布朗运动及其应用

1、随机过程在金融领域的作用1240410114王颖浅谈布朗运动在金融领域的应用悬浮微粒永不停息地做无规则运动的现象叫做布朗运动 例如，在显微镜下观察悬浮在水中的藤黄粉、花粉微粒，或在无风情形观察空气中的烟粒、尘埃时都会看到这种运动。温度越高，运动越激烈。它是1827年植物学家R.布朗首先发现的。作布朗运动的粒子非常微小，直径约110微米， 在周围液体或气体分子的碰撞下，产生一种涨落不定的净作用力，导致微粒的布朗运动。如果布朗粒子相互碰撞的机会很少，可以看成是巨大分子组成的理想气体，则在重力场中达到热平衡后，其数密度按高度的分布应遵循玻耳兹曼分布。J.B.佩兰的实验证实了这一点，并由此相当精确地测

2、定了阿伏伽德罗常量及一系列与微粒有关的数据。1905年A.爱因斯坦根据扩散方程建立了布朗运动的统计理论。布朗运动的发现、实验研究和理论分析间接地证实了分子的无规则热运动，对于气体动理论的建立以及确认物质结构的原子性具有重要意义，并且推动统计物理学特别是涨落理论的发展。由于布朗运动代表一种随机涨落现象，它的理论对于仪表测量精度限制的研究以及高倍放大电讯电路中背景噪声的研究等有广泛应用。 这是1826年英国植物学家布朗（1773-1858）用显微镜观察悬浮在水中的花粉时发现的。后来把悬浮微粒的这种运动叫做布朗运动。不只是花粉和小炭粒，对于液体中各种不同的悬浮微粒，都可以观察到布朗运动。 布朗的发现

3、是一个新奇的现象，它的原因是什么？人们是迷惑不解的。在布朗之后，这一问题一再被提出，为此有许多学者进行过长期的研究。一些早期的研究者简单地把它归结为热或电等外界因素引起的。最早隐约指向合理解释的是维纳(18261896)，1863年他提出布朗运动起源于分子的振动，他还公布了首次对微粒速度与粒度关系的观察结果。不过他的分子模型还不是现代的模型，他看到的实际上是微粒的位移，并不是振动。 到了7080年代，一些学者明确地把布朗运动归结为液体分子撞击微粒的结果，这些学者有卡蓬内尔、德尔索和梯瑞昂，还有耐格里。植物学家耐格里(1879)从真菌、细菌等通过空气传播的现象，认为这些微粒即使在静止的空气中也可

4、以不沉。联系到物理学中气体分子以很高速度向各方向运动的结论，他推测在阳光下看到的飞舞的尘埃是气体分子从各方向撞击的结果。他说：“这些微小尘埃就象弹性球一样被掷来掷去，结果如同分子本身一样能保持长久的悬浮。”不过耐格里又放弃了这一可能达到正确解释的途径，他计算了单个气体分子和尘埃微粒发生弹性碰撞时微粒的速度，结果要比实际观察到的小许多数量级，于是他认为由于气体分子运动的无规则性，它们共同作用的结果不能使微粒达到观察速度值，而在液体中则由于介质和微粒的摩擦阻力和分子间的粘附力，分子运动的设想不能成为合适的解释。 无规则行走（random walk）    定义：无规则行走就是随

5、机游走。其概念接近于布朗运动，是布朗运动的理想数学状态。 核心概念：任何无规则行走者所带的守恒量都各自对应着一个扩散运输定律。 就这样，布朗运动自发现之后，经过多半个世纪的研究，人们逐渐接近对它的正确认识。到本世纪初，先是爱因斯坦和斯莫卢霍夫斯基的理论，然后是贝兰和斯维德伯格的实验使这一重大的科学问题得到圆满地解决，并首次测定了阿伏加德罗常数，这也就是为分子的真实存在提供了一个直观的、令人信服的证据，这对基础科学和哲学有着巨大的意义。从这以后，科学上关于原子和分子真实性的争论即告终结。正如原先原子论的主要反对者奥斯特瓦尔德所说：“布朗运动和动力学假说的一致，已经被贝兰十分圆满地证实了，这就使那

