Submit Search
Upload
IRJET- How Artificial Intelligence Accelerates Software Development
•
0 likes
•
8 views
IRJET Journal
Follow
https://www.irjet.net/archives/V6/i8/IRJET-V6I8254.pdf
Read less
Read more
Engineering
Report
Share
Report
Share
1 of 3
Download now
Download to read offline
Recommended
IRJET- Use of Artificial Intelligence in Software Development Life Cycle Requ...
IRJET- Use of Artificial Intelligence in Software Development Life Cycle Requ...
IRJET Journal
M017548895
M017548895
IOSR Journals
IRJET- Research Study on Testing Mantle in SDLC
IRJET- Research Study on Testing Mantle in SDLC
IRJET Journal
Vivek_MK
Vivek_MK
Vivek MK
STUDY ON TECHNICAL FOCUSES AND SAMPLING COVERAGE STRATEGY OF AIRBORNE SOFTWAR...
STUDY ON TECHNICAL FOCUSES AND SAMPLING COVERAGE STRATEGY OF AIRBORNE SOFTWAR...
ijseajournal
Chapter 10 software certification
Chapter 10 software certification
Piyush Gogia
Defect Prevention Based on 5 Dimensions of Defect Origin
Defect Prevention Based on 5 Dimensions of Defect Origin
ijseajournal
Software Quality Measure
Software Quality Measure
Editor IJCATR
Recommended
IRJET- Use of Artificial Intelligence in Software Development Life Cycle Requ...
IRJET- Use of Artificial Intelligence in Software Development Life Cycle Requ...
IRJET Journal
M017548895
M017548895
IOSR Journals
IRJET- Research Study on Testing Mantle in SDLC
IRJET- Research Study on Testing Mantle in SDLC
IRJET Journal
Vivek_MK
Vivek_MK
Vivek MK
STUDY ON TECHNICAL FOCUSES AND SAMPLING COVERAGE STRATEGY OF AIRBORNE SOFTWAR...
STUDY ON TECHNICAL FOCUSES AND SAMPLING COVERAGE STRATEGY OF AIRBORNE SOFTWAR...
ijseajournal
Chapter 10 software certification
Chapter 10 software certification
Piyush Gogia
Defect Prevention Based on 5 Dimensions of Defect Origin
Defect Prevention Based on 5 Dimensions of Defect Origin
ijseajournal
Software Quality Measure
Software Quality Measure
Editor IJCATR
Seii unit4 software_process
Seii unit4 software_process
Ahmad sohail Kakar
HYBRID PRACTICES IN GLOBAL SOFTWARE DEVELOPMENT: A SYSTEMATIC LITERATURE REVIEW
HYBRID PRACTICES IN GLOBAL SOFTWARE DEVELOPMENT: A SYSTEMATIC LITERATURE REVIEW
ijseajournal
aneeshSeniorTestProfessional
aneeshSeniorTestProfessional
Aneesh Khalid
Factors Influencing the Efficacy of Agile Usage
Factors Influencing the Efficacy of Agile Usage
Dr. Amarjeet Singh
Demiana-Anis-Resume
Demiana-Anis-Resume
Demiana Anis
KV-Sridhar
KV-Sridhar
Sridhar Venkatakrishna
IV&V Cox Overview
IV&V Cox Overview
William Cox MBA, QPM, CSM, PMP, CPHIMS
Introduction to Investigation And Utilizing Lean Test Metrics In Agile Softwa...
Introduction to Investigation And Utilizing Lean Test Metrics In Agile Softwa...
