Towards a physical theory of computer science.
Towards a physical theory of computer science.
批准号:
EP/T008296/1
负责人:
Dominique Chu
金额:
$6.27万
依托单位:
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2020
资助国家:
英国
项目状态:
已结题
起止时间:
2020 至 --
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Experience seems to suggest that whenever we want to compute something, then we need to use some energy to do so. This could be the metabolic energy of our brains, electricity in the case of electronic computers or perhaps the energy stored in a spring in the case of mechanical calculating machines. Precisely how much energy a computation consumes depends on the specifics of the hardware used. An intriguing question one may ask is: For any given computation, what is the minimal amount of energy required to perform it, independently of any assumptions about the hardware? Partially, this question has been answered in the 1980s with a surprising result: In principle, computation can be performed with no energy expenditure all. This insight comes with an important caveat. The zero energy limit can only be reached if one is prepared to wait for an infinite amount of time for the computation to complete. In practice, this is clearly not useful. Computations that complete within a finite time, on the other hand, require a positive amount of energy to be expended. It follows that there must be a non-zero lower limit to the power consumption of such computations. Currently, it remains an open question what this limit is. The objective of this discipline hopping project is to establish rigorous physical models of computation so as to probe their minimal energy requirements. Specifically, the project will use newly developed methods in non-equilibrium statistical mechanics and apply them to concepts from theoretical computer science. The project will allow the PI to spend 4 months with the group of Prof. Massimiliano Esposito at the University of Luxembourg. There he will be able to acquire state of the art technical skills in stochastic thermodynamics, which will enable him to complete the project described here and to initiate a research programme aimed at establishing the physical limits of computing. The main outcome of the project will be a series of models that describe the physical limits to power consumption of computations.The topic of the project is of high societal relevance. Computing related activities now account for more than 10% of the total energy consumption globally. It is reasonable to assume that the absolute power consumption due to computation will grow exponentially in the future in line with economic growth. This is unsustainable and there needs to be a radical improvement of the efficiency of computers. Currently, such improvements are mainly driven by incremental hardware and software optimisations. In order to sustain an exponentially growing demand for computation, game changing new energy efficient technologies are required that operate at ultra-low power, close to the limit of what is possible. While this project will not directly lead to such new technologies, it will provide a deep understanding of the causes of energy dissipation in computation. As such it will underpin future engineering efforts aimed at finding solutions to the current energy crisis in computing. Importantly, the results of this project will also provide a benchmark to assess the energy efficiency of current hardware technologies against the theoretical optimum.
期刊论文(3)
专著(0)
科研奖励(0)
会议论文
Low-Variance Forward Gradients Using Direct Feedback Alignment and Momentum
使用直接反馈对齐和动量的低方差前向梯度
DOI:
10.2139/ssrn.4474515
发表时间:
2023
期刊:
影响因子:
--
作者:
[Bacho F]
通讯作者:
Bacho F
Evolution of group properties via individual level selection
-
批准号:EP/F035152/1
-
项目类别:Research Grant
-
资助金额:$1.85万
-
财政年份:2007
-
负责人:Dominique Chu
-
依托单位:
国内基金
海外基金
登录
查看更多内容
棕色脂肪细胞脂滴与线粒体锚定的功能与机制研究
-
批准号:32100557
-
项目类别:青年科学基金项目(C类)
-
资助金额:30.0万元
-
批准年份:2021
-
负责人:崔留娟
-
依托单位:
黄病毒组装促进内质网-脂滴互作的调控机制研究
-
批准号:92054104
-
项目类别:重大研究计划
-
资助金额:83.0万元
-
批准年份:2020
-
负责人:酒亚明
-
依托单位:
磷脂分子参与植物细胞器互作及自噬的调控机制
-
批准号:91954206
-
项目类别:重大研究计划
-
资助金额:301.0万元
-
批准年份:2019
-
负责人:薛红卫
-
依托单位:
有性生殖过程纤毛与细胞外膜泡细胞器互作网络建立和调控的分子机理
-
批准号:91954123
-
项目类别:重大研究计划
-
资助金额:76.0万元
-
批准年份:2019
-
负责人:曹木青
-
依托单位:
棕色脂肪细胞脂滴线粒体互作的建立及维持机制研究
-
批准号:91954108
-
项目类别:重大研究计划
-
资助金额:79.0万元
-
批准年份:2019
-
负责人:张淑妍
-
依托单位:
线粒体-溶酶体互作与iNKT细胞的抗肿瘤功能研究
-
批准号:91954122
-
项目类别:重大研究计划
-
资助金额:81.0万元
-
批准年份:2019
-
负责人:白丽
-
依托单位:
解析线粒体参与细胞器互作的蛋白网络及分子机制
-
批准号:91954120
-
项目类别:重大研究计划
-
资助金额:77.0万元
-
批准年份:2019
-
负责人:杨文
-
依托单位:
植物抗逆蛋白NRP介导的早期内体与自噬体互作的机制
-
批准号:91954102
-
项目类别:重大研究计划
-
资助金额:82.0万元
-
批准年份:2019
-
负责人:龚清秋
-
依托单位:
内质网叶绿体互作及其在植物抗病毒过程中作用
-
批准号:91954105
-
项目类别:重大研究计划
-
资助金额:71.0万元
-
批准年份:2019
-
负责人:张晓明
-
依托单位:
面向智能电网基础设施Cyber-Physical安全的自治愈基础理论研究
-
批准号:61300132
-
项目类别:青年科学基金项目
-
资助金额:23.0万元
-
批准年份:2013
-
负责人:王竹晓
-
依托单位: