using blackboard architecture for ai problem

by Bennett Trantow 6 min read

What is blackboard Architecture in AI?

A blackboard system is an artificial intelligence approach based on the blackboard architectural model, where a common knowledge base, the "blackboard", is iteratively updated by a diverse group of specialist knowledge sources, starting with a problem specification and ending with a solution.

What are the advantages of blackboard architecture?

Advantages of Blackboard Architecture Style Blackboard architecture style provides concurrency which allows knowledge sources to work in parallel. This architecture supports experimentation for hypotheses and reusability of knowledge source components.

What are the three 3 main components of Blackboard pattern?

A blackboard system consists of three components: 1) Knowledge sources (KSs); 2) Blackboard; 3) Control component.

What is blackboard architecture in software engineering?

In software engineering, the blackboard pattern is a behavioral design pattern that provides a computational framework for the design and implementation of systems that integrate large and diverse specialized modules, and implement complex, non-deterministic control strategies.

What is repository architecture explain with example?

A repository architecture consists of a central data structure (often a database) and a collection of independent components which operate on the central data structure Examples of repository architectures include blackboard architectures, where a blackboard serves as communication centre for a collection of knowledge ...

Why is software architecture so important?

A software architect makes important decisions regarding the software that goes on to define its overall integrity. A good software architecture helps define attributes such as performance, quality, scalability, maintainability, manageability, and usability.Jul 12, 2021

What makes a good architecture?

Architectures must have both form and function and it is a good test of an architecture to measure its elegance. An architecture that is well designed will tend to be elegant and have a simplicity of form that will be obvious to those that take the time study it.

What is pipe and filter architecture?

The Pipe and Filter is an architectural pattern for stream processing. It consists of one or more components called ​filters​. These filters will transform or filter data and then pass it on via connectors called ​pipes​.

What means software architecture?

Software architecture refers to the fundamental structures of a software system and the discipline of creating such structures and systems. Each structure comprises software elements, relations among them, and properties of both elements and relations.

What is reference architecture document?

A reference architecture is a document or set of documents that provides recommended structures and integrations of IT products and services to form a solution. The reference architecture embodies accepted industry best practices, typically suggesting the optimal delivery method for specific technologies.

What are some disadvantages of data centric architecture?

DisadvantagesIt is more vulnerable to failure and data replication or duplication is possible.High dependency between data structure of data store and its agents.Changes in data structure highly affect the clients.Evolution of data is difficult and expensive.Cost of moving data on network for distributed data.

What is data flow architecture in software engineering?

Data Flow Architecture is transformed input data by a series of computational or manipulative components into output data. It is a computer architecture which do not have a program counter and therefore the execution is unpredictable which means behavior is indeterministic.