SlideShare une entreprise Scribd logo
1  sur  19
Télécharger pour lire hors ligne
超越深度学习,引领人工智能新产业
破解人类智能之谜,统一爱因斯坦广义相对论,利用人工智能新突破,引领新高科技产业
黄晓非
清华大学电子系博士
HuangZeng@yahoo.com
深度学习的突破及其局限
 深度学习是最近人工智能在机器学习方面的突破。它大大改进了现有地模式识别系统,
语音识别系统,语言翻译系统,和计算机视觉系统。 但是,深入学习仅限于学习输入输
出映射函数。如果不能把一个智能问题转化成有输入和输出地映射函数问题,那么就不
能用深度学习算法。另外,其泛化力虽然优于大多数其他计算机学习算法,但却远远低
于人类。前者需要数百万个准确标记的样本,而后者需要几个或根本不需要。
 深深度学习是一种纯粹的黑匣子学习。其最终结果难以解释,其失败也难以解释。它的
推理力非常有限。它不能用于解决高层次的认知任务,如模仿科学家发现自然规律,模
仿商人解决商业问题,或模仿经济学家解决经济问题。深入学习的突破是超大训练样本
与基于GPU超强运算能力完成的,其本身没有在机器学习理论上有突破。
 目前有许许多多的机器学习方法,如深度学习,Bayesian网络,Factor Graph, SVC, Naïve
Bayes Model, 决策树等等。再大的方向上有统计模式识别,结构模式识别与神经网络。
但是所有这些理论和方法都没有回答机器学习最重要的问题,那就是泛化能力是从哪里
来的?如何提高机器学习的泛化能力?
通用智能与专用智能
 现有的人工智能技术都是专用人工智能技术,必须一个接一个先由人来弄清机制,再编成程序由计算机
来实现。但是人类除了具有各种专用智能之外,还有通用智能。通用智能可以帮助人类掌握新专用智能,
如下棋开车研究与学习自然科学等等。虽然人类具有各种专用智能及强大的通用智能,但人脑自己想不
清它们本身运作机制,也不知道为什么能学习新技能,更搞不清楚科学家是如何从各种单独现象中抽取
普遍原理的。
 所有这些是由于人类目前还不知道智能是什么造成的。人们不知道什么是智能,也不知道智能分为专用
与通用,及它们各自的要素与原理是什么,也不知道机器学习特别是深度学习的泛化能力是从哪里来的。
目前深度学习的泛化能力与人脑差百万倍,还没有处理新情况的能力和概念层次的抽象与推理的认知能
力,更不可能发现自然规律,如像爱因斯坦的质能关系E = mc ^ 2。
 自从在世界上于1989年首次突破多体汉字识别之后,又经过近三十年在人工智能理论与实践上的不懈努
力和积累,特别是全局优化算法的突破,从信息论及知识表达的角度出发,发现智能分为专用与通用。
专用智能的要素是学习、分析与推理,其核心是知识表达。而知识表达的要素之一是观察表象变量到本
征变量的映射。而通用智能的要素是发现高泛化能力与表达能力的知识表达。各种智能能力,特别是通
用智能其中的发现知识表达的能力是可以用一个普遍的智能原理来解释。这个智能原理可以用来解释学
习泛化能力是从哪里来的,如何提高泛化能力。而实现该原理的各种核心技术是公司的关键知识产权。
 该智能原理的核心是基于信息优化的知识表达搜索框架。不同的专用智能需要不同的知识表示。没有一
个万能的知识表达可以解决任何认知问题。知识表达的学习与表达能力是由优化的结果好坏决定。一个
好的全局优化算法可以发现一个好的知识表达,大幅提高机器学习的泛化能力,知识的表达能力,推理
能力及理解力。
 这个智能原理可以用来分析与解释各种专用智能能力,从低层视觉听觉感知到高层概念认知与逻辑分析。
它可能是人脑智慧的真正来源。有了这个普遍的智能原理,我们就可以用来大幅改进智能系统的性能,
如语音识别系统人脸识别系统物体识别系统自动驾驶系统的性能。同时,我们还可以用机器实现更高层
次的认知能力,解决新的问题如管理公司及解决人类社会最重要的生产与分配问题。掌握了这个普遍的
智能原理,我们就可以像世界一流科学家一样破解自然之谜。
里程碑与商业价值
里程碑1: 利用发现的通用智能原理,可以破解重力之谜,统一爱因斯坦的广义相对论与量子
力学。这一部分的理论工作已经完成,剩下只是验证工作,而验证工作大部分物理学实验室就
可完成。该验证工作投资少,可以迅速得到结果。一旦该突破得到验证,我们就可以完成爱因
斯坦一生最终最伟大的理想,即统一广义相对论与量子力学,这两个是20世纪人类科学文明最
伟大的成就。不了解它们就很难说真正了解人类智慧。
里程碑2:里程碑1的完成可以验证普遍智能原理的科学性与准确性,建立大家的信心,为吸引
更多的资金吸引优秀人才打好了基础。里程碑2的目标是根据普遍智能原理完成新一代语音识
别系统的实现。
目前语音识别系统的突破主要来自深度神经网络。虽然深度神经网络大大优于过去的传统算法,
但是其泛化性,可靠性,适应性等大大劣于人类。同时,它需要大量的计算与存储内存,只可
在云终端完成,不能在智能手机上直接完成,大大限制其应用范围。
通过新一轮的投资,通过与国际一流公司与大学的合作,可以得到现成的训练数据,大大缩短
开发时间。从初步的实验结果估计,新语音识别算法泛化能力优于深度神经网络,所需训练样
本要远远小于深度神经网络。同时,其可靠性和适应性也优于深度神经网络。新语音识别算法
最大优点是所需计算量与所需内存大大减少,可以直接在智能手机上或其它智能机器上完成,
不需要上传到云端。
语音识别是智能人机界面的关键技术,Apple, Amazon, Google, Baidu, Facebook等大型互联网
公司在这技术上投入了大量的人力与资金。该技术的突破与发展不但可以有许多广泛的应用,
同时也可以引起大型互联网公司的关注与收购。
Reconciling Einstein’s Relativity
with Quantum Physics
From quantum wave propagation to curved spacetime and invariance of the laws of physics
Re-establish Einstein’s general relativity on the solid foundation of quantum physics
Xiaofei Huang, Ph.D., Foster City, CA 94404, HuangZeng@yahoo.com
破解爱恩斯坦广义相对论,统一物理学基础
A simple mechanism for gravity and relativity
• Why gravity can be treated as curved space and time?
• Why a point mass moves along a geodesic line?
• How the laws of physics appear to be the same in all inertial
frames with and without gravity?
Relativity=Equality for All Inertial Frames with and without Gravity
Einstein’s relativity belongs to classical physics
 In Einstein’s relativity, a photon moves as point-like object with a definite position and velocity at any given
time. Based on that picture, Einstein’s light clock and light ruler are designed to explain time dilation and
length contraction. With the same point of view, the classical motion equation for light, 𝒄 𝟐
𝒕 𝟐
− 𝒙 𝟐
= 𝟎, has
been used to derive the Lorentz transformation, a key transformation in relativity. Also, his geodesic
equation describes the motion of a point-like object in a gravitational field. In his theory, the spacetime
metric 𝒈 𝝁𝝂 is used to define the gravitational potential.
 However, all of those are approximation at the classical limit, just like F=ma. They are valid at the
macroscopic scale, but not the microscopic scale. In the quantum world, no photon or any other particle
moves like a point object with a definite position at any given time instance. Instead, it moves like a wave
without a definite position at any given time governed by quantum laws.
 Therefore, Einstein’s light clock and ruler would never work in reality. They only exist in our imaginations.
They should not be used to derive time dilation and length contraction. The classical motion equation for
light is also invalid in reality. It should not be used to derive the Lorentz transformation. Those calculations
are purely classical. They are merely pretty, purely hypothetical, mathematical exercises.
 Most importantly, the spacetime metric 𝒈 𝝁𝝂 𝒅𝒙 𝝁
𝒅𝒙 𝝂
is invalid at the microscopic scale due to the
Heisenberg’s uncertainty principle. It should not be served as a fundamental concept in relativity. Instead,
we need to find the real fundamentals of relativity and true mechanism such that the laws of physics remain
the same for everyone in the universe.
Reconciling Relativity with Quantum Mechanics
 Special relativity has been established around 1905 and general relativity is around 1915.
Both of them are more than a decade ahead of the establishment of quantum theory. All
the concepts used in relativity are classical ones. For example, objects have definite position
and velocity at any time instance. Each object has a definite trajectory in spacetime.
However, those pictures are inaccurate, often times misleading in the quantum world. You
can not simply treat an atomic system as a solar system because each electron of the atom
doesn’t have a definite orbit. Rather, it has a cloud of probability.
 It is desirable to reconcile relativity with quantum theory. It will shown here that relativity
can be established based on quantum wave propagation rather than the spacetime
geometry. The latter is just a classical limit of the former. It also offers a mechanism for the
first time to explain how the laws of physics remain the same for all observers.
 Einstein and many others have done brilliant work at establishing classical relativity theory
more than 100 years ago. It is time for us now to extend it beyond its classical limitations.
A Key Insight
It has been found in quantum mechanics that, for any free particle, either a boson or a
fermion, its motion is governed by the Klein-Gordon equation as
−
𝟏
𝒄 𝟐
𝝏 𝒕
𝟐
+ 𝝏 𝒙
𝟐
+ 𝝏 𝒚
𝟐
+ 𝝏 𝒛
𝟐
𝝍 𝒙, 𝒚, 𝒛, 𝒕 =
𝒎 𝟐
𝒄 𝟐
ℏ 𝟐
𝝍 𝒙, 𝒚, 𝒛, 𝒕
Where 𝜓 is the wave function describing the state of the particle, m is its mass, c is the
speed of light, and ℏ is the reduced Planck constant.
The Klein-Gordon equation can be generalized in a straightforward way to (remaining in
Cartesian coordinates)
𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 𝝍 𝒙, 𝒚, 𝒛, 𝒕 =
𝒎 𝟐
𝒄 𝟐
ℏ 𝟐
𝝍 𝒙, 𝒚, 𝒛, 𝒕
It has been found by the author that the above motion equation falls back to Einstein’s
geodesic equation in general relativity at the classical limit. That is, at the limit, when each
particle has a finite position and velocity at any given time, each free particle follows a path
in spacetime that has the longest proper time s, where 𝒔 = ∫ 𝒅𝒔 and 𝒅𝒔 = −𝒈 𝝁𝝂 𝒅𝒙 𝝁 𝒅𝒙 𝝂.
Important Conclusions from the Insight
 The generalized Klein-Gordon equation is more general than Einstein’s geodesic
equation.
 The universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 is more fundamental than the
spacetime metric 𝒈 𝝁𝝂 𝒅𝒙 𝝁 𝒅𝒙 𝝂 at understanding relativity.
 The spacetime metric 𝒈 𝝁𝝂 𝒅𝒙 𝝁 𝒅𝒙 𝝂 is only an emergent behavior of the universal
wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 at the classical limit when each object has a
definite position and velocity at any given time.
 The universal wave propagation parameters 𝒈 𝝁𝝂(𝜇, 𝜈 = 0,1,2,3) determines the
geometry of spacetime with the spacetime metric as 𝒈 𝝁𝝂. 𝒈 𝝁𝝂 is the inverse of 𝒈 𝝁𝝂
.
𝒈 𝝁𝝂 is a covariant tensor and 𝒈 𝝁𝝂
is a contravariant tensor.
 Gravitational potential is defined by the wave propagation parameters 𝒈 𝝁𝝂
, instead
of the spacetime metric 𝒈 𝝁𝝂 as suggested by Einstein.
Essence of Relativity
 It is hypothesized by the author that at the most fundamental level of nature, everything in the
universe is made of particle waves and field waves. All of those waves, either free or in
interactions with others, are governed by the same universal wave propagation operator
𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 using Cartesian coordinates in Newton’s absolute space and time.
 At any spacetime point, the universal wave propagation operator 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 remains in the
quadratic form under any linear transformation in spacetime (covariance). It can always be
normalized by a linear transformation in spacetime to the standard form:
−
𝟏
𝒄 𝟐
𝝏 𝒕
𝟐
+ 𝝏 𝒙
𝟐
+ 𝝏 𝒚
𝟐
+ 𝝏 𝒛
𝟐
using a linear transformation in spacetime coordinates. It keeps the same form under the
Lorentz transformation. This is the true essence of general relativity. Different spacetime
transformations lead to different perceived space and time, specific to each observer. It
explains why the laws of physics appear to be the same to all observers regardless of their
(uniform) motions and gravity. This is a true mechanical explanation for relativity.
 Based on the above observation, we have the general principle of relativity as
The laws of physics appear to be the same in all inertial frames with or without
gravity.
Essence of Relativity (II)
 The true essence of relativity is not the symmetry of space and time, but the normalizability of
the universal wave propagation operator from its general from 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 to its standard form
−
𝟏
𝒄 𝟐 𝝏 𝒕
𝟐
+ 𝝏 𝒙
𝟐 + 𝝏 𝒚
𝟐 + 𝝏 𝒛
𝟐. This property is more fundamental than the symmetry of spacetime.
 At the classical limit, 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 defines a spacetime geometry with the metric 𝒈 𝝁𝝂. Its standard
form −
𝟏
𝒄 𝟐 𝝏 𝒕
𝟐
+ 𝝏 𝒙
𝟐 + 𝝏 𝒚
𝟐 + 𝝏 𝒛
𝟐 has the Lorentz symmetry in terms of spacetime transformation. In
history, before the discovery of quantum theory, it is natural for scientists to discover this
symmetry first as the essence of relativity. However, this is only valid at the sense of classical
physics. At the subatomic scale, this is not true anymore. Instead, we should say that −
𝟏
𝒄 𝟐 𝝏 𝒕
𝟐
+
𝝏 𝒙
𝟐 + 𝝏 𝒚
𝟐 + 𝝏 𝒛
𝟐 possesses the Lorentz symmetry in terms of spacetime transformation.
 All state variables should be geometrical-like entities such as vectors and gradients so that they
are transformed accordingly under the transformation of space and time coordinates. They are
called, in fancy mathematical terms, covariant variables or contravariant variables. All equations
that are based on geometrical entities and 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 are linear covariant. In particular, when
𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 is reduced to 𝜼 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 (𝜼 𝝁𝝂
Minkowski metric), those equations are Lorentz invariant,
which must also be Lorentz covariant.
Relativity=Equality
 The normalizable universal wave propagation operator 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 described before
brings equality to all inertial frames with or without gravity such that a hydrogen
atom or a water molecule appears to be the same in structure and properties in
each frame, regardless of its motion and local gravity. The protein molecules
inside anyone’s bodies must be invariant to the motion of their planet and the
motion of themselves. They must also be invariant to the gravitational pulling
imposed on them by their planet. Otherwise, human beings can not travel into
space and land on the moon. Life is impossible on any planet.
 Einstein’s general relativity failed to bring equality to all inertial frames at the
presence of gravity. With his theory, different gravitational fields and different
motion speeds of different frames will lead different structures and properties for
the same atom or molecule. It could mean disaster for living beings dwelling on
different planets or different elevations on the same planet. This could be the
most fundamental flaw of Einstein’s theory.
Linear Covariance vs General Covariance
 Linear covariance is the invariance in form of the laws of physics under all possible linear transformations of
coordinates. Inertial frames corresponds to linear transformation. Accelerating and rotating frames
correspond to curvilinear transformations.
 In terms of linear covariance, any covariant tensor is still a tensor obviously. Therefore, 𝒈 𝝁𝝂
is a rank-2
contravariant tensor. The regular derivative of any tensor is also a tensor since it is transformed just like a
tensor. However, this is not true in terms of general covariance.
 In particular, 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 is covariant in terms of linear covariance. To make it clear, note that 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 remains
the same in form under any linear transformation of spacetime. If the operator has this form in absolute
space and time, then it remains the same in form in any inertial frames. However, it is not covariant in terms
of general covariance. It is not invariant in form in curvilinear coordinate transformation, covariant
derivatives should be used instead here.
 Linear covariance brings equality to all inertial frames with or without gravity. This is critical important to
have the sameness property for all atoms and molecules. However, Einstein’s general covariance fails to
achieve this fundamental equality.
 Einstein generalized Lorentz covariance for special relativity to general covariance for general relativity.
However, Einstein could possibly generalize the principle of relativity in the wrong direction. To be
more specific, the principle of relativity should be generalized to all inertial frames with gravity from
ones without gravity, instead to all Gaussian coordinate systems using tensor expression.
Generalizing to Fancy Curvilinear Coordinates
 Using a curvilinear coordinate system, the universal wave propagation operator 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂
should be rewritten as 𝒈 𝝁𝝂
𝛁𝝁 𝛁𝝂, where 𝛁 𝝁 is the covariant derivative. Based on its definition,
𝒈 𝝁𝝂 𝛁𝝁 𝛁𝝂 can be rewritten as
𝒈 𝝁𝝂
(𝝏 𝝁 𝝏 𝝂 − 𝚪𝝁𝝂
𝝈
𝝏 𝝈)
where 𝚪𝝁𝝂
𝝈
is the Christoffel symbol defined as
𝚪𝝁𝝂
𝝈 =
𝟏
𝟐 𝝆=𝟎
𝟑
𝒈 𝝆𝝈 𝝏 𝝂 𝒈 𝝁𝝆 + 𝝏 𝝁 𝒈 𝝂𝝆 − 𝝏 𝝆 𝒈 𝝁𝝂
Here, 𝒈 𝝁𝝂 is the inverse of 𝒈 𝝁𝝂
. There are 40 Christoffel symbols for 4 dimensional
spacetime. Each one has the above complex form.
 Using curvilinear coordinates is a fancy mathematical generalization. It doesn’t offer much
extra insight into physical reality. Often times, it makes the computation in relativity
extremely tedious, burying physical concepts into an ocean of mathematical symbols,
notations, and indices. Furthermore, it is unlikely that nature implements the super complex
operator 𝒈 𝝁𝝂
𝛁 𝝁 𝛁𝝂 instead of the simply operator 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂. Unfortunately, Einstein took this
hard, tedious, and problematic way to study relativity in a strenuous heroic effect and we
still inherit most of it up to now.
Invariance of the Laws of Physics
 If nature implements 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂, then the laws of physics remain the same in form in tensor
expression in all inertial frames (linear covariance), but not in accelerating and rotating frames
simply because the operator losses its quadratic form (not general covariant). At the origin of
any inertial frame, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 can be normalized to the standard form 𝜼 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 where 𝜼 𝝁𝝂 is the
Minkowski metric. The operator has the same form at the origin.
 If nature implements 𝒈 𝝁𝝂
𝜵 𝝁 𝜵 𝝂, then the laws of physics remain the same in form in tensor
expression in all frames (general covariance). In this case, it can be normalized to the standard
form 𝜼 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 in the Gaussian normal coordinates (having specific acceleration, rotation, and
