System Modeling and Perspectives

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Questions and Answers

Critically evaluate the implications of Conway's Law on system modeling, particularly in the context of evolving organizational structures within a software engineering firm.

Conway's Law dictates that system design mirrors organizational structure. Changing organizational structures necessitate corresponding adjustments in system models to maintain alignment, impacting communication, collaboration, and overall system coherence.

Formulate a scenario where the intentional introduction of 'incompleteness' in a UML model becomes a strategic advantage during early-stage requirements elicitation. What specific cognitive biases does this leverage?

An incomplete UML model can stimulate stakeholders to actively participate in the modeling process, providing missing details and correcting inaccuracies. This leverages the endowment effect and loss aversion, motivating stakeholders to 'complete' and 'improve' something they feel partial ownership of.

Synthesize a novel approach to handle temporal inconsistencies across various system models (e.g., activity diagrams, state diagrams) when dealing with systems exhibiting non-deterministic behavior. Explain potential limitations.

Implement a versioned model repository coupled with a probabilistic temporal logic verifier. Each model change triggers a new version, and the verifier assesses consistency across versions using probabilistic temporal constraints derived from system behavior. The limitation is computational complexity in verifying complex probabilistic temporal logics.

Devise a meta-modeling approach to formally represent and reason about the semantic gap between UML models and executable code. How does this facilitate automated code generation that preserves critical non-functional properties?

<p>Create a meta-model that explicitly captures the mapping between UML elements and code constructs, including pre/post conditions and invariants for each transformation. Model transformations are then verified against these semantic constraints using a theorem prover, ensuring code generation preserves critical non-functional properties like safety and security.</p> Signup and view all the answers

Articulate the theoretical limits of applying graph transformation techniques to enforce consistency across heterogeneous system models (e.g., linking a SysML parametric diagram to a UML sequence diagram).

<p>The theoretical limit is determined by the decidability of the graph isomorphism problem for the specific graph classes representing the models. If the graph classes allow for undecidable isomorphism checks, enforcing full consistency becomes impossible; approximation or restriction to specific model subsets is necessary.</p> Signup and view all the answers

Formulate a precise, concise formal definition of 'architectural drift' and 'architectural erosion' in the context of service-oriented architectures (SOA).

<p>Architectural drift is the unintentional deviation of a system's implemented architecture from its planned architecture due to localized decisions. Architectural erosion is the degradation of a system's architectural integrity due to cumulative, ad-hoc changes that violate architectural principles or constraints.</p> Signup and view all the answers

Design a novel method for quantifying the 'coupling' between components in a microservices architecture, accounting for asynchronous communication patterns and eventual consistency.

<p>Define coupling as a function of information flow complexity, incorporating factors like message volume, data dependencies, and temporal dependencies enforced through sagas or choreographies. Use entropy-based measures to quantify uncertainty propagation across services due to eventual consistency, penalizing designs with high entropy propagation.</p> Signup and view all the answers

Propose an advanced technique leveraging formal methods to guarantee the satisfaction of specific security properties (e.g., non-interference, confidentiality) across architectural transformations in a cloud-native application.

<p>Employ a refinement calculus based on process algebras (e.g., CSP) to formally model architectural transformations. Define security properties as temporal logic assertions and prove that each transformation preserves these properties through refinement checking, ensuring that no transformation introduces vulnerabilities or violates confidentiality.</p> Signup and view all the answers

Develop a conceptual framework for reasoning about the trade-offs between architectural patterns (e.g., microservices vs. monolithic) under conditions of extreme uncertainty in future system requirements and technological landscapes.

<p>Use real options analysis, treating architectural choices as investment decisions under uncertainty. Quantify the value of flexibility offered by each pattern (e.g., ability to adapt to new technologies or scale specific features) and assess the cost of deferring commitment to a particular pattern until more information is available.</p> Signup and view all the answers

In the context of self-adaptive systems, propose a decentralized architectural control loop that leverages reinforcement learning to dynamically optimize resource allocation and performance while minimizing the risk of cascading failures.