IJERA Editor
Agile Development in Aerospace and Defense
Agile Development in Aerospace and Defense
Jim Nickel
IoT Development; Managing hardware and software Development
IoT Development; Managing hardware and software Development
Intland Software GmbH
STATISTICAL ANALYSIS OF METRICS FOR SOFTWARE QUALITY IMPROVEMENT
STATISTICAL ANALYSIS OF METRICS FOR SOFTWARE QUALITY IMPROVEMENT
ijseajournal
HEENA ARORA
HEENA ARORA
Heena Arora
Quality management 27
Quality management 27
al-wahidi
Software Quality Assurance and Testing at NIIT
Software Quality Assurance and Testing at NIIT
Vikas Maheshwary
Emergence of Agile Methods: Perceptions from Software Practitioners in Malaysia
Emergence of Agile Methods: Perceptions from Software Practitioners in Malaysia
Agile Software Community of India
se
se
Nitin singh
Wait for it: identifying “On-Hold” self-admitted technical debt
Wait for it: identifying “On-Hold” self-admitted technical debt
RungrojMaipradit1
CV_Sreenivas_Halappa
CV_Sreenivas_Halappa
Sreenivas H
A Review on Software Process Enhancements of Product Development in Worldwide...
A Review on Software Process Enhancements of Product Development in Worldwide...
IRJET Journal
Ch1
Ch1
Sirajuddin Mohd
The Software Engineering Profession SWE311The Software Enginee.docx
The Software Engineering Profession SWE311The Software Enginee.docx
ssusera34210
IRJET- Development Operations for Continuous Delivery
IRJET- Development Operations for Continuous Delivery
IRJET Journal
More Related Content
What's hot
Seii unit4 software_process
Seii unit4 software_process
Ahmad sohail Kakar
HYBRID PRACTICES IN GLOBAL SOFTWARE DEVELOPMENT: A SYSTEMATIC LITERATURE REVIEW
HYBRID PRACTICES IN GLOBAL SOFTWARE DEVELOPMENT: A SYSTEMATIC LITERATURE REVIEW
ijseajournal
aneeshSeniorTestProfessional
aneeshSeniorTestProfessional
Aneesh Khalid
Factors Influencing the Efficacy of Agile Usage
Factors Influencing the Efficacy of Agile Usage
Dr. Amarjeet Singh
Demiana-Anis-Resume
Demiana-Anis-Resume
Demiana Anis
KV-Sridhar
KV-Sridhar
Sridhar Venkatakrishna
IV&V Cox Overview
IV&V Cox Overview
William Cox MBA, QPM, CSM, PMP, CPHIMS
Introduction to Investigation And Utilizing Lean Test Metrics In Agile Softwa...
Introduction to Investigation And Utilizing Lean Test Metrics In Agile Softwa...
IJERA Editor
Agile Development in Aerospace and Defense
Agile Development in Aerospace and Defense
Jim Nickel
IoT Development; Managing hardware and software Development
IoT Development; Managing hardware and software Development
Intland Software GmbH
STATISTICAL ANALYSIS OF METRICS FOR SOFTWARE QUALITY IMPROVEMENT
STATISTICAL ANALYSIS OF METRICS FOR SOFTWARE QUALITY IMPROVEMENT
ijseajournal
HEENA ARORA
HEENA ARORA
Heena Arora
Quality management 27
Quality management 27
al-wahidi
Software Quality Assurance and Testing at NIIT
Software Quality Assurance and Testing at NIIT
Vikas Maheshwary
Emergence of Agile Methods: Perceptions from Software Practitioners in Malaysia
Emergence of Agile Methods: Perceptions from Software Practitioners in Malaysia
Agile Software Community of India
se
se
Nitin singh
Wait for it: identifying “On-Hold” self-admitted technical debt
Wait for it: identifying “On-Hold” self-admitted technical debt
RungrojMaipradit1
CV_Sreenivas_Halappa
CV_Sreenivas_Halappa
Sreenivas H
A Review on Software Process Enhancements of Product Development in Worldwide...
A Review on Software Process Enhancements of Product Development in Worldwide...
IRJET Journal
Ch1
Ch1
Sirajuddin Mohd
What's hot
(20)
Seii unit4 software_process
Seii unit4 software_process
HYBRID PRACTICES IN GLOBAL SOFTWARE DEVELOPMENT: A SYSTEMATIC LITERATURE REVIEW
HYBRID PRACTICES IN GLOBAL SOFTWARE DEVELOPMENT: A SYSTEMATIC LITERATURE REVIEW
aneeshSeniorTestProfessional
aneeshSeniorTestProfessional
Factors Influencing the Efficacy of Agile Usage
Factors Influencing the Efficacy of Agile Usage
Demiana-Anis-Resume
Demiana-Anis-Resume
KV-Sridhar
KV-Sridhar
IV&V Cox Overview
IV&V Cox Overview
Introduction to Investigation And Utilizing Lean Test Metrics In Agile Softwa...