distortion of spacetime), and gravity and relative motion can be canceled out at the same time.
At the origin of any inertial frame, 𝒈 𝝁𝝂
𝜵 𝝁 𝜵 𝝂can be normalized to 𝜼 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 − 𝜼 𝝁𝝂
𝜞 𝝁𝝂
𝝈
𝝏 𝝈. In this
case, the extra term 𝜼 𝝁𝝂 𝜞 𝝁𝝂
𝝈 𝝏 𝝈 is dependent on the motion speed of the frame and the
gravitational potential 𝒈 𝝁𝝂
. The operator failed to keep the same form in this case. This could
be a fatal design flaw because the sameness property for atoms and molecule will be lost
for different inertial frames.
 Readers should not be fooled by the mathematical shorthand notation 𝒈 𝝁𝝂
𝜵 𝝁 𝜵 𝝂. In terms of
computational complexity, 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 has only 10 items added up, but 𝒈 𝝁𝝂
𝜵 𝝁 𝜵 𝝂 is super complex
with 490 items added up. Furthermore, 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 is a simple wave propagation operator with 10
parameters 𝒈 𝝁𝝂 while 𝒈 𝝁𝝂 𝜵 𝝁 𝜵 𝝂 needs to compute the inverse of 𝒈 𝝁𝝂, plus their derivatives, and
plus the multiplication of those derivatives with 𝒈 𝝁𝝂
themselves. Does nature choose such a
super complex, flawed design? Or it choose the simple, elegant design for the equality of all
inertial frames so that life is possible.
Quantum Particle Motion In General
In general, when both an electromagnetic field and a gravitational field is presented, it
is hypothesized by the author that the motion equation for a quantum particle is
𝒈 𝝁𝝂 𝒊ℏ𝝏 𝝁 −
𝒆
𝒄
𝑨 𝝁 𝒊ℏ𝝏 𝝂 −
𝒆
𝒄
𝑨 𝝂 𝝍 = 𝒎𝒄𝝍
where (𝑨 𝟎, 𝑨 𝟏, 𝑨 𝟐, 𝑨 𝟑) is the electromagnetic 4-potential, and e is the electric charge.
In this general case, the wave function 𝜓 must have four components.
When there is no gravity, the above equation falls back to the important Dirac
equation in quantum theory:
𝒊ℏ𝝏 𝟎 −
𝒆
𝒄
𝑨 𝟎
𝟐
−
𝝁=𝟏
𝟑
𝒊ℏ𝝏 𝝁 −
𝒆
𝒄
𝑨 𝝁
𝟐
𝝍 = 𝒎𝒄𝝍
Quantum Gravitational Field Equation
 In terms of the universal wave propagation operator 𝑔 𝜇𝜈
𝜕𝜇 𝜕 𝜈, the electromagnetic field
equation can be written as
𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 𝑨(𝒙, 𝒚, 𝒛, 𝒕) = 𝝁 𝟎 𝑱(𝒙, 𝒚, 𝒛, 𝒕)
where 𝑨(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field called the electromagnetic potential field, 𝝁 𝟎
is the vacuum permeability, and J(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field defining the electric
current field. The equation is linear covariant.
 As suggested before, gravitational waves should also be governed by the same universal wave
propagation operator 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 as any other field waves. Therefore, we can postulate a
gravitational wave equation in the same form as the electromagnetic field equation as follows:
𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 𝑨 𝑮(𝒙, 𝒚, 𝒛, 𝒕) = 𝟒𝝅𝑮𝑱 𝑮(𝒙, 𝒚, 𝒛, 𝒕)
where 𝑨 𝑮(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field defining the gravitational potential field, 𝑮 is
the Newton’s constant, and 𝑱 𝑮(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field defining the matter
current field. Here, 𝒈 𝝁𝝂
is a function of 𝑨 𝑮 as 𝒈 𝝁𝝂
(𝑨 𝑮). That is, the gravitational potential 𝐴 𝐺
determines the wave propagation parameters 𝒈 𝝁𝝂
. When the potential equals zero, 𝒈 𝝁𝝂
falls
back to the standard Minkowski metric 𝜼 𝝁𝝂
. The function 𝒈 𝝁𝝂
(𝑨 𝑮) should be fined by
experimental data, such as the PPN parameter 𝛾.
 The field equation is Lorentz covariant. Einstein’s field equation is a super-complex,
general covariant approximation to it.
A Simple Quantum Experiment to Disprove
Einstein’s General Relativity
 If we believe in the equality of all inertial frames at the presence of gravity, the double-slit
experiment can be used to disprove Einstein’s general relativity experimentally. It can be
used to find out the wave propagation operator is linear covariant as 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 or general
covariant as 𝒈 𝝁𝝂
𝛁 𝝁 𝛁𝝂 proposed by Einstein. General covariance is the very foundation of
Einstein’s general relativity. If the experiment’s result agree with 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂, then Einstein’s
general relativity is disproved completely at the most fundamental level.
 To conduct the experiment, we can shoot up an electron upwards to pass through a
double-slit put horizontally on its path. Behind the double-slit, we put a screen tilted with
different angles against horizon. Under its own gravity, the interference pattern of the
electron generated by the wave propagation operator 𝒈 𝝁𝝂
𝝏 𝝁 𝝏 𝝂 will squeeze the electron
wave vertically, but not so for 𝒈 𝝁𝝂
𝛁 𝝁 𝛁𝝂 when we simulate it using an accelerating frame
equivalent to the gravity. Simply put, this experiment will show that gravity is not
equivalent to acceleration at the subatomic scale. This is a simple experiment to reveal the
most fundamental truth of nature.
Is this the Time for a New Relativity Theory?
 Einstein’s general relativity is not compatible with quantum theory. The new
quantum gravity theory presented here doesn’t have this troubling issue.
Moreover, the new theory doesn’t have many other troubling issues of general
relativity like black hole problem, flatness problem, cosmology constant
problem, singularity problem, vacuum energy problem, and quantum
normalization problem. It is a call now to re-establish the theory on the
foundation of quantum physics.

