Ilan Yaron
Faculty of Medicine, Hadassah Medical Center, Hebrew University, Jerusalem, Israel.
Front Netw Physiol. 2024 Dec 18;4:1361915. doi: 10.3389/fnetp.2024.1361915. eCollection 2024.
The Constrained Disorder Principle (CDP) defines all systems in nature by their degree of inherent variability. Per the CDP, the intrinsic variability is mandatory for their proper function and is dynamically changed based on pressures. The CDP defines the boundaries of inherent variability as a mechanism for continuous adaptation to internal and external perturbations, enabling survival and function under dynamic conditions. The laws of nature govern the world's natural phenomena and underlie the function of all systems. Nevertheless, the laws of physics do not entirely explain systems' functionality under pressure, which is essential for determining the correct operation of complex systems in nature. Variability and noise are two broad sources of inherent unpredictability in biology and technology. This paper explores how the CDP defines the function of systems and provides examples from various areas in nature where the CDP applies, including climate, genetic, biology, and human behavioral variabilities. According to the CDP, system malfunction results from inappropriate performance of the boundaries of inherent variability. The environment influences the physiological variability, and species interactions influence eco-evolutionary outcomes. The CDP defines human behavior as being driven by randomness and accounts for malfunctions and their corrections. The paper reviews variability-based CDP algorithms and CDP-based second-generation artificial intelligence systems and their potential for improving systems' prediction and efficiency by using variability.
约束无序原理(CDP)根据自然系统的固有可变性程度对其进行定义。根据CDP,固有可变性对于系统的正常功能是必不可少的,并且会根据压力动态变化。CDP将固有可变性的边界定义为一种持续适应内部和外部扰动的机制,使系统能够在动态条件下生存并发挥功能。自然法则支配着世界的自然现象,是所有系统功能的基础。然而,物理定律并不能完全解释系统在压力下的功能,而这对于确定自然中复杂系统的正确运行至关重要。可变性和噪声是生物学和技术中固有不可预测性的两个主要来源。本文探讨了CDP如何定义系统的功能,并提供了CDP适用的自然界各个领域的示例,包括气候、遗传、生物学和人类行为的可变性。根据CDP,系统故障是由固有可变性边界的不适当表现导致的。环境影响生理可变性,物种相互作用影响生态进化结果。CDP将人类行为定义为由随机性驱动,并解释了故障及其纠正。本文回顾了基于可变性的CDP算法和基于CDP的第二代人工智能系统,以及它们通过利用可变性提高系统预测和效率的潜力。