Introduction to Investigation And Utilizing Lean Test Metrics In Agile Softwa...
Agile Development in Aerospace and Defense
Agile Development in Aerospace and Defense
IoT Development; Managing hardware and software Development
IoT Development; Managing hardware and software Development
STATISTICAL ANALYSIS OF METRICS FOR SOFTWARE QUALITY IMPROVEMENT
STATISTICAL ANALYSIS OF METRICS FOR SOFTWARE QUALITY IMPROVEMENT
HEENA ARORA
HEENA ARORA
Quality management 27
Quality management 27
Software Quality Assurance and Testing at NIIT
Software Quality Assurance and Testing at NIIT
Emergence of Agile Methods: Perceptions from Software Practitioners in Malaysia
Emergence of Agile Methods: Perceptions from Software Practitioners in Malaysia
se
se
Wait for it: identifying “On-Hold” self-admitted technical debt
Wait for it: identifying “On-Hold” self-admitted technical debt
CV_Sreenivas_Halappa
CV_Sreenivas_Halappa
A Review on Software Process Enhancements of Product Development in Worldwide...
A Review on Software Process Enhancements of Product Development in Worldwide...
Ch1
Ch1
Similar to IRJET- How Artificial Intelligence Accelerates Software Development
The Software Engineering Profession SWE311The Software Enginee.docx
The Software Engineering Profession SWE311The Software Enginee.docx
ssusera34210
IRJET- Development Operations for Continuous Delivery
IRJET- Development Operations for Continuous Delivery
IRJET Journal
IRJET-Towards a Methodology for the Development of Plug-In
IRJET-Towards a Methodology for the Development of Plug-In
IRJET Journal
Analyzing Optimal Practises for Web Frameworks
Analyzing Optimal Practises for Web Frameworks
IRJET Journal
Design and Monitoring Performance of Digital Properties
Design and Monitoring Performance of Digital Properties
IRJET Journal
Automatic Graphical Design Generator
Automatic Graphical Design Generator
IRJET Journal
A Comparative Study of Different types of Models in Software Development Life...
A Comparative Study of Different types of Models in Software Development Life...
IRJET Journal
Software metric analysis methods for product development
Software metric analysis methods for product development
iaemedu
Software metric analysis methods for product development
Software metric analysis methods for product development
iaemedu
Software metric analysis methods for product development maintenance projects
Software metric analysis methods for product development maintenance projects
IAEME Publication
Software process methodologies and a comparative study of various models
Software process methodologies and a comparative study of various models
iaemedu
IRJET- A Review on Bug Tracking System
IRJET- A Review on Bug Tracking System
IRJET Journal
Exploring the Efficiency of the Program using OOAD Metrics
Exploring the Efficiency of the Program using OOAD Metrics
IRJET Journal
IRJET- A Study on Software Reliability Models
IRJET- A Study on Software Reliability Models
IRJET Journal
DESQA a Software Quality Assurance Framework
DESQA a Software Quality Assurance Framework
IJERA Editor
Software Engineering Model Question Paper 5th sem (1) (1).pdf
Software Engineering Model Question Paper 5th sem (1) (1).pdf
sweta836730
Clone of an organization
Clone of an organization
IRJET Journal
Introduction Software and Software Engineering
Introduction Software and Software Engineering
infinitetechnology20
IRJET- An Sla-Aware Cloud Coalition Formation Approach for Virtualized Networks.
IRJET- An Sla-Aware Cloud Coalition Formation Approach for Virtualized Networks.