<p>Implement a multi-agent reinforcement learning system where each architectural component has an agent that learns to optimize resource allocation based on local observations and rewards. Agents coordinate via a gossip protocol to propagate information about system-wide state and reward functions, minimizing the impact of localized failures and promoting resilient adaptation.</p> Signup and view all the answers

How can you leverage 'models of existing systems' during requirements engineering?

<p>Models of existing systems help clarify what the current system does, providing a basis for discussing strengths and weaknesses that lead to new system requirements.</p> Signup and view all the answers

Explain how 'UML Activity Diagrams' can be used in defining business process models.

<p>UML activity diagrams can visually represent the flow of activities within a business process, depicting decision points, parallel processes, and the overall sequence of tasks.</p> Signup and view all the answers

Define a scenario where modeling 'system-to-system interaction' is crucial, and explain its importance.

<p>In integrating a new payment gateway with an existing e-commerce platform, modeling system-to-system interaction is crucial to identify and resolve potential communication problems and ensure seamless data exchange.</p> Signup and view all the answers

Explain the significance of defining 'system boundaries' and the factors that influence their positioning.

<p>System boundaries define what is inside and outside the system, affecting system requirements and scope. Social and organizational factors influence boundary positioning, as it can impact workload distribution and organizational influence.</p> Signup and view all the answers

Describe the role of 'context models' and what they illustrate in system architecture.

<p>Context models illustrate the operational context of a system, showing what lies outside the system boundaries and its interactions with other systems.</p> Signup and view all the answers

Explain how 'Use Case Diagrams' are utilized in system modeling and what they primarily represent.

<p>They show interactions between a system and its environment, highlighting the discrete tasks involving external interaction with the system, including the roles of actors (people or other systems).</p> Signup and view all the answers

Describe the utility and components of a 'Sequence Diagram' within UML.

<p>Sequence diagrams model interactions between actors and objects within a system, illustrating the sequence of interactions for a specific use case. Components are actors, objects, lifelines, and messages.</p> Signup and view all the answers

What is the chief purpose of a 'Class Diagram' in the context of system modeling?

<p>It models the static structure of object classes in a software system, displaying classes, attributes, and associations between those classes.</p> Signup and view all the answers

Explain the concept of 'Generalization' in class diagrams and its application for managing complexity.

<p>Generalization involves grouping entities into more general classes, allowing common characteristics to be inherited. This simplifies understanding and management of complex systems by reducing redundancy and promoting code reuse.</p> Signup and view all the answers

What is the meaning and use for 'State Diagrams' in system UML modeling?

<p>State diagrams model the dynamic behavior of a system in response to internal and external events, showing the system's states and transitions between them based on stimuli and conditions.</p> Signup and view all the answers

Distinguish between 'Data-Driven' and 'Event-Driven' modeling approaches, and provide use case examples for each.

<p>Data-driven modeling focuses on the sequence of actions processing input data. Example: batch processing system. Event-driven modeling focuses on system responses to internal and external events. Example: real-time control system.</p> Signup and view all the answers

What constitutes 'Architectural Design' and what are its main motivations?

<p>Architectural design identifies system subsystems and their framework, focusing on subsystem control and communication. Motivations include managing complexity, ensuring scalability, and meeting non-functional requirements.</p> Signup and view all the answers

Describe the '4 + 1 view model of software architecture' and its components.

<p>This model involves logical, process, development, and physical views, plus use cases or scenarios used to illustrate and validate the architecture. The different components address different stakeholder concerns.</p> Signup and view all the answers

What are 'Architectural Patterns' and why are they important in software design?

<p>Architectural patterns are stylized descriptions of good design practices, tried and tested in various environments. They provide reusable solutions to common design problems, improving design quality and reducing development time and risk.</p> Signup and view all the answers

Explain the function and main components of the 'Model-View-Controller (MVC)' architectural pattern.

<p>MVC separates presentation and interaction from system data. Components include the Model (manages data), View (presents data), and Controller (manages user interaction).</p> Signup and view all the answers

Describe the key characteristics and use cases for 'Layered Architecture'.

<p>Layered architecture organizes a system into layers, each providing services to the layer above. It supports incremental development, is good for multi-level security, and is used in new facilities layered on existing systems.</p> Signup and view all the answers

Explain the fundamental principle behind the 'Repository Architecture' pattern.