6、怕最挑剔的科学家也得承认这是充满空间的物质的原子构成的一个实验证据”。数学家和物理学家彭加勒在1913年总结性地说道：“贝兰对原子数目的光辉测定完成了原子论的胜利”。“化学家的原子论现在是一个真实存在“。布朗运动代表了一种随机涨落现象，它的理论在其他领域也有重要应用。如对测量仪器的精度限度的研究；高倍放大电讯电路中的背景噪声的研究等 布朗运动与分子热运动不一样，与温度和粒子个数有关，温度越高，布朗运动越剧烈，粒子越少，分子热运动越剧烈。分子永不停息地做无规则的运动：分子永不停息地做无规则的运动。布朗运动、扩散现象都说明了任何物质的分子，不论在什么状态下，都在做永不停息的无规则运动。分子的无规则

7、运动与物质的温度有关，温度越高，分子的无规则运动越剧烈。 将布朗运动与股票价格行为联系在一起，进而建立起维纳过程的数学模型是本世纪的一项具有重要意义的金融创新，在现代金融数学中占有重要地位。迄今，普遍的观点仍认为，股票市场是随机波动的，随机波动是股票市场最根本的特性，是股票市场的常态。 布朗运动假设是现代资本市场理论的核心假设。现代资本市场理论认为证券期货价格具有随机性特征。这里的所谓随机性，是指数据的无记忆性，即过去数据不构成对未来数据的预测基础。同时不会出现惊人相似的反复。随机现象的数学定义是：在个别试验中其结果呈现出不确定性；在大量重复试验中其结果又具有统计规律性的现象。描述股价行为模型

8、之一的布朗运动之维纳过程是马尔科夫随机过程的一种特殊形式；而马尔科夫过程是一种特殊类型的随机过程。随机过程是建立在概率空间上的概率模型，被认为是概率论的动力学，即它的研究对象是随时间演变的随机现象。所以随机行为是一种具有统计规律性的行为。股价行为模型通常用著名的维纳过程来表达。假定股票价格遵循一般化的维纳过程是很具诱惑力的，也就是说，它具有不变的期望漂移率和方差率。维纳过程说明只有变量的当前值与未来的预测有关，变量过去的历史和变量从过去到现在的演变方式则与未来的预测不相关。股价的马尔科夫性质与弱型市场有效性(the weak form of market efficiency)相一致，也就是说

9、，一种股票的现价已经包含了所有信息，当然包括了所有过去的价格记录。但是当人们开始采用分形理论研究金融市场时，发现它的运行并不遵循布朗运动，而是服从更为一般的分数布朗运动。布朗运动贯穿于金融领域中，在现代金融领域中占有重要地位。 布朗运动指的是一种无相关性的随机行走，满足统计自相似性,即具有随机分形的特征，但其时间函数(运动轨迹)却是自仿射的。可用函数表示：如()(0)Xtt£是标准布朗运动，则下列各个随机函数也是标准布朗运动。 1）、21()(/)XtcXtc=    （c0为常数，t0） 2）、2()()()Xt

10、XthhX（h0为常数，t0） 3）、13()(0)()0(0)tXttXtt具有以下主要特性：粒子的运动由平移及其转移所构成，显得非常没规则而且其轨迹几乎是处处没有切线；粒子之移动显然互不相关，甚至于当粒子互相接近至比其直径小的距离时也是如此；粒子越小或液体粘性越低或温度越高时，粒子的运动越活泼；粒子的成分及密度对其运动没有影响；粒子的运动永不停止。 二布朗运动在金融领域的发展   1900年法国的巴施利叶在博士论文投机理论中将股票价格的涨跌也看作是一种随机运动，所得到的方程与描述布朗粒子运动的方程非常相似。第一次给予布朗运动以严格的数学描述

11、。但由此得到的股票价格可能取负值，显然与实际不符当然，巴施利叶所谓的“布朗运动”，实质上指的是股市的价格变动，换句话说，他把股价的变动，理想化为布朗运动可见，在物理学界尚未把布朗运动研究清楚之前，它象征“无规行走 的意义，早就被经济研究所吸纳了。控制论创始人维纳于1923年对布朗运动作出了严格的数学定义，根据这一定义，布朗运动是一种独立增量过程，因而是一种马尔科夫过程，数学界也常把布朗运动称为维纳过程。Markowiz(1952)发表投资组合选择理论；Roberts和Osborne(1959)把随机数游走和布朗运动的概念带入股市研究；Samuelson和Fama(1970)的有效市场

