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复杂系统中的因果涌现研究综述 被引量:3
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作者 王志鹏 张江 《北京师范大学学报(自然科学版)》 CAS CSCD 北大核心 2023年第5期725-733,共9页
聚焦复杂系统:就涌现、因果以及因果涌现进行了定量描述;阐述了因果与涌现的联系;系统梳理了基于粗粒化和信息分解2种定量刻画因果涌现的方法,以及基于信息分解和神经信息压缩2种因果涌现辨识方法;详细介绍了各方法的基本原理、优缺点,... 聚焦复杂系统:就涌现、因果以及因果涌现进行了定量描述;阐述了因果与涌现的联系;系统梳理了基于粗粒化和信息分解2种定量刻画因果涌现的方法,以及基于信息分解和神经信息压缩2种因果涌现辨识方法;详细介绍了各方法的基本原理、优缺点,以及相关应用等.基于粗粒化方法定义了因果涌现框架,其可应用于离散动力系统;利用信息分解方法求解时结果会依赖冗余信息;基于信息分解所提出的指标可识别数据中的因果涌现,且找到一个充分条件;基于数据驱动的神经信息压缩方法可扩展并应用于连续动力系统,并可自动提取不同层级的粗粒化函数,以及构建不同层级的动力学,还可识别不同类型动力学系统的因果涌现;改进现有方法并用于识别更为复杂的系统与学习自动化分组,解决通用动力学大模型等问题. 展开更多
关键词 复杂系统 因果涌现 有效信息 粗粒化 信息分解 神经信息压缩
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Theoretical perspective on synthetic man-made life:Learning from the origin of life
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作者 Lu Peng Zecheng Zhang +9 位作者 Xianyi Wang Weiyi Qiu Liqian Zhou Hui Xiao Chunxiuzi Liu Shaohua Tang Zhiwei Qin Jiakun Jiang Zengru Di Yu Liu 《Quantitative Biology》 CAS CSCD 2023年第4期376-394,共19页
Creating a man-made life in the laboratory is one of life science's most intriguing yet challenging problems.Advances in synthetic biology and related theories,particularly those related to the origin of life,have... Creating a man-made life in the laboratory is one of life science's most intriguing yet challenging problems.Advances in synthetic biology and related theories,particularly those related to the origin of life,have laid the groundwork for further exploration and understanding in this field of artificial life or man-made life.But there remains a wealth of quantitative mathematical models and tools that have yet to be applied to this area.In this paper,we review the two main approaches often employed in the field of man-made life:the top-down approach that reduces the complexity of extant and existing living systems and the bottom-up approach that integrates welldefined components,by introducing the theoretical basis,recent advances,and their limitations.We then argue for another possible approach,namely"bottom-up from the origin of life":Starting with the establishment of autocatalytic chemical reaction networks that employ physical boundaries as the initial compartments,then designing directed evolutionary systems,with the expectation that independent compartments will eventually emerge so that the system becomes free-living.This approach is actually analogous to the process of how life originated.With this paper,we aim to stimulate the interest of synthetic biologists and experimentalists to consider a more theoretical perspective,and to promote the communication between the origin of life community and the synthetic man-made life community. 展开更多
关键词 artificial cell AUTOCATALYTIC ladderpath ORIGIN of LIFE protocell
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