<p>All data in a system is managed in a central repository, accessible to all system components, enabling independent component operation.</p> Signup and view all the answers

Characterize the 'Client-Server Architecture' model and its significance.

<p>The client-server model organizes system functionality into services provided by servers, used by clients. It enables distributed systems, centralizes resources, and offers scalability, particularly if servers are distributed.</p> Signup and view all the answers

What are main features of the 'Pipe and Filter Architecture'?

<p>It organizes data processing into discrete components (filters) connected by data flows (pipes), allowing each component to transform data. It supports reuse because it easy to add components.</p> Signup and view all the answers

What aspects are considered to choose an architectural style?

<p>Non-functional requirements, such as performance, security, safety, availability, and maintainability, highly impacts the architectural choice.</p> Signup and view all the answers

In system modelling, Differentiate between architectural patterns 'in the small' from 'in the large'.

<p>Architecture 'in the small' deals with individual programs while 'in the large' encompasses complex enterprise systems across various computers and managed by different entities.</p> Signup and view all the answers

Describe the role of the 'Interpreter' in a generic 'Language Processing System'.

<p>The interpreter fetches and executes instructions, acting upon the language that's been previously translated or compiled, thereby performing the operations specified by the system's logic.</p> Signup and view all the answers

Explain the role and application of 'Data Validation' within the context of the 'MHC-PMS' architecture described.

<p>Data validation guarantees that the data entered by the user conforms to a desired format and data entry rules prior to insertion into the data layer.</p> Signup and view all the answers

How can understanding advantages of using 'explicit architectures' be strategically essential in long-term projects?

<p>They improve stakeholder communication due to having a basis of discussion, system analysis ensures it meets its non-functional requirements, and facilitates large-scale reuse, leading to efficient product-line architectures.</p> Signup and view all the answers

In a 'Transaction Processing System', elaborate why each transaction request is processed by a 'transaction manager'.

<p>To ensure each individual transaction is properly completed before giving notification, in order to maintains the system consistency and allows to safely recover from potential failures.</p> Signup and view all the answers

How does data locality influence architectural decisions related to minimizing communication overhead, especially in distributed systems?

<p>Data locality guides decisions to colocate data-intensive computations near the data source, reducing network transfers and latency. Microservices should be organized around data ownership to minimize inter-service data access.</p> Signup and view all the answers

In the context of architectural design, how does 'cohesion' manifest itself, and why is high cohesion desirable?

<p>Cohesion manifests as the degree to which elements within a module are functionally related. High cohesion is desirable as it improves understandability, maintainability, and reusability of components by grouping logically related functionality.</p> Signup and view all the answers

How does the concept of 'non-interference' relate to security requirements in architectural design, and what patterns might be employed to achieve it?

<p>Non-interference ensures that high-security data does not influence low-security outputs. Achieved through patterns like sandboxing, information flow control, and strict separation of security domains within a layered architecture.</p> Signup and view all the answers

Discuss the challenges and trade-offs associated with implementing an 'eventually consistent' architecture, particularly concerning data integrity and real-time reporting.

<p>Challenges include potential data anomalies due to propagation delays, increased complexity in managing data conflicts, and difficulty in providing accurate, real-time reporting. Trade-offs involve balancing availability and scalability with the need for strong consistency.</p> Signup and view all the answers

What are some typical trade-offs presented in 'Client-Server Architecture'?

<p>The Client-Server architecture it's susceptible to server failure and denial of service attacks, also its performance depends on the network.</p> Signup and view all the answers

Flashcards

What is a System?

An integrated set of elements that accomplish a defined objective.

What is System modeling?

The process of developing abstract models of a system, each presenting a different view or perspective.

Models of the existing system

Used to clarify the existing system and discuss its strengths and weaknesses.

Models of the new system

Used to explain proposed requirements to system stakeholders.

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External perspective

Models the context or environment of the system.

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Interaction perspective

Models interactions between a system and its environment, or between system components.

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Structural perspective

Models the organization of a system or the structure of data processed by the system.