Contenu connexe

Tendances

B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...
B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...
B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...
Abhi Hirpara
 
Relativity theory project
Relativity theory projectRelativity theory project
Relativity theory project
Seergio Garcia
 
Relativity Theory By Einstein
Relativity Theory By EinsteinRelativity Theory By Einstein
Relativity Theory By Einstein
Soudip Sinha Roy
 
The britannica guide to relativity and quantum mechanics (physics explained)
The britannica guide to relativity and quantum mechanics (physics explained) The britannica guide to relativity and quantum mechanics (physics explained)
The britannica guide to relativity and quantum mechanics (physics explained)
أحمد عبد القادر
 
Vasil Penchev. Gravity as entanglement, and entanglement as gravity
Vasil Penchev. Gravity as entanglement, and entanglement as gravityVasil Penchev. Gravity as entanglement, and entanglement as gravity
Vasil Penchev. Gravity as entanglement, and entanglement as gravity
Vasil Penchev
 
Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...
Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...
Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...
Vasil Penchev
 

Tendances (20)

B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...
B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...
B.Tech sem I Engineering Physics U-III Chapter 1-THE SPECIAL THEORY OF RELATI...
 
Relativity theory project
Relativity theory projectRelativity theory project
Relativity theory project
 
241262134 rubab-thesis
241262134 rubab-thesis241262134 rubab-thesis
241262134 rubab-thesis
 
Special Theory Of Relativity
Special Theory Of RelativitySpecial Theory Of Relativity
Special Theory Of Relativity
 
Setting Time Aright
Setting Time ArightSetting Time Aright
Setting Time Aright
 
Quantum Field Theory and the Limits of Knowledge
Quantum Field Theory and the Limits of KnowledgeQuantum Field Theory and the Limits of Knowledge
Quantum Field Theory and the Limits of Knowledge
 
A recipe for multi-metric gravity
A recipe for multi-metric gravityA recipe for multi-metric gravity
A recipe for multi-metric gravity
 
Relativity Theory By Einstein
Relativity Theory By EinsteinRelativity Theory By Einstein
Relativity Theory By Einstein
 
The generalization of the Periodic table. The "Periodic table" of "dark matter"
The generalization of the Periodic table. The "Periodic table" of "dark matter"The generalization of the Periodic table. The "Periodic table" of "dark matter"
The generalization of the Periodic table. The "Periodic table" of "dark matter"
 
Sci 116: Relativity
Sci 116: RelativitySci 116: Relativity
Sci 116: Relativity
 
The britannica guide to relativity and quantum mechanics (physics explained)
The britannica guide to relativity and quantum mechanics (physics explained) The britannica guide to relativity and quantum mechanics (physics explained)
The britannica guide to relativity and quantum mechanics (physics explained)
 
Special Relativity
Special RelativitySpecial Relativity
Special Relativity
 
Vasil Penchev. Gravity as entanglement, and entanglement as gravity
Vasil Penchev. Gravity as entanglement, and entanglement as gravityVasil Penchev. Gravity as entanglement, and entanglement as gravity
Vasil Penchev. Gravity as entanglement, and entanglement as gravity
 
Gravitation
GravitationGravitation
Gravitation
 
special relativity
special relativityspecial relativity
special relativity
 
A General Relativity Primer
A General Relativity PrimerA General Relativity Primer
A General Relativity Primer
 
Evaluation of post-Einsteinian gravitational theories through parameterized p...
Evaluation of post-Einsteinian gravitational theories through parameterized p...Evaluation of post-Einsteinian gravitational theories through parameterized p...
Evaluation of post-Einsteinian gravitational theories through parameterized p...
 
Einstein's Theory of relativity
 Einstein's Theory of relativity Einstein's Theory of relativity
Einstein's Theory of relativity
 
Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...
Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...
Hilbert Space and pseudo-Riemannian Space: The Common Base of Quantum Informa...
 