IRJET Journal
Taloring A Clouded Data Security Life Cycle Essay
Taloring A Clouded Data Security Life Cycle Essay
Marisela Stone
Similar to IRJET- How Artificial Intelligence Accelerates Software Development
(20)
The Software Engineering Profession SWE311The Software Enginee.docx
The Software Engineering Profession SWE311The Software Enginee.docx
IRJET- Development Operations for Continuous Delivery
IRJET- Development Operations for Continuous Delivery
IRJET-Towards a Methodology for the Development of Plug-In
IRJET-Towards a Methodology for the Development of Plug-In
Analyzing Optimal Practises for Web Frameworks
Analyzing Optimal Practises for Web Frameworks
Design and Monitoring Performance of Digital Properties
Design and Monitoring Performance of Digital Properties
Automatic Graphical Design Generator
Automatic Graphical Design Generator
A Comparative Study of Different types of Models in Software Development Life...
A Comparative Study of Different types of Models in Software Development Life...
Software metric analysis methods for product development
Software metric analysis methods for product development
Software metric analysis methods for product development
Software metric analysis methods for product development
Software metric analysis methods for product development maintenance projects
Software metric analysis methods for product development maintenance projects
Software process methodologies and a comparative study of various models
Software process methodologies and a comparative study of various models
IRJET- A Review on Bug Tracking System
IRJET- A Review on Bug Tracking System
Exploring the Efficiency of the Program using OOAD Metrics
Exploring the Efficiency of the Program using OOAD Metrics
IRJET- A Study on Software Reliability Models
IRJET- A Study on Software Reliability Models
DESQA a Software Quality Assurance Framework
DESQA a Software Quality Assurance Framework
Software Engineering Model Question Paper 5th sem (1) (1).pdf
Software Engineering Model Question Paper 5th sem (1) (1).pdf
Clone of an organization
Clone of an organization
Introduction Software and Software Engineering
Introduction Software and Software Engineering
IRJET- An Sla-Aware Cloud Coalition Formation Approach for Virtualized Networks.
IRJET- An Sla-Aware Cloud Coalition Formation Approach for Virtualized Networks.
Taloring A Clouded Data Security Life Cycle Essay
Taloring A Clouded Data Security Life Cycle Essay
More from IRJET Journal
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
IRJET Journal
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
IRJET Journal
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
IRJET Journal
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
IRJET Journal
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
IRJET Journal
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
IRJET Journal
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
IRJET Journal
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
IRJET Journal
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
IRJET Journal
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
IRJET Journal
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
IRJET Journal
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
IRJET Journal
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
IRJET Journal
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
IRJET Journal
React based fullstack edtech web application
React based fullstack edtech web application
IRJET Journal
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
IRJET Journal
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
IRJET Journal
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
IRJET Journal
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
IRJET Journal
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
IRJET Journal
More from IRJET Journal
(20)
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
React based fullstack edtech web application
React based fullstack edtech web application
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Recently uploaded
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
Asst.prof M.Gokilavani
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptx
KartikeyaDwivedi3
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile service
rehmti665
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
9953056974 Low Rate Call Girls In Saket, Delhi NCR
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
britheesh05
Internship report on mechanical engineering
Internship report on mechanical engineering
malavadedarshan25
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
9953056974 Low Rate Call Girls In Saket, Delhi NCR
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
eptoze12
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
hassan khalil
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
purnimasatapathy1234
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptx
wendy cai
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...
