Using Constrained-Disorder Principle-Based Systems to Improve the Performance of Digital Twins in Biological Systems.
complex systems
digital health
digital twins
noise
system biology
variability
Journal
Biomimetics (Basel, Switzerland)
ISSN: 2313-7673
Titre abrégé: Biomimetics (Basel)
Pays: Switzerland
ID NLM: 101719189
Informations de publication
Date de publication:
11 Aug 2023
11 Aug 2023
Historique:
received:
10
07
2023
revised:
04
08
2023
accepted:
07
08
2023
medline:
25
8
2023
pubmed:
25
8
2023
entrez:
25
8
2023
Statut:
epublish
Résumé
Digital twins are computer programs that use real-world data to create simulations that predict the performance of processes, products, and systems. Digital twins may integrate artificial intelligence to improve their outputs. Models for dealing with uncertainties and noise are used to improve the accuracy of digital twins. Most currently used systems aim to reduce noise to improve their outputs. Nevertheless, biological systems are characterized by inherent variability, which is necessary for their proper function. The constrained-disorder principle defines living systems as having a disorder as part of their existence and proper operation while kept within dynamic boundaries. In the present paper, we review the role of noise in complex systems and its use in bioengineering. We describe the use of digital twins for medical applications and current methods for dealing with noise and uncertainties in modeling. The paper presents methods to improve the accuracy and effectiveness of digital twin systems by continuously implementing variability signatures while simultaneously reducing unwanted noise in their inputs and outputs. Accounting for the noisy internal and external environments of complex biological systems is necessary for the future design of improved, more accurate digital twins.
Identifiants
pubmed: 37622964
pii: biomimetics8040359
doi: 10.3390/biomimetics8040359
pmc: PMC10452845
pii:
doi:
Types de publication
Journal Article
Review
Langues
eng
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