Artificial intelligence: the silver bullet for sustainable materials development. Issue 21 (15th October 2020)
- Record Type:
- Journal Article
- Title:
- Artificial intelligence: the silver bullet for sustainable materials development. Issue 21 (15th October 2020)
- Main Title:
- Artificial intelligence: the silver bullet for sustainable materials development
- Authors:
- Hardian, Rifan
Liang, Zhenwen
Zhang, Xiangliang
Szekely, Gyorgy - Abstract:
- Abstract : Artificial intelligence in combination with design of experiments for sustainable process development achieving high quality metal–organic frameworks (MOFs) with minimal environmental effect. Abstract : Materials discovery is rapidly revolutionizing all aspects of our lives. However, the design and fabrication of materials are often unsustainable and resource-intensive. Hence, we need a paradigm shift towards designing sustainable materials in silico . Machine learning, a subfield of artificial intelligence (AI), is emerging within the sustainability agenda because it promises to benefit science and engineering through improved quality, performance, and predictive power. Here we present a new methodology to extend the application of AI to develop materials in an environmentally friendly way. We demonstrate successful materials development by combining design of experiments with a new machine learning module that comprises a support vector machine, an evolutionary algorithm, and a desirability function. We use our AI-based method to realize the sustainable electrochemical synthesis of a ZIF-8 metal–organic framework and explore the hyperdimensional relationship between the synthesis parameters, product qualities, and process sustainability. The presented AI-based methodology paves the way for solving the challenge of the materials fabrication-sustainability nexus, and facilitates the paradigm shift from the wet lab to the wired lab.
- Is Part Of:
- Green chemistry. Volume 22:Issue 21(2020)
- Journal:
- Green chemistry
- Issue:
- Volume 22:Issue 21(2020)
- Issue Display:
- Volume 22, Issue 21 (2020)
- Year:
- 2020
- Volume:
- 22
- Issue:
- 21
- Issue Sort Value:
- 2020-0022-0021-0000
- Page Start:
- 7521
- Page End:
- 7528
- Publication Date:
- 2020-10-15
- Subjects:
- Environmental chemistry -- Industrial applications -- Periodicals
Environmental management -- Periodicals
660 - Journal URLs:
- http://www.rsc.org/ ↗
http://pubs.rsc.org/en/journals/journalissues/gc#issueid=gc016010&type=current&issnprint=1463-9262 ↗ - DOI:
- 10.1039/d0gc02956d ↗
- Languages:
- English
- ISSNs:
- 1463-9262
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4214.935500
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 14757.xml