VICTOR MAESTRE RAMIREZ
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
KurinjimalarL3
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
RajaP95
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
Tsuyoshi Horigome
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
k795866
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
João Esperancinha
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
srsj9000
POWER SYSTEMS-1 Complete notes examples
POWER SYSTEMS-1 Complete notes examples
Dr. Gudipudi Nageswara Rao
Recently uploaded
(20)
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptx
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile service
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
Internship report on mechanical engineering
Internship report on mechanical engineering
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptx
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
POWER SYSTEMS-1 Complete notes examples
POWER SYSTEMS-1 Complete notes examples
IRJET- How Artificial Intelligence Accelerates Software Development
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 08 | Aug 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1392 How Artificial Intelligence Accelerates Software Development Divyanshi Kothari Software Engineer -------------------------------------------------------------------------***------------------------------------------------------------------------ Abstract - Software Engineering is the basic methodology which is used in the development of the software. Software development is a long and time consuming process due to its complexity and the critical analysis required in the creation of the software. This paper surveys the application of Artificial Intelligence (AI) approaches to the software engineering processes. These approaches can accelerate the process, resulting in saving time and resources. This will improve the quality of software systems in general. The paper intends to study the techniques developed in AI from the standpoint of software engineering. Thispaperwillhighlighttheadvantages and risks involved in AI based software systems. Key Words: Artificial Intelligence Techniques, Artificial Intelligence Design Assistance (AIDA), Natural Language, Automated Software Engineering, Software Development 1. INTRODUCTION Artificial Intelligence (AI) has progressed tremendously in the last few decades but with the recent finding and innovations, the field is undergoing explosive growth. Results have come from large and more complex neural networks, stacked with manylayers.Thisdomainspecializes in the field of computer usage which creates and constructs computational mechanism for activities that are considered to require intelligence when performedbyhumans.Artificial intelligence focuses on creating machines that can engagein behaviors that humans consider intelligent. 1.1 Artificial Intelligence in Software Engineering Software engineering is the formal introduction of engineering principles. It deals with the development and the creation of the software. Development of software is a long and complex process which goes through various phases and requires a feasible and executable code.Humans have been developing code for the creation of the software for a long time since no machine algorithm can do it better. AI could bring in a significant amount of advancement in the creation and development of this field. Categories in which AI can have a great impact on the software products: a) Ideation to code b) Software Design c) Intelligent Programming Assistants d) Automated Code Refactoring e) Strategic Decision Making 2. SOFTWARE DEVELOPMENT Software development process usually consists of some traditional techniques and patterns.Thisincludesconceptual specifying, designing, testing the conceptual construct and representation of problems that comprises thesoftwareand testing reliability of a representation.Theprocessphases are requirements, design, design testing, coding, coding testing. The basic problem of software engineering is the long delay between the requirements specificationandthedelivery ofa product. This long development cycle causes requirements to change before product arrival. This does not meet the expectations of the clients and results in loss of time and resources. Fig -1 Software Development Process Here the focus will be on the major tasks of the development process based on the standards and survey some of the AI techniques used in supporting the tasks of this process. The focus will revolve around the tasks related to requirements analysis, architecture design, coding and testing. 3. EXPERT SYSTEM DEVELOPMENT LIFE CYCLE Expert system use knowledge rather thandata tocontrol the solution process. Knowledge engineers build systems by eliciting knowledge from experts, coding, that knowledge in an appropriate form, validating the knowledge, and ultimately constructing a system using a variety of building tools. There are nine phases of Expert System Development Lifecycle (ESDL) namely: a) Problem Identification Phase b) Feasibility Study Phase c) Project Planning Phase d) Knowledge Acquisition Phase e) Knowledge Representation Phase f) Knowledge Implementation Phase g) Verification and Validation Phase h) Installation/Transition/Training i) Operation/Evaluation/Maintenance
