The future of industrial design in view of “machine learning
Abdu, S., Romouzy, A., Abou El-Yazed, M. (2020). The future of industrial design in view of “machine learning. EKB Journal Management System, 10(1), 115-127. doi: 10.21608/idj.2020.81510
Sayed Abdu; Ahmed Romouzy; Mai Abou El-Yazed. "The future of industrial design in view of “machine learning". EKB Journal Management System, 10, 1, 2020, 115-127. doi: 10.21608/idj.2020.81510
Abdu, S., Romouzy, A., Abou El-Yazed, M. (2020). 'The future of industrial design in view of “machine learning', EKB Journal Management System, 10(1), pp. 115-127. doi: 10.21608/idj.2020.81510
Abdu, S., Romouzy, A., Abou El-Yazed, M. The future of industrial design in view of “machine learning. EKB Journal Management System, 2020; 10(1): 115-127. doi: 10.21608/idj.2020.81510

The future of industrial design in view of “machine learning

International Design Journal
Article 9, Volume 10, Issue 1, January 2020, Page 115-127  XML PDF (1.22 MB)
Document Type: Original Article
DOI: 10.21608/idj.2020.81510
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Authors
Sayed Abdu1; Ahmed Romouzy2, 3; Mai Abou El-Yazed4
1Head of Industrial Design Department, Faculty of Applied Arts, Helwan University
2Lecturer, Industrial Design Department, Faculty of Applied Arts, Helwan University.
3Lecturer, Product Design Department, Faculty of Applied Arts, Badr University in Cairo.
4Teaching Assistant, Product Design Department, Faculty of Applied Arts, Badr University in Cairo.
Abstract
Artificial Intelligence (AI) is considered one of the most advanced sciences which currently utilized by the designers to improve human life through their novelties. In recent decades, many researchers have been focused on studying the impact of information technology and software implementation in product design processes. Moreover, the technology of art+9ificial intelligence and the designer responsibility in the application of this technology have been illustrated. The drought of Arab Library's from such researches encourages researchers to explore the impact of machine learning concept on the future of industrial design. In this work, a brief summary of artificial intelligence and machine learning concepts are presented. On the other hand, their relationship with the design’s future is discussed. Survey and questionnaire methods are exploited to collect a set of expectations for future life and product shapes as well as the anticipation of the role of the designer and the shape of the process of learning and teaching design. Finally, the expected future risks that may be resulted from the immersion of machine learning science in the individual life is investigated. Research Problem: The problem of research lies in the scarcity researches in the field of the impact of machine learning concept on the industrial design future. As the principle of standardization completely disappears in design and the principle of customization diminish, products personalization will be take place. Consequently, the style and the way of designing and manufacturing products will be affected. No doubt that, user experience is absolutely essential factor to guarantee brand survival, which makes artificial intelligence the main engine for personalizing the products of industrial design. Research Objectives  Analysis the impact of the machine learning concept on the design future in light of the technology of artificial intelligence and machine learning as well as its role in the full shift towards the design of personalized products. Artificial intelligence makes the product a partner in decision-making and not only to interact with the user as in interactive products in its contemporary image. Research Methodology : Inductive approach and Deductive approach,  qualitative approach and the quantitative approach,  Major Results: Artificial intelligence and machine learning help to predict user behavior and design useful insights to improve user experience.  Machine learning is the backbone of UX design because it is a very powerful source of real information which is a fruitful addition to the design of smarter products. Interaction with users is at the heart of the development cycle.  It is expected that in the next 10 years’ machine learning will become the norm responsible for the data used by the designers of the user's products and user experiences, ultimately making the end-user experience better.
Keywords
الذکاء الإنساني; Human Intelligence; الذکاء الاصطناعي; Artificial Intelligence (AI); تعلم الآلة; Machine Learning; التعلم العميق; Deep Learning (DL); التعلم المعزز; Reinforcement Learning; خبرة المستخدم; User Experience (UX)
References
  1. إسماعیل کمر، علاء. 2015. " التکیف الذکی فی تصمیم المنتج الصناعی". رسالة ماجیستیر. قسم التصمیم الصناعی. کلیة الفنون الجمیلة. جامعة بغداد.
    1.  (April 2016). ‘What Machine Learning Means for Product Development’. KarlRosaen. from http://karlrosaen.com/ml-ux/
    2. (July 11, 2017). ‘Branches of Artificial Intelligence (AI)’. Sanket. Retrieved 19/11/2018, from http://sanket.khandare.com/branches-of-artificial-intelligence-ai-part-1/
    3.  ‘What is Machine Learning? A definition’. Expertsystem. Retrieved June 30, 2018, from  https://www.expertsystem.com/machine-learning-definition/
    4. Blumenfeld, B. (June 27, 2017) ‘How influential is machine learning in the field of product design?’. Quora. Retrieved 19/6/2019from https://www.quora.com/How-influential-is-machine-learning-in-the-field-of-product-design
    5. Burgett, K. (June 20, 2019) ‘How is machine learning impacting designs?’. Quora. Retrieved 20/6/2019from https://www.quora.com/How-is-machine-learning-impacting-designs
    6. COPELAND, M.  (July 29, 2016). ‘What’s the Difference Between Artificial Intelligence, Machine Learning, and Deep Learning?’. Nvidia. Retrieved 25/2/2019 from https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/
    7. Elsevier, Publishing company. (2017). ‘Which countries and universities are leading on AI research?’. Times Higher Education. Retrieved. 9/8/2019, from https://www.timeshighereducation.com/data-bites/which-countries-and-universities-are-leading-ai-research
    8. Faggella, D. (February 19, 2019). ‘What is Machine Learning?’. Emerj. from https://emerj.com/ai-glossary-terms/what-is-machine-learning/
    9. Girling, R. (January 4, 2017). ‘AI and the future of design: What will the designer of 2025 look like?’. O. reilly. Retrieved. 4/6/2019, from https://www.oreilly.com/ideas/ai-and-the-future-of-design-what-will-the-designer-of-2025-look-like
https://www.telegraph.co.uk/business/leaders-of-transformation/horizons/ai-is-the-future-of-customer-experience/