Introduction to Special theory of relativity
Introduction to Special theory of relativityIntroduction to Special theory of relativity
Introduction to Special theory of relativity
 

Similaire à 破解人类智能之谜,统一爱因斯坦广义相对论,利用人工智能新突破,引领新高科技产业

natsci1report (compatibility mode)
natsci1report (compatibility mode)natsci1report (compatibility mode)
natsci1report (compatibility mode)
alezandria
 
Relativity theory project & albert einsten
Relativity theory project & albert einstenRelativity theory project & albert einsten
Relativity theory project & albert einsten
Seergio Garcia
 
Quantum mechanics
Quantum mechanicsQuantum mechanics
Quantum mechanics
hplap
 
natsci1report (2007version)
natsci1report (2007version)natsci1report (2007version)
natsci1report (2007version)
alezandria
 
The Significance of the Speed of Light relating to Einstein
The Significance of the Speed of Light relating to EinsteinThe Significance of the Speed of Light relating to Einstein
The Significance of the Speed of Light relating to Einstein
Kenny Hansen
 
LECTURE 1 PHY5521 Classical Mechanics Honour to Masters Level
LECTURE 1 PHY5521 Classical Mechanics Honour to Masters LevelLECTURE 1 PHY5521 Classical Mechanics Honour to Masters Level
LECTURE 1 PHY5521 Classical Mechanics Honour to Masters Level
DavidTinarwo1
 

Similaire à 破解人类智能之谜,统一爱因斯坦广义相对论,利用人工智能新突破,引领新高科技产业 (20)

PART II.2 - Modern Physics
PART II.2 - Modern PhysicsPART II.2 - Modern Physics
PART II.2 - Modern Physics
 
natsci1report (compatibility mode)
natsci1report (compatibility mode)natsci1report (compatibility mode)
natsci1report (compatibility mode)
 
Philosophy of space and time
Philosophy of space and timePhilosophy of space and time
Philosophy of space and time
 
Conceptual Introduction to Special Relativity
Conceptual Introduction to Special RelativityConceptual Introduction to Special Relativity
Conceptual Introduction to Special Relativity
 
Short Review of the Unitary Quantum Theory
Short Review of the Unitary Quantum TheoryShort Review of the Unitary Quantum Theory
Short Review of the Unitary Quantum Theory
 
Relativity theory project & albert einsten
Relativity theory project & albert einstenRelativity theory project & albert einsten
Relativity theory project & albert einsten
 
Quantum mechanics
Quantum mechanicsQuantum mechanics
Quantum mechanics
 
Dozier presentation
Dozier presentationDozier presentation
Dozier presentation
 
Length contraction
Length contractionLength contraction
Length contraction
 
Relativity
RelativityRelativity
Relativity
 
natsci1report (2007version)
natsci1report (2007version)natsci1report (2007version)
natsci1report (2007version)
 
The Significance of the Speed of Light relating to Einstein
The Significance of the Speed of Light relating to EinsteinThe Significance of the Speed of Light relating to Einstein
The Significance of the Speed of Light relating to Einstein
 
Str
StrStr
Str
 
Unit1_Prerequisites.pdf
Unit1_Prerequisites.pdfUnit1_Prerequisites.pdf
Unit1_Prerequisites.pdf
 
Wave Assembly Line Theory of Quantum Entanglement
Wave Assembly Line Theory of Quantum EntanglementWave Assembly Line Theory of Quantum Entanglement
Wave Assembly Line Theory of Quantum Entanglement
 
THE UNIFICATION OF PHYSICS
THE UNIFICATION OF PHYSICSTHE UNIFICATION OF PHYSICS
THE UNIFICATION OF PHYSICS
 
Classical Mechanics-MSc
Classical Mechanics-MScClassical Mechanics-MSc
Classical Mechanics-MSc
 
LECTURE 1 PHY5521 Classical Mechanics Honour to Masters Level
LECTURE 1 PHY5521 Classical Mechanics Honour to Masters LevelLECTURE 1 PHY5521 Classical Mechanics Honour to Masters Level
LECTURE 1 PHY5521 Classical Mechanics Honour to Masters Level
 
Relativity theory
Relativity theoryRelativity theory
Relativity theory
 
[2]report relatity theory
[2]report relatity theory[2]report relatity theory
[2]report relatity theory
 

Dernier

GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
Lokesh Kothari
 
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
ssuser79fe74
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disks
Sérgio Sacani
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Sérgio Sacani
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOST
Sérgio Sacani
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Sérgio Sacani
 
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
PirithiRaju
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Sérgio Sacani
 

Dernier (20)

GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
 
Nanoparticles synthesis and characterization​ ​
Nanoparticles synthesis and characterization​  ​Nanoparticles synthesis and characterization​  ​
Nanoparticles synthesis and characterization​ ​
 
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
 
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
 
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptxCOST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
 
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRStunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
 
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
 
Zoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdfZoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdf
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disks
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOST
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 
Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdf
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
 
