Biological accuracy in large-scale brain simulations

被引:4
|
作者
Datteri, Edoardo [1 ]
机构
[1] Univ Milano Bicocca, Lab Robot Cognit & Social Sci, RobotiCSS Lab, Dept Human Sci Educ, Bldg U6,Fourth Floor,Room 4145, I-20126 Milan, MI, Italy
来源
关键词
Epistemology of large-scale simulations; Simulations in neuroscience; Biological accuracy of a simulation; Simulation-based model testing; COMPUTER-SIMULATIONS; EXPLANATION; MODELS;
D O I
10.1007/s40656-020-0299-1
中图分类号
N09 [自然科学史]; B [哲学、宗教];
学科分类号
01 ; 0101 ; 010108 ; 060207 ; 060305 ; 0712 ;
摘要
The advancement of computing technology makes it possible to build extremely accurate digital reconstructions of brain circuits. Are such unprecedented levels of biological accuracy essential for brain simulations to play the roles they are expected to play in neuroscientific research? The main goal of this paper is to clarify this question by distinguishing between various roles played by large-scale simulations in contemporary neuroscience, and by reflecting about what makes a simulation biologically accurate. It is argued that large-scale simulations may play model-oriented and prediction-oriented roles in brain research, and that the concept of biological accuracy can be interpreted as related to the plausibility of the theoretical model implemented in the simulation system, to the accuracy of the computer implementation, and to the level of details of the implemented model. Building on these observations and distinctions, it is argued that biological accuracy is not essential for a computer simulation to play the epistemic roles it is expected to play in brain research.
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页数:22
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