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Behavioral perspective

Models the dynamic behavior of the system and how it responds to events.

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UML diagram

A diagram based on the UML used to visually represent a system, its actors, roles, and actions.

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Activity diagrams

Shows the activities involved in a process or data processing.

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Use case diagrams

Shows interactions between a system and its environment.

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Sequence diagrams

Shows interactions between actors and the system, and between system components.

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Class diagrams

Shows object classes in a system and the associations between these classes.

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State diagrams

Shows how the system reacts to internal and external events.

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Context models

Used to illustrate the operational context of a system, showing what lies outside the system boundaries.

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System boundaries

Define what is inside and outside the system.

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Context models

Diagrams showing other systems in the environment, but not how the system being developed is used.

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Process models

They reveal how the system being developed is used in broader business processes.

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Interaction models

Modeling user interaction to identify user requirements.

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System-to-system interaction

Modeling system-to-system interaction to highlight potential communication problems.

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Use case

A discrete task involving external interaction with a system, represented in use case modeling.

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Sequence diagrams

Part of the UML used to model interactions between actors and objects within a system.

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Which model shows system components?

Structural models

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What are static models?

Structural models that show the system design structure.

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Class diagram

Widely used structural diagram modeling the static structure of object classes in a software system.

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Class diagrams

Shows the classes in a system and the associations between these classes.

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Association (in class diagrams)

A link between classes that indicates there is some relationship between these classes.

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Generalization

An everyday technique that is used to manage complexity.

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Aggregation model

Shows how classes that are collections are composed of other classes.

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Behavioral models

Models of the dynamic behavior of a system as it is executing, responding to stimuli from its environment.

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Data-driven systems

Systems that are primarily driven by data.

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Data-driven model

A model that shows the sequence of actions involved in processing input data and generating an associated output.

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What type of systems are often event-driven?

Real-time

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State machine models

These model the behaviour of the system in response to external and internal events.

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What is Logical(Functional)?

What the system will do.

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What is Physical?

What the system elements are, how they look, and how they are to be manufactured, integrated, and tested.

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What is System Design?

The process of designing the architecture, components, and interfaces for a system so that it meets the end-user requirements.

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Architectural design

The design process for identifying the sub-systems making up a system and the framework for sub-system control and communication.

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MVC pattern structure

Three logical components (Model, View, Controller) that interact.

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Study Notes

System Modeling

  • System is an integrated set of elements achieving a defined objective.
  • System modeling develops abstract system models, each presenting a specific viewpoint or perspective
  • Representing a system using graphical notation, commonly UML, has becoming synonymous with system modeling
  • System modeling aids analysts understand system functionality, and models facilitate customer communication

Existing and Planned System Models

  • Models of existing systems are used during requirements engineering
  • They help clarify the existing system's functions and serve as a basis for discussing strengths, weaknesses, and new system requirements
  • Models of new systems help explain proposed requirements to system stakeholders,
  • Engineers use models to discuss design proposals and document systems for implementation
  • In model-driven engineering, complete or partial system implementations can be generated from system models

System Perspectives

  • Different models can represent the system from different angles
  • External perspective: Models the system's context and environment.
  • Interaction perspective: Models interactions between the system and its environment, and among system components
  • Structural perspective: Models organizational structures of systems and the organization of data.
  • Behavioral perspective: Models a system's dynamic behavior and response to events.

Unified Modeling Language (UML) Diagrams

  • UML diagrams are based on the UML and visually representing a system as well as main actors, roles, actions, artifacts, and classes
  • This is to better understand, alter, maintain, or document system information
  • UML diagram types include activity, use case, sequence, class and state diagrams

UML Diagram Types

  • Activity diagrams illustrate activities within a process or data processing
  • Use case diagrams illustrate interactions between a system and its environment
  • Sequence diagrams illustrate interactions between actors, the system, and system components.
  • Class diagrams illustrate object classes in a system and their associations.
  • State diagrams illustrate how a system reacts to internal and external events

Use of Graphical Models

  • Facilitate discussion about existing or proposed systems and they can also support discussion even if incomplete
  • Document an existing system, and they should be accurate but need not be complete
  • Describe a system in detail to generate a system implementation, in this case it has to be both correct and complete

