一个系统的热目的的度量
Michael C Parker1, Chris Jeynes2, Stuart D Walker1
1School of Computer Science and Electrical Engineering, University of Essex, Colchester CO4 3SQ, UK.
Entropy (Basel, Switzerland)
|February 26, 2025
概括
科学家们开发了一种新的度量,目的,以量化信息系统的目标. 这个原则将信息创建与能量消耗联系在一起,适用于人工智能和网络安全.
科学领域:
- 热力学是一种热力学.
- 信息理论 信息理论
- 复杂的系统复杂的系统.
背景情况:
- 传统上,系统中的目的被视为主观和科学研究之外的东西.
- 克劳德·香农的工作为信息提供了一个非个人化的衡量标准,为类似的客观指标铺平了道路.
研究的目的:
- 对于信息系统来说,正式定义一个非个人化的"目的"衡量标准.
- 为信息生成系统建立"最小 () 目的原则".
- 在人工智能和网络安全中探索热目的应用.
主要方法:
- 使用定量几何热力学理论框架.
- 定义的目的作为一个直线积分的的"有目的的"拉格朗在跨越复杂的时空平面的超标空间.
- 分析定义的拉格朗的变量 (欧勒-拉格朗) 行为.
主要成果:
- 定义的目的是正式衍生出来的,并且被证明具有适当的变异性质.
- 的目的大致与系统创建的经验可测量信息量相识别.
- 兰道尔原则扩展到信息创建,表明有目的系统中的能量消耗.
结论:
- 已经建立了一个科学,非个人化的"目的"衡量标准.
- 这个指标将信息创建与基本的热力学原理联系起来,包括能量消耗.
- 的目的在AI中评估系统"活力"和在网络安全中区分人类和机器人方面提供了潜在的应用.
相关概念视频
The Second Law of Thermodynamics
5.1K
In the quest to identify a property that may reliably predict the spontaneity of a process, a promising candidate has been identified: entropy. Scientists refer to the measure of randomness or disorder within a system as entropy. High entropy means high disorder and low energy. To better understand entropy, think of a student’s bedroom. If no energy or work were put into it, the room would quickly become messy. It would exist in a very disordered state, one of high entropy. Energy must be...
5.1K
Entropy and the Second Law of Thermodynamics
2.7K
The second law of thermodynamics can be stated quantitatively using the concept of entropy. Entropy is the measure of disorder of the system.
The relation between entropy and disorder can be illustrated with the example of the phase change of ice to water. In ice, the molecules are located at specific sites giving a solid state, whereas, in a liquid form, these molecules are much freer to move. The molecular arrangement has therefore become more randomized. Although the change in average...
The relation between entropy and disorder can be illustrated with the example of the phase change of ice to water. In ice, the molecules are located at specific sites giving a solid state, whereas, in a liquid form, these molecules are much freer to move. The molecular arrangement has therefore become more randomized. Although the change in average...
2.7K
Second Law of Thermodynamics
22.9K
In the quest to identify a property that may reliably predict the spontaneity of a process, a promising candidate has been identified: entropy. Processes that involve an increase in entropy of the system (ΔS > 0) are very often spontaneous; however, examples to the contrary are plentiful. By expanding consideration of entropy changes to include the surroundings, a significant conclusion regarding the relation between this property and spontaneity may be reached. In thermodynamic...
22.9K
Gibbs Free Energy
32.5K
One of the challenges of using the second law of thermodynamics to determine if a process is spontaneous is that it requires measurements of the entropy change for the system and the entropy change for the surroundings. An alternative approach involving a new thermodynamic property defined in terms of system properties only was introduced in the late nineteenth century by American mathematician Josiah Willard Gibbs. This new property is called the Gibbs free energy (G) (or simply the free...
32.5K
Entropy within the Cell
10.3K
A living cell's primary tasks of obtaining, transforming, and using energy to do work may seem simple. However, the second law of thermodynamics explains why these tasks are harder than they appear. None of the energy transfers in the universe are completely efficient. In every energy transfer, some amount of energy is lost in a form that is unusable. In most cases, this form is heat energy. Thermodynamically, heat energy is defined as the energy transferred from one system to another that...
10.3K
Thermodynamic Systems
4.9K
A thermodynamic system is a set of objects whose thermodynamic properties are of interest. The system is considered to be embedded in its surroundings or the environment. The system and its environment can exchange heat and do work on each other through a boundary that separates them. However, the immediate surroundings of the system interact with it directly and therefore have a much stronger influence on its behavior and properties.
Consider an example of tea boiling in a kettle. The...
Consider an example of tea boiling in a kettle. The...
4.9K