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
 
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 

破解人类智能之谜,统一爱因斯坦广义相对论,利用人工智能新突破,引领新高科技产业

  • 2. 深度学习的突破及其局限  深度学习是最近人工智能在机器学习方面的突破。它大大改进了现有地模式识别系统, 语音识别系统,语言翻译系统,和计算机视觉系统。 但是,深入学习仅限于学习输入输 出映射函数。如果不能把一个智能问题转化成有输入和输出地映射函数问题,那么就不 能用深度学习算法。另外,其泛化力虽然优于大多数其他计算机学习算法,但却远远低 于人类。前者需要数百万个准确标记的样本,而后者需要几个或根本不需要。  深深度学习是一种纯粹的黑匣子学习。其最终结果难以解释,其失败也难以解释。它的 推理力非常有限。它不能用于解决高层次的认知任务,如模仿科学家发现自然规律,模 仿商人解决商业问题,或模仿经济学家解决经济问题。深入学习的突破是超大训练样本 与基于GPU超强运算能力完成的,其本身没有在机器学习理论上有突破。  目前有许许多多的机器学习方法,如深度学习,Bayesian网络,Factor Graph, SVC, Naïve Bayes Model, 决策树等等。再大的方向上有统计模式识别,结构模式识别与神经网络。 但是所有这些理论和方法都没有回答机器学习最重要的问题,那就是泛化能力是从哪里 来的?如何提高机器学习的泛化能力?
  • 3. 通用智能与专用智能  现有的人工智能技术都是专用人工智能技术,必须一个接一个先由人来弄清机制,再编成程序由计算机 来实现。但是人类除了具有各种专用智能之外,还有通用智能。通用智能可以帮助人类掌握新专用智能, 如下棋开车研究与学习自然科学等等。虽然人类具有各种专用智能及强大的通用智能,但人脑自己想不 清它们本身运作机制,也不知道为什么能学习新技能,更搞不清楚科学家是如何从各种单独现象中抽取 普遍原理的。  所有这些是由于人类目前还不知道智能是什么造成的。人们不知道什么是智能,也不知道智能分为专用 与通用,及它们各自的要素与原理是什么,也不知道机器学习特别是深度学习的泛化能力是从哪里来的。 目前深度学习的泛化能力与人脑差百万倍,还没有处理新情况的能力和概念层次的抽象与推理的认知能 力,更不可能发现自然规律,如像爱因斯坦的质能关系E = mc ^ 2。  自从在世界上于1989年首次突破多体汉字识别之后,又经过近三十年在人工智能理论与实践上的不懈努 力和积累,特别是全局优化算法的突破,从信息论及知识表达的角度出发,发现智能分为专用与通用。 专用智能的要素是学习、分析与推理,其核心是知识表达。而知识表达的要素之一是观察表象变量到本 征变量的映射。而通用智能的要素是发现高泛化能力与表达能力的知识表达。各种智能能力,特别是通 用智能其中的发现知识表达的能力是可以用一个普遍的智能原理来解释。这个智能原理可以用来解释学 习泛化能力是从哪里来的,如何提高泛化能力。而实现该原理的各种核心技术是公司的关键知识产权。  该智能原理的核心是基于信息优化的知识表达搜索框架。不同的专用智能需要不同的知识表示。没有一 个万能的知识表达可以解决任何认知问题。知识表达的学习与表达能力是由优化的结果好坏决定。一个 好的全局优化算法可以发现一个好的知识表达,大幅提高机器学习的泛化能力,知识的表达能力,推理 能力及理解力。  这个智能原理可以用来分析与解释各种专用智能能力,从低层视觉听觉感知到高层概念认知与逻辑分析。 它可能是人脑智慧的真正来源。有了这个普遍的智能原理,我们就可以用来大幅改进智能系统的性能, 如语音识别系统人脸识别系统物体识别系统自动驾驶系统的性能。同时,我们还可以用机器实现更高层 次的认知能力,解决新的问题如管理公司及解决人类社会最重要的生产与分配问题。掌握了这个普遍的 智能原理,我们就可以像世界一流科学家一样破解自然之谜。
  • 4. 里程碑与商业价值 里程碑1: 利用发现的通用智能原理,可以破解重力之谜,统一爱因斯坦的广义相对论与量子 力学。这一部分的理论工作已经完成,剩下只是验证工作,而验证工作大部分物理学实验室就 可完成。该验证工作投资少,可以迅速得到结果。一旦该突破得到验证,我们就可以完成爱因 斯坦一生最终最伟大的理想,即统一广义相对论与量子力学,这两个是20世纪人类科学文明最 伟大的成就。不了解它们就很难说真正了解人类智慧。 里程碑2:里程碑1的完成可以验证普遍智能原理的科学性与准确性,建立大家的信心,为吸引 更多的资金吸引优秀人才打好了基础。里程碑2的目标是根据普遍智能原理完成新一代语音识 别系统的实现。 目前语音识别系统的突破主要来自深度神经网络。虽然深度神经网络大大优于过去的传统算法, 但是其泛化性,可靠性,适应性等大大劣于人类。同时,它需要大量的计算与存储内存,只可 在云终端完成,不能在智能手机上直接完成,大大限制其应用范围。 通过新一轮的投资,通过与国际一流公司与大学的合作,可以得到现成的训练数据,大大缩短 开发时间。从初步的实验结果估计,新语音识别算法泛化能力优于深度神经网络,所需训练样 本要远远小于深度神经网络。同时,其可靠性和适应性也优于深度神经网络。新语音识别算法 最大优点是所需计算量与所需内存大大减少,可以直接在智能手机上或其它智能机器上完成, 不需要上传到云端。 语音识别是智能人机界面的关键技术,Apple, Amazon, Google, Baidu, Facebook等大型互联网 公司在这技术上投入了大量的人力与资金。该技术的突破与发展不但可以有许多广泛的应用, 同时也可以引起大型互联网公司的关注与收购。
  • 5. Reconciling Einstein’s Relativity with Quantum Physics From quantum wave propagation to curved spacetime and invariance of the laws of physics Re-establish Einstein’s general relativity on the solid foundation of quantum physics Xiaofei Huang, Ph.D., Foster City, CA 94404, HuangZeng@yahoo.com 破解爱恩斯坦广义相对论,统一物理学基础 A simple mechanism for gravity and relativity • Why gravity can be treated as curved space and time? • Why a point mass moves along a geodesic line? • How the laws of physics appear to be the same in all inertial frames with and without gravity? Relativity=Equality for All Inertial Frames with and without Gravity
  • 6. Einstein’s relativity belongs to classical physics  In Einstein’s relativity, a photon moves as point-like object with a definite position and velocity at any given time. Based on that picture, Einstein’s light clock and light ruler are designed to explain time dilation and length contraction. With the same point of view, the classical motion equation for light, 𝒄 𝟐 𝒕 𝟐 − 𝒙 𝟐 = 𝟎, has been used to derive the Lorentz transformation, a key transformation in relativity. Also, his geodesic equation describes the motion of a point-like object in a gravitational field. In his theory, the spacetime metric 𝒈 𝝁𝝂 is used to define the gravitational potential.  However, all of those are approximation at the classical limit, just like F=ma. They are valid at the macroscopic scale, but not the microscopic scale. In the quantum world, no photon or any other particle moves like a point object with a definite position at any given time instance. Instead, it moves like a wave without a definite position at any given time governed by quantum laws.  Therefore, Einstein’s light clock and ruler would never work in reality. They only exist in our imaginations. They should not be used to derive time dilation and length contraction. The classical motion equation for light is also invalid in reality. It should not be used to derive the Lorentz transformation. Those calculations are purely classical. They are merely pretty, purely hypothetical, mathematical exercises.  Most importantly, the spacetime metric 𝒈 𝝁𝝂 𝒅𝒙 𝝁 𝒅𝒙 𝝂 is invalid at the microscopic scale due to the Heisenberg’s uncertainty principle. It should not be served as a fundamental concept in relativity. Instead, we need to find the real fundamentals of relativity and true mechanism such that the laws of physics remain the same for everyone in the universe.