12、理论(EMH)；Fischer Black和（Black-Scholes模型）；Ross (1976)的套利定价理 .布朗运动假设是现代资本市场理论的核心假设。现代资本市场理论认为证券期货价格具有随机性特征。这里的所谓随机性，是指数据的无记忆性，即过去数据不构成对未来数据的预测基础。同时不会出现惊人相似的反复。股价行为模型通常用著名的维纳过程来表达。假定股票价格遵循一般化的维纳过程是很具诱惑力的，也就是说，它具有不变的期望漂移率和方差率。  将布朗运动与股票价格行为联系在一起，进而建立起维纳过程的数学模型是本世纪的一项具有重要意义的金融创新，在

13、现代金融数学中占有重要地位。迄今，普遍的观点仍认为，股票市场是随机波动的。随机波动是股票市场最根本的特性，是股票市场的常态。布朗运动假设是现代资本市场理论的核心假设。现代资本市场理论认为证券期货价格具有随机性特征。这里的所谓随机性，是指数据的无记忆性，即过去数据不构成对未来数据的预测基础;同时不会出现惊人相似的反复。英文翻译：On the application of Brown in the financial fieldThe phenomenon of suspended particles never cease to do no regular movement is called

14、Brown.For example, the observation of gamboge powder suspended in the water under the microscope, pollen grains, or in case of no observation of smoke in the air dust particle, will see this movement. The higher the temperature is, the more intense exercise. It is 1827 botanist R. Brown first discov

15、ered. Brown motion of the particle diameter is very small. 110 um, in the collision of surrounding liquid or gas molecules, the net force generated an irregular movement, Brown lead particles. If Brown particles collide with each other little chance can be regarded as the ideal gas giant molecules,

16、then reach the heat balance in the gravity field, its number density according to the height of The distribution should follow the Boltzmann distribution.J.B. Perrin experiments confirmed this point, and thus quite accurately measured A Fugadero constant and a series of related data of.1905 and part

17、icle diffusion equation is established according to the Einstein A. statistical theory of Brown motion. Brown movement, experimental study and theoretical analysis indirectly confirmed no thermal motion of molecules, the kinetic theory of gases and confirm the atomic structure of the material is of

18、great significance, and promote the development of statistical physics, especially the fluctuation theory. Due to the movement of Brown represents a random fluctuation, its theory for measuring precision Study on the limit and high magnification of background noise in the circuit of telecommunicatio

19、ns is widely used. This is the 1826 British botanist Brown (1773-1858) observed with a microscope found in the water suspension of the pollen. The motion of suspended particles and later called the Brown movement. Not only the pollen and small carbon particles, suspended particles for liquid in diff

20、erent, we can observe the movement of Brown.Brown's discovery is a new phenomenon, what is it? It is very much puzzled. After Brown, this problem has been put forward, so many scholars have conducted long-term research. Some early researchers simply put it down to heat or electricity and other e

21、xternal factors caused the most. A reasonable explanation is early to Wiener (1826 - 1896), in 1863 he proposed the Brown vibration movement originated in the molecule, he published observations on the particle velocity and size relations for the first time. But his molecular models are not modern m

22、odels, he saw was actually the particle displacement, and no vibration.In 70 - 80 years, some scholars consider Brown explicitly attributed to liquid molecular collision particle results, these scholars have Capon Neil Delsol and rayon and ladder, Negri. Negri (1879) botanist from fungi, bacteria sp

23、read through the air, that these particles even in still air or not heavy. Linked to the gas molecular physics movement in all directions at a high speed of the conclusion, he speculated that the flying dust is gas molecules from the direction of impact results seen in the sun. He said: "being

24、thrown around these tiny dust like elastic ball, the molecule itself as Can keep a long suspension. "But this may Negri and give up the way to the correct interpretation, he calculated the individual gas molecules and dust particles velocity particle elastic collision, much smaller than the act

