2020
DOI: 10.1080/10919392.2020.1748977
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Emergence phenomena in self-organizing systems: a systematic literature review of concepts, researches, and future prospects

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Cited by 23 publications
(13 citation statements)
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References 101 publications
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“…In addition, viability can explain the existence of the "human factor" and the appearance of failures in digital ecosystems (Johnson, 2006;Kalantari, 2020;Protasenko et al, 2021).…”
Section: Features Of Man-machine Interaction In the Digital Ecosystemmentioning
confidence: 99%
“…In addition, viability can explain the existence of the "human factor" and the appearance of failures in digital ecosystems (Johnson, 2006;Kalantari, 2020;Protasenko et al, 2021).…”
Section: Features Of Man-machine Interaction In the Digital Ecosystemmentioning
confidence: 99%
“…The intended meaning of macroprograms, and hence the ultimate goal of macroprogramming, seems to be related to the notion of emergence (Holland, 1998;Wolf and Holvoet, 2004;Gignoux et al, 2017;Kalantari et al, 2020). In (Gignoux et al, 2017), the authors use graph theory to provide formal definitions of macroscopic states and microscopic states, and characterise emergence by analysing the general relationships between microscopic and macroscopic states.…”
Section: On Micro-macro and Local-global Distinctionmentioning
confidence: 99%
“…11,12 When all its aspects are considered together-its highly complex supply chains, business models, wide range of stakeholders, interactions of molecules with products, humans, and the environment-chemistry becomes an example of a complex dynamic interacting system, a class of problems that are not amenable to classical reductionist solutions. 13,14 Finding chemical solutions with positive impacts toward sustainability depends on making chemical data more transparent and available for decision-support tools that are suitable for addressing complex problems, including emerging tools from the field of artificial intelligence (AI) and digitalization. There is an ongoing development in the discourse on potential positive and negative implications of digitalization approaches.…”
Section: The Bigger Picturementioning
confidence: 99%