  • 7. Reconciling Relativity with Quantum Mechanics  Special relativity has been established around 1905 and general relativity is around 1915. Both of them are more than a decade ahead of the establishment of quantum theory. All the concepts used in relativity are classical ones. For example, objects have definite position and velocity at any time instance. Each object has a definite trajectory in spacetime. However, those pictures are inaccurate, often times misleading in the quantum world. You can not simply treat an atomic system as a solar system because each electron of the atom doesn’t have a definite orbit. Rather, it has a cloud of probability.  It is desirable to reconcile relativity with quantum theory. It will shown here that relativity can be established based on quantum wave propagation rather than the spacetime geometry. The latter is just a classical limit of the former. It also offers a mechanism for the first time to explain how the laws of physics remain the same for all observers.  Einstein and many others have done brilliant work at establishing classical relativity theory more than 100 years ago. It is time for us now to extend it beyond its classical limitations.
  • 8. A Key Insight It has been found in quantum mechanics that, for any free particle, either a boson or a fermion, its motion is governed by the Klein-Gordon equation as − 𝟏 𝒄 𝟐 𝝏 𝒕 𝟐 + 𝝏 𝒙 𝟐 + 𝝏 𝒚 𝟐 + 𝝏 𝒛 𝟐 𝝍 𝒙, 𝒚, 𝒛, 𝒕 = 𝒎 𝟐 𝒄 𝟐 ℏ 𝟐 𝝍 𝒙, 𝒚, 𝒛, 𝒕 Where 𝜓 is the wave function describing the state of the particle, m is its mass, c is the speed of light, and ℏ is the reduced Planck constant. The Klein-Gordon equation can be generalized in a straightforward way to (remaining in Cartesian coordinates) 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 𝝍 𝒙, 𝒚, 𝒛, 𝒕 = 𝒎 𝟐 𝒄 𝟐 ℏ 𝟐 𝝍 𝒙, 𝒚, 𝒛, 𝒕 It has been found by the author that the above motion equation falls back to Einstein’s geodesic equation in general relativity at the classical limit. That is, at the limit, when each particle has a finite position and velocity at any given time, each free particle follows a path in spacetime that has the longest proper time s, where 𝒔 = ∫ 𝒅𝒔 and 𝒅𝒔 = −𝒈 𝝁𝝂 𝒅𝒙 𝝁 𝒅𝒙 𝝂.
  • 9. Important Conclusions from the Insight  The generalized Klein-Gordon equation is more general than Einstein’s geodesic equation.  The universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 is more fundamental than the spacetime metric 𝒈 𝝁𝝂 𝒅𝒙 𝝁 𝒅𝒙 𝝂 at understanding relativity.  The spacetime metric 𝒈 𝝁𝝂 𝒅𝒙 𝝁 𝒅𝒙 𝝂 is only an emergent behavior of the universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 at the classical limit when each object has a definite position and velocity at any given time.  The universal wave propagation parameters 𝒈 𝝁𝝂(𝜇, 𝜈 = 0,1,2,3) determines the geometry of spacetime with the spacetime metric as 𝒈 𝝁𝝂. 𝒈 𝝁𝝂 is the inverse of 𝒈 𝝁𝝂 . 𝒈 𝝁𝝂 is a covariant tensor and 𝒈 𝝁𝝂 is a contravariant tensor.  Gravitational potential is defined by the wave propagation parameters 𝒈 𝝁𝝂 , instead of the spacetime metric 𝒈 𝝁𝝂 as suggested by Einstein.
  • 10. Essence of Relativity  It is hypothesized by the author that at the most fundamental level of nature, everything in the universe is made of particle waves and field waves. All of those waves, either free or in interactions with others, are governed by the same universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 using Cartesian coordinates in Newton’s absolute space and time.  At any spacetime point, the universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 remains in the quadratic form under any linear transformation in spacetime (covariance). It can always be normalized by a linear transformation in spacetime to the standard form: − 𝟏 𝒄 𝟐 𝝏 𝒕 𝟐 + 𝝏 𝒙 𝟐 + 𝝏 𝒚 𝟐 + 𝝏 𝒛 𝟐 using a linear transformation in spacetime coordinates. It keeps the same form under the Lorentz transformation. This is the true essence of general relativity. Different spacetime transformations lead to different perceived space and time, specific to each observer. It explains why the laws of physics appear to be the same to all observers regardless of their (uniform) motions and gravity. This is a true mechanical explanation for relativity.  Based on the above observation, we have the general principle of relativity as The laws of physics appear to be the same in all inertial frames with or without gravity.
  • 11. Essence of Relativity (II)  The true essence of relativity is not the symmetry of space and time, but the normalizability of the universal wave propagation operator from its general from 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 to its standard form − 𝟏 𝒄 𝟐 𝝏 𝒕 𝟐 + 𝝏 𝒙 𝟐 + 𝝏 𝒚 𝟐 + 𝝏 𝒛 𝟐. This property is more fundamental than the symmetry of spacetime.  At the classical limit, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 defines a spacetime geometry with the metric 𝒈 𝝁𝝂. Its standard form − 𝟏 𝒄 𝟐 𝝏 𝒕 𝟐 + 𝝏 𝒙 𝟐 + 𝝏 𝒚 𝟐 + 