Context Models

  • Context models illustrate a system's operational context and what's outside system boundaries
  • Social and organizational concerns impact decisions on placing system boundaries
  • Architectural models illustrate the system and its relationship with other systems

System Boundaries

  • System boundaries define what's inside and outside the system.
  • Also show other systems employed or depended on in the system being developed
  • The position of the system boundary impacts system requirements
  • Defining a system boundary is a political decision under pressure to maximize influence or minimize workload on different organizations' parts

Process Perspective

  • Context models show other systems in the environment, but not how the target system is used
  • Process models expose how the system in focus fits into bigger business processes
  • UML activity diagrams define business process models

Interaction Models

  • User interaction modeling identifies user requirements
  • System-to-system interaction modeling reveals potential communication issues
  • Component interaction modeling reveals if system structure delivers desired system performance
  • Use case and sequence diagrams can be for interaction modeling

Use Case Modeling

  • Use cases support requirements elicitation and are now in the UML
  • Each use case represents a discrete task with external interactions to a system
  • Actors may be people or other systems
  • An overview can be shown diagrammatically as well as in detailed text form

Sequence Diagrams

  • Sequence diagrams are part of UML to model interactions between actors and objects within a system
  • Shows the sequence of interactions in a particular use case
  • Objects and actors are listed at the diagram's top, with vertical dotted lines
  • Interactions are shown with annotated arrows

Structural Models

  • Structural models show a system's organization regarding components and relationships
  • These may be static models as it relates to system design, or dynamic models when the organization is executing
  • These models are created you are discussing and designing the system architecture
  • Class diagrams are the most used structural model for modeling the static structure of object classes

Class Diagrams

  • Class diagrams are used to develop object-oriented system models to represent classes and associations
  • An object class provides is of a general definition of system objects
  • An association is a link signifies a relationship between classes
  • Early in software engineering, objects represent real-world things like patients, prescriptions, doctors etc.

Generalization

  • Generalization manages complexity daily
  • Rather than memorizing details of every entity, entities are put in general classes (animals, cars, houses) and then learn the characteristics of those classes
  • This infers that members of these classes share some characteristics e.g. squirrels and rats are rodents

Object Class Aggregation Models

  • Aggregation models show how classes as collections are composed of other classes
  • These models relate similarly to "part-of" relationships in semantic data models

Behavioral Models

-Behavioral models are of a system's dynamic behavior while executing

  • They show system responses to environmental stimuli
  • Stimuli can be data which system processes
  • Events that trigger processing, possibly with related data

Data-Driven Modeling

  • Many business systems are data-processing systems, primarily data-driven
  • They're driven by data input into system with very minimal external event processing
  • Data-driven models shows the sequence of actions in processing input data to generate output
  • The model is used in requirement analysis because they can show end-to-end processing

Event-Driven Modeling

  • Real-time systems are often event-driven
  • Event-driven modeling exhibits response to external and internal events
  • Assumes a system has a finite number of states and events cause transitions from one to another

State Machine Models

  • Model system states and system behavior in response to external and internal events
  • Showcase system responses to external stimuli
  • State machine models display system states as nodes and events as arcs through nodes
  • Statecharts are UML components and are used to model state machines

System Design

  • The chapter moves onto discussing system design

System Engineering

  • System is an integrated set of key elements that helps to achieve the goal
  • An interdisciplinary field combining engineering and engineering management
  • It focus on how the systems are designed, and managed throughout their life cycle
  • A system might be described in a broad way that includes - Logical Functional: What the system is intended to do - Physical Features: How the system aspects look, how it is produced

System Design

  • A design represents the product or the system with enough details included to enable it's implementation
  • Process of designing architectures, components and interfaces for a system to meet the requirements
  • Can be considered using systems theory to produce development
  • Model includes data, architecture, interface, component design

Architectural Design

  • This process aims at determining the sub-systems to make up as system and the subsystem control as well
  • The architecture helps facilitate how the software was designed
  • Identifying what hardware and software components make up the system to form a development framework

Architectural Design Cont..