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 08 | Aug 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1393 4. SOFTWARE REQUIREMENTS 4.1 Requirement Engineering The requirements needed are initially expressed in natural language. They are usually kept in document format which usually is used for analyzing. The activities that mainly carried in this phase are requirements elicitation, gathering and analysis and their transformation into a less ambiguous representation. Problemsarisingduringthisphaserelatedto requirements are: a) They are ambiguous b) Incomplete, vague and imprecise c) Data is volatile d) Requirements are conflicting 4.2 Knowledge Based Systems Knowledge Based System were used tostoredesignfamilies, upon the development of the requirements, input and outputs of the system’s functionality. Ontology is used to reuse, integrate, and merge data and to achieve interoperability and communication among their software systems. 4.3 Natural Language Requirements Natural language is used for writing system requirements and is also used for deriving requirements for users. Since they are more detail, natural language specifications are sometimes hard to understand. The requirements are usually over flexible. The requirements can be said in many different ways and hence leads to the ambiguity of the requirements. To use KBS at the maximum potential, you may have to look at every requirement rather than a group of requirements. There are three main problem that often arise while writing down the requirement such as: a) Lack of clarity b) Requirements confusion c) Requirements amalgamation 5. SOFTWARE ARCHITECTURE DESIGN Artificial Intelligence uses quality attributes to define a function for an architecture. Some of the quality attributes are mainly used for the design used in developing the architecture for modularity, complexity, modifiability, understandability and reusability. Modularity is usually connected to the concept of coupling and cohesion. Genetic Algorithms (GAs) can be used to search the space of possible hierarchical decompositions of a system. A fitness function can be used for capturing the data coupling and control coupling between components. The qualityattribute in the fitness function is related to the complexity and modularity of the produced architecture. Product Line Architectures, another AI technique, where variation points are explicitly defined to enhancereusability and modifiability of the code and architecture of the software. 6. SOFTWARE CODING AND TESTING 6.1 Coding Software engineers can apply AI techniques to automate the programming process. These techniques can also assist the engineers to create efficient codefortherequirementsmade. With the help of AI, an Expert System can be createdtoassist the engineers for software development. This is known as Programmer's Apprentice Project. This has the capability of interacting with human programmers the same way the humans would assist. This would in return increase productivity. These systems can generatefunctionsanddata structures needed for the entire program. Fig -2 Expert System Development 6.2 Testing Testing is one of the most expensive tasks in the development phase due to AI automation. These techniques can play a huge role in solving various constraints faced during the development and testing process. Mutation testing, generic algorithms can be developed for automating the process. Generic algorithms are now commonly used for this purpose. Fuzzy logic, another AI technique can also be used to expediate the process and to automate the process completely.
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 08 | Aug 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1394 Fig -3 Evolutionary Architecture for Software Development 7. RISK MANAGEMENT Risk Management is used for identifying the risk involved while establishing methods. These methods are implemented to avoiding those risks and reduce the impact of those risks Process of risk management usually starts during the analysis phase of the life cycle process. AI based systems are free from risks due to the automated technique used. Automatic Programming System (APS) is one of the techniques used to avoid risks. Codegeneric programmingis another technique that allows to solve problem without explicitly programming. 8. CONCLUSION Software engineering helps in building various software products but due to software engineering principles, the development process of the product delays. The quality of the product can be increased by using AI techniques in the software development lifecycle. By using AI based systems with the help of automated programming tools, we can eliminate the risk assessment phase, which in return saves our time in software development and hence builds an effective product. This paper demonstrated promising research work in the field of Artificial Intelligenceintermsof Software Engineering and its practices. REFERENCES [1] D. Kornack and P. Rakic, “Cell Proliferation without Neurogenesis in Adult Primate Neocortex,” Science, vol. 294, Dec. 2001, pp. 2127-2130, doi:10.1126/science.1065467. [2] M. Young, The Technical Writer’s Handbook. Mill Valley, CA: University Science, 1989. [3] R. Nicole, “Title of paper with only first word capitalized,” J. Name Stand. Abbrev., in press. [4] K. Elissa, “Title of paper if known,” unpublished. [5] Coulin, C., Zowghi, D., & Sahraoui, A. (2010).MUSTER:A Situational Tool for Requirements Elicitation. In F. Meziane, & S. Vadera (Eds.), Artificial Intelligence Applications for Improved Software Engineering Development: New Prospects (pp. 146-165) [6] Harmain, H. M., & Gaizauskas, R. (2003). CM-Builder: A natural language-based CASE tool for object-oriented analysis. Automated Software Engineering Journal, 10(2), 157–181 [7] Hewett, Micheal, and Rattikorn Hewett (1994). 1994 IEEE 10th Conference on Artificial Intelligence for Applications. [8] Hull, E., Jackson, K., & Dick, J. (2005). Requirements Engineering. Berlin: Springer. [9] Kof, L. (2010). From Textual Scenarios to Message Sequence Charts. In F. Meziane, & S. Vadera (Eds.), Artificial Intelligence Applications for Improved Software Engineering Development:NewProspects(pp. 83-105). [10] Smith, T. J. (1993). READS: a requirements engineering tool. Proceedings of IEEE International Symposium on Requirements Engineering, (pp. 94–97), San Diego. SSBSE (2010). http://www.ssbse.org, checked 10.5.2011. [11] Vadera, S., & Meziane, F. (1994). From EnglishtoFormal Specifications. The Computer Journal, 37(9), 753–763.
Download now