActiveStructure Add View Modifiability ApplicationCol Add View Cost ApplicationCo Add View Utili ApplicationFur E ApplicationSer Add Default View ApplicationSer
25. would look like this P MYSERVER OPERATINGCOST NORMAL 3500 200 1 e the operating costs of server is normally distributed with mean 3500 and standard deviation 200 Secondly the existence of objects and relationships may be uncertain It may for instance be the case that we no longer know whether a specific server is still in service or whether it has been retired This is a case of object existence uncertainty Such uncertainty is specified using an existence at tribute E that is mandatory for all classes here using the concept class in the regular object oriented aspect of the word where the probability distribution of the instance myServer E might be P MYSERVER E 0 8 1 e there is a 80 chance that the server still exists We may also be uncertain of whether myServer is still in the cluster servicing a specific application 1 e whether there is a connection between the server and the application Similarly this relationship uncertainty is specified with an existence attribute E on the relationships In this manual the reader will be confronted with P2AMF in three ways 1 in the form of metamodel attribute specifications 11 as metamodel invariants which constrain the way in which the model may be constructed and 111 as operations which are methods that aid the specification of invariants and attributes An example metamodel attribute expression is shown below context USAGERELATION ATTRIBUTE SELF APPLICATIONW
26. ysis requires modeling of components such as firewalls intrusion detection systems anti malware functions access right definition and implementation training of personnel the existence of business continuity plans and much more In the Class modeler the structure and importance of these phenomena is modeled The Class modeler is thus mainly aimed to be used by researchers The second part of the tool is the Object modeler which is used to model instances of system scenarios The Object modeler uses the theoretical framework developed in the Class modeler The Object modeler is mainly intended to be used by the industry While this manual focuses on the Class modeler information about the Object modeler can be obtained from the project webpage at http www ics kth se 1 1 P2AMF Predictive Probabilistic Architecture Modeling Framework The Object Constraint Language OCL is a formal language typically used to describe constraints on UML models These expressions typically specify invariant conditions that must hold for the system being modeled pre and post conditions on operations and methods or queries over objects described in a model P2AMF the Predictive Probabilistic Architecture Modeling Framework is an extension of OCL for probabilistic assessment and prediction of system qualities The main feature of P2AMEF is its ability to express uncertainties of objects relations and attributes in the UML models and perform probabilis

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