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Interaction computing is inspired by the observation that cell metabolic/regulatory systems construct order dynamically, through constrained interactions between their components and based on a wide range of possible inputs and environmental conditions. The goals of this work are to (i) identify and understand mathematically the natural subsystems and hierarchical relations in natural systems enabling this and (ii) use the resulting insights to define a new model of computation based on interactions that is useful for both biology and computation. The dynamical characteristics of the cellular pathways studied in systems biology relate, mathematically, to the computational characteristics of automata derived from them, and their internal symmetry structures to computational power. Finite discrete automata models of biological systems such as the lac operon, the Krebs cycle and p53-mdm2 genetic regulation constructed from systems biology models have canonically associated algebraic structures (their transformation semigroups). These contain permutation groups (local substructures exhibiting symmetry) that correspond to 'pools of reversibility'. These natural subsystems are related to one another in a hierarchical manner by the notion of 'weak control'. We present natural subsystems arising from several biological examples and their weak control hierarchies in detail. Finite simple non-Abelian groups are found in biological examples and can be harnessed to realize finitary universal computation. This allows ensembles of cells to achieve any desired finitary computational transformation, depending on external inputs, via suitably constrained interactions. Based on this, interaction machines that grow and change their structure recursively are introduced and applied, providing a natural model of computation driven by interactions.
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http://dx.doi.org/10.1098/rsta.2014.0223 | DOI Listing |
Environ Res
September 2025
Key Laboratory for Mechanics in Fluid Solid Coupling Systems, Institute of Mechanics, Chinese Academy of Sciences, Beijing, 100190, China.
The watersheds face increasing pressure from both human activities and natural factors, which exacerbate potential risks and pose significant challenges to integrated watershed management. This study developed an effective methodology to evaluate watershed sustainability and predict potential risks based on watershed resilience dynamics by combining catastrophe theory, adaptive cycle theory, and the Copula-Bayesian Network. Taking the Dahei River Basin (DRB) in China as a case study, we systematically evaluated the resilience dynamics, diagnosed risks, and tracked key driving factors to propose management strategies.
View Article and Find Full Text PDFElife
September 2025
Centre for the Exploration of the Deep Human Journey, School of Anatomical Sciences, University of the Witwatersrand, Johannesburg, South Africa.
In this study, we describe new results of excavations in the Dinaledi Subsystem of the Rising Star cave system, South Africa. In two areas within the Hill Antechamber and the Dinaledi Chamber, this work uncovered concentrations of abundant fossils including articulated, matrix-supported skeletal regions consistent with rapid covering by sediment prior to the decomposition of soft tissue. We additionally re-examine the spatial positioning of skeletal material and associated sediments within the Puzzle Box area, from which abundant remains representing a minimum of six individuals were recovered in 2013 and 2014.
View Article and Find Full Text PDFSci Rep
August 2025
College of Yonyou Digital & Intelligence, Nantong Institute of Technology, 211 Yongxing Road, Nantong, 226002, China.
The Yangtze River Delta (YRD), as China's socioeconomic core, faces compound pressures from water scarcity, pollution, and ecosystem degradation, with water ecological security emerging as a critical bottleneck for sustainable development. This study aims to construct a comprehensive evaluation system and identify key constraints to provide scientific guidance for urban agglomeration water security management. We innovatively established a four-dimensional evaluation framework encompassing water resource security, water environment security, water ecosystem health, and economic benefit management, employing the TOPSIS model with entropy-CRITIC combined weighting to assess water ecological security across four YRD provinces from 2010 to 2023.
View Article and Find Full Text PDFPLoS One
August 2025
Faculty of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran.
In the competitive retail omnichannel market, customer loyalty is essential for maintaining market share and reducing the cost of acquiring new customers. Previous research has primarily focused on factors influencing customer loyalty, often in isolation, but this study goes beyond traditional approaches. The aim of this research is to fill significant gaps in current studies by integrating a more comprehensive set of variables that reflect the complex and dynamic nature of customer loyalty in a flexible omnichannel environment.
View Article and Find Full Text PDFJ Environ Manage
September 2025
School of Public Administration, China University of Geosciences, Wuhan, 430074, China; Key Laboratory of Law and Government, Ministry of Natural Resources of China, Wuhan, 430074, China. Electronic address:
Urbanization is the path to modernization, yet it also poses significant challenges to global climate change mitigation. The intricate interplay between urbanization and low-carbon development remains a subject of ongoing debate, highlighting the urgent need for synergistic solutions. Guided by a theoretical framework on urbanization and low-carbon development interactions, this study employs econometric and coupling coordination models to analyze the relationship and coordination performance between urbanization and carbon emission efficiency (CEE) in 110 cities at and above the prefecture level of the Yangtze River Economic Belt (YREB) from 2000 to 2020.
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