  1. Hurwitz, J. Kirsch, D. ‘Machine Learning for Dummies’, IBM. Retrieved 23/2/2018, from https://www.ibm.com/analytics/machine-learning
  2. Ignatova, M. (December 7, 2017). ‘Here Are the 20 Fastest-Growing Jobs in the US’. LinkedIn. Retrieved. 9/8/2019, from https://business.linkedin.com/talent-solutions/blog/trends-and-research/2017/here-are-the-20-fastest-growing-jobs-in-the-us
  3. Markoff, J. (Nov. 1, 2016). ‘New Research Center to Explore Ethics of Artificial Intelligence’. The New York Times. Retrieved. 6/6/2019, from https://www.nytimes.com/2016/11/02/technology/new-research-center-to-explore-ethics-of-artificial-intelligence.html?_r=0
  4. Mitchell, T. (July 2006).  ‘The Discipline of Machine Learning’. Retrieved 25/2/2019 from http://www.cs.cmu.edu/~tom/pubs/MachineLearning.pdf
  5. Pyle, D. José, C. ‘What’s the Difference Between Artificial Intelligence, Machine Learning, and Deep Learning?’. Mckinsey. Retrieved 25/2/2019 from https://www.mckinsey.com/industries/high-tech/our-insights/an-executives-guide-to-machine-learning
  6. Samuel, A. (1959). ‘Some Studies in Machine Learning Using Game of Chickers’. IBM Journal of Research and Development.
  7. Smith, A. (Nov 27, 2017) ‘What is User Experience? What Makes a Good UX Design?’, prototypr, Retrieved Aug 16, 2018, from https://blog.prototypr.io/what-is-user-experience-what-makes-a-good-ux-design-b404bb933bd0
  8. Vetrov, Y. (January 3, 2017). ‘Algorithm-Driven Design: How Artificial Intelligence Is Changing Design’. Smashing Magazine. Retrieved. 9/8/2019, from https://www.smashingmagazine.com/2017/01/algorithm-driven-design-how-artificial-intelligence-changing-design/
  9. Wright, D. (Oct 7, 2017) ‘Is machine learning the key to future technology and better product design? If so, how?’. Quora. Retrieved 13/6/2019 from https://www.quora.com/Is-machine-learning-the-key-to-future-technology-and-better-product-design-If-so-how/answer/Danny-Wright-35
  10. https://www.merriamwebster.com/dictionary/artificial%20intelligence
  11. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3181994/

14.   McGovern, C. (2017) ‘Artificial Intelligence is the Future of Customer Experience’, The Telegraph, London, 18 April, online.

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