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大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

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Page 1: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

大脑的复杂性研究

王大辉

2011.07.22

2011 年北京师范大学系统科学暑期学校

Page 2: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Out line

Brain is the adaptive response to environment Building blocks of the brain Different philosophy about how the brain

works Time compensation as an example of the holism.

The computational research on decision making and working memory

Working memory Decision making

Page 3: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

The primary response to and adaptation to the environment: the genetic DNA varies with the changes of environment.

Very slow (years, hundred years), many generations

Example: the origin of new species

Page 4: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Response to the invasion of bacteria, toxin and other organism in environment: the immune system.

Slow (hours, days, even months), in one generations

Example: cold

黄色中性粒细胞吞噬棕色炭疽热细胞人体淋巴细胞

Page 5: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Detection and response to the fast variation of the environment: the neural system.

Fast (milliseconds, second), in one generations

Page 6: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

The neural system makes the animal detect and respond to the environment almost simultaneously. The occurs of the neural system is a tremendous progress of the evolution.

Page 7: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

The evolution of the neural system

对称放射形神经系统 ( 水母 ) ,受到刺激后向任意方向运动。

线状的神经系统 ( 头尾结构 ) ,具有精确的头部和尾部可以限制选择同时也减少混淆外界信息。

在头部形成膨大的脑,对信息的快速收集和处理具有帮助

Page 8: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

人脑适应性调整的三个阶段 基因,形成大脑和神经系统的蓝图,是

生物对生存环境的响应以及将来环境的预测。

生物诞生后,遗传物质根据经验作精细的调整,学会对付威胁和利用机会生存的技能

对某些瞬间的过程的适应,对瞬间发生的状况作出最佳的响应。

Page 9: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Building blocks of the brain

Page 10: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 11: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 12: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Macaque unfolded visual cortex

Page 13: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Wiring Diagram of the Visual System(Van Essen and Felleman)

Page 14: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Topographic Maps,:sensory system +somatarysome +motor system +basal ganglia

Page 15: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 16: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 17: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

~80% of neurons in the cortex are excitatory “pyramidal cells”~20% of neurons in the cortex are inhibitory “interneurons”

Page 18: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 19: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 20: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 21: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 22: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Different philosophy about how brain works Reductionism: brain can be explained by breaking it down into smaller component parts

Behaviorism assumes that all behavior can be reduced to simple building blocks of S-R (stimulus- response) and that complex behavior is a series of S-R chains

Biopsychology - Explanations for the cause of mental illnesses are often reductionist. Genetics, and neurochemical imbalances are frequently highlighted, as being the main cause of these disorders. In the case of schizophrenia for example excess production of the neurotransmitter dopamine is seen as a possible cause. This view clearly has implications for treatment. Gender can also be reduced to biological factors (e.g. hormones). Also, language can be reduced to structures in the brain, e.g. Broca’s area, Wernicke’s area (but holism could state: influence of family, education, social class on language). Another example of biological reductionism is aggression – e.g. testosterone levels.

Structuralism – One of the first approaches in psychology. Wundt tried to break conscious experiences down into its constituent (i.e. basic) parts: images, sensations and feelings

Holism: approaches that emphasizes the whole rather than their constituent parts, the whole is greater than the sum of its parts

Social Psychology looks at the behavior of individuals in a social context Perception – This is were the brain understands and interprets sensory informatio

n. Visual illusions show that humans perceive more than the sum of the sensations on the retina.

Time compensation- how can players hit the fast moving tennis.

Page 23: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 24: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Speed of tennis: 200~225Km/h=56~63m/s Tennis court size: length~23.77m,width~8.23m

Signal from retina to cortex ~50-100ms Signal from cortex to foot ~20 ms the computation of cortex: longer time ~500ms

The intensive training, habitual learning (basal ganglia) shortens the reaction time to 200 ms

It is necessary that brain anticipates the future.

Page 25: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Working memory

PATRICIA S. GOLDMAN-RAKIC 1996 PNAS

Page 26: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

PATRICIA S. GOLDMAN-RAKIC 1995 Neuron

Page 27: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 28: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 29: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Weiwei Zhang, Steven J. Luck 2008 Nature

Paul M. Bays, Masud Husain 2008 Science

Page 30: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 31: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 32: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 33: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 34: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

A unifying account for the discrete-slot and shared-resource

models of WM capacity

A continuous network maintains multiple objects of an

analog feature as slots in WM

Two (fade-out and merging) dynamical phenomena underlie

limited WM capacity

Recurrent excitation and normalization explain dynamically

allocated shared-resource

Page 35: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Decision making

Page 36: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 37: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 38: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Roitman and Shadlen (2002),Gold and Shadlen (2007)

Page 39: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

The simulation model

Xiaojing Wang(2002)

Page 40: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Mean field analysis

Kong-Fatt Wong and Xiao-Jing Wang(2006), Xiao-Jing Wang(2008)

Page 41: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

The multiple choices decision making

Churchland, A.K., Kiani, R., and Shadlen, M.N. (2008).Moran Furman, Xiao-Jing Wang(2008)

Page 42: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 43: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Materials and Methods

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Page 44: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 45: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 46: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Unbiased decision making

Page 47: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 48: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 49: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Biased decision making

Page 50: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 51: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 52: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain
Page 53: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

The noise plays an important role in the decision making

Page 54: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Behavior

Neural substrate

Neuronal behaviorNeuron interaction

Emergency

Theoretical approach

fMRI, fNIR

ElectrophysiologyElectrode recording

What

Why and How

Page 55: 大脑的复杂性研究 王大辉 2011.07.22 2011 年北京师范大学系统科学暑期学校. Out line Brain is the adaptive response to environment Building blocks of the brain

Thanks for your attention !

The researches are supported by NSFC and Open Fund of NKCNL