  • Helps with the system decompose into interaction system
  • Defines relationships among the main structure elements
  • The output helps describe the software architecture

Architectural Design Cont..

  • Architectural design is part of the early stages of the design process
  • Block diagrams are used by defining an overview of the system to understand the feature of all the key components
  • This often occurs in part with specific activities
  • It allows to link the specifications through to the design process
  • It includes identifying the major components and communications within
  • The architecture of the Robot Control system

Architectural Abstraction

  • Used when the architecture is at a smaller scale concerns about individual program
  • The program components are decomposed within these programs
  • Large scope architectural issues include complex enterprise systems with programs
  • These types of services are delivered through different channels over different computers

Architectural Design Cont..

  • Advantages are to have explicit designed to have a better software architecture
  • Stakeholders: The architecture being used can help stakeholders with communication
  • System analysis helps the system to meed all the non-functional requirements
  • Large-scale reuse and helps the product to be better developed

Architectural Representation

  • A frequently used method to document is simple blocks diagrams that helps show all the relationship between different entities
  • It has been criticized because the - diagrams lack semantic structure - don't show how entities relate to each other

Box and Line Diagram

  • Boxes within the diagram help show components that have been decomposed
  • Arrows are used to define how data is transmitted or what control signals are passed between components in the direction the arrows are pointing towards
  • It's abstract and does not how visible properties related
  • They are useful for communicating ideas to relevant stakeholders

Architectural Design Decision

  • Creative process where design help helps a system reach functional and non-functional needs
  • Its a creactive processed that allows it to work differently based on different needs
  • It affects the non-fundamental characteristics of the system

Architecture and Systems Characteristics

  • Based on the close relationship to non-functional and software architecture
  • Certain architectural structures must be implemented for the system
  • Performances can be localized
  • Security can be localized within layers

Architectural Safety

  • Safety measure must localize safety features for the sub-system
  • Availability features must include redundancy
  • Maintainability includes using fine-grain replaceable components

Architectural Views

  • A four fundamental views must be considered as architecture views - Logical overview - Process Overview - Development Overview - Physical Components
  • To properly relate use case one must consider scenarios

Architectural Patterns

  • Use patterns are a means to represent and share knowledge
  • Stylized design is tried and tested in different environment
  • Pattern included different information that one they are used in and not useful in
  • Can be represented using a tabular graph design

Layered Architecture

  • It models that each sub-system is connected to the the interface of the actual system
  • This allows different abstractions, machines be be more specific and set layers of services
  • When any lay interface this allows that one adjacent layer to be impacted
  • It is often useful in structure system for this way

Repository Architecture

  • Sub-System allows that data be exchanged in two ways - The data is accessed to one central database and can be used by the subsystem - Maintain data but the subsystem must be explicitly accessed
  • If there is a amount data used the repository must be explicitly used

Client-Server Architecture

  • The data processing must be distributed with in range of components
  • It can implemented on a single computer
  • It is set with stand-alone servers but it can do a variety of things
  • The network allows clients to access servers

Applications Architectural

  • Applications are designed to help an organization meet its' needs
  • Business has many things in common
  • generic architecture system helps with system data be modified

Application Types

  • Data processings applications process in batch
  • Transactions processing is data focused
  • The events processes actions based in events
  • Formal language specifies languages

Transaction Applications

  • E-Commerce
  • Reservation systems

Language Architecture Systems

  • Compilers
  • Command Interpreters

Transaction Processing System

  • The process requests help the user better be informed and access data from the database
  • User must make an asynchronous request
  • The process must be made from transaction manager

Software architecture ATM system

  • There are 3 key components - input - process - output

Information System Architecture

  • This system has a generic architecture but needs to be layered
  • The action must be transaction based, the database needs to be up to date
  • The must include
    • interface
    • communications
    • access data
    • system data

Internet Web System

  • This system must be modeled using the approach system to create and better interface
  • Layers allow for a more customized access into Internet base
  • The server architecture also must include a multi-tier style to better function

Multi-Tier Design

  • Web sever
  • Layer applications
  • Databases

Language Processing System

  • It help the computer understand a natural language and understand it
  • Act on the instruction the language uses
  • Althirhtms are are used better access data

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