Sökning: WFRF:(Saadatmand Mehrdad 1980 ) >
Automated Reuse Rec...
Automated Reuse Recommendation of Product Line Assets Based on Natural Language Requirements
-
- Abbas, Muhammad (författare)
- Mälardalens högskola,RISE,Industriella system,Mälardalens University, Sweden,Inbyggda system,Smart Industrial Automation
-
- Saadatmand, Mehrdad, 1980- (författare)
- Mälardalens högskola,RISE,Industriella system,Inbyggda system
-
- Enoiu, Eduard Paul, PhD (författare)
- Mälardalens högskola,Inbyggda system,Mälardalens University, Sweden
-
visa fler...
-
- Sundmark, Daniel (författare)
- Mälardalens högskola,Inbyggda system,Mälardalens University, Sweden
-
- Lindskog, Claes (författare)
- Bombardier Transportation AB, Sweden
-
visa färre...
-
(creator_code:org_t)
- 2020-12-01
- 2020
- Engelska.
-
Ingår i: Lecture Notes in Computer Science. - Cham : Springer Science and Business Media Deutschland GmbH. - 9783030646936 ; , s. 173-189, s. 173-189, s. 173-189
- Relaterad länk:
-
http://www.es.mdu.se...
-
visa fler...
-
https://urn.kb.se/re...
-
https://doi.org/10.1...
-
https://urn.kb.se/re...
-
https://urn.kb.se/re...
-
visa färre...
Abstract
Ämnesord
Stäng
- Software product lines (SPLs) are based on reuse rationale to aid quick and quality delivery of complex products at scale. Deriving a new product from a product line requires reuse analysis to avoid redundancy and support a high degree of assets reuse. In this paper, we propose and evaluate automated support for recommending SPL assets that can be reused to realize new customer requirements. Using the existing customer requirements as input, the approach applies natural language processing and clustering to generate reuse recommendations for unseen customer requirements in new projects. The approach is evaluated both quantitatively and qualitatively in the railway industry. Results show that our approach can recommend reuse with 74% accuracy and 57.4% exact match. The evaluation further indicates that the recommendations are relevant to engineers and can support the product derivation and feasibility analysis phase of the projects. The results encourage further study on automated reuse analysis on other levels of abstractions.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Natural language processing
- Reuse recommender
- Software product line
- Word embedding
- Automation
- Natural language processing systems
- Sales
- Customer requirements
- Feasibility analysis
- Levels of abstraction
- Natural language requirements
- Product derivation
- Product line assets
- Software product line (SPLs)
- Computer software reusability
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
Hitta via bibliotek
Till lärosätets databas