25、ual magnitude results observed, so he believes that because of the irregularity of the movement of gas molecules, they the result of the interaction can make the particles reach observation value of velocity in liquid due to friction and adhesion between particles and medium molecular, molecular mot

26、ion assumption can not be the appropriate interpretation.Irregular random (walk)Definition: the random walk is a random walk. The concept is close to the Brown movement, which is the ideal state of Brown's motion.The core concept: the conserved quantities of any irregular walkers are correspondi

27、ng to a diffusive transport law.It is important to establish the mathematical model of the Wiener process, which is an important financial innovation in modern financial mathematics. So far, the stock market is the most fundamental characteristic of the stock market.Brown's hypothesis is the cor

28、e of modern capital market theory. The modern capital market theory holds that stock futures price is random, which means that the data is non memory, that is, the prediction of the past data is not the basis of the future data. The mathematical definition of the random phenomenon is not determinist

29、ic. Random process. Stochastic process is the probability model based on probability space, is considered the dynamics of probability theory, namely, it is the study of the random phenomena with time evolution. So the random behavior is a kind of statistical rules of behavior. The price behavior mod

30、els are usually expressed in the famous Wiener process. We assume that the Wiener process the stock price following the general is tempting, that is to say, it has the expected drift rate and variance rate. The Wiener process indicates that only the values of variables associated with future project

31、ions, past history variables and variables from the past to the present and the future evolution of the way the stock price forecast is not relevant. The Maldives Kopf and the nature of the weak market efficiency (the weak form of market efficiency) is consistent, that is to say, a stock price alrea

32、dy contains all the information, including all the past records of prices. But when people began to study the financial market by using fractal theory, found its operation does not follow the Brown campaign but to more general fractional Brown motion.Brown movement throughout the financial field, in

33、 the modern financial field occupies an important position.Brown refers to a random walk without correlation, meet the statistical self similarity characteristics with random fractal, but the function of time (trajectories) self affine function is available. Said: (as) (0) Xtt is the standard Brown

34、motion, then each of the following is the standard Brown random function 1, (21).) (/) from XtcXtc (c > 0 is a constant, t = 0), 2 (2) () (XtXthhX) (H > 0 is a constant, t = 0), 13 (3) (0) (0) (0) tXttXttThe motion of particles is very much in the form of translation and its transfer. It is ob

35、vious that the particles are not related to each other. Even when the particles are close to each other, the particle motion is not affected by the particle size.Bach Leigh Ye in France in 1900, the speculation theory, the stock price is also seen as a random movement, the resulting equation is very

36、 similar to the description of the Brown particle motion, but the resulting stock price may be negative, apparently inconsistent with the actual, Bach Leigh Ye so-called "Brown movement", in other words, he put the stock price changes, the ideal for the Brown movement before the study, it

37、represents the meaning of "no rules", as long as the economy The research of control theory. Absorbed by founder Weiner in 1923 on the Brown campaign made a strict mathematical definition, according to this definition, the Brown movement is a kind of independent increment process, so it is

38、 a Markov process, the mathematical community is often the Brown campaign called Weiner.Markowiz (1952): the theory of portfolio selection; Roberts Osborne (1959) and the stock market research into the concept of random walk and the number of the Brown movement; Samuelson and Fama (1970) of the effe

39、ctive market theory (EMH); Fischer Black And (Black-Scholes model); Ross (1976) of the arbitrage pricing theory.In this century, after more than half a century of research, people gradually get close to it. In the beginning of this century, the theory of Smoluchowski and Einstein, and Berg Si Weide&

40、#39;s experiments, made this important scientific problem solving. This is the real existence of molecules. This is a direct and convincing evidence, which is the end of the debate on the nature of atoms and molecules. "The Brown movement and the dynamic hypothesis are consistent, and this make

41、s the most discerning scientist have to admit that this is a matter of space," said Peng Jiale, a mathematician and physicist, who concluded in 1913 that "the atomic number of atoms is a real" and that the theory is applied in other fields as well as the background noise in the circuit. Study on the Brown movement and the thermal motion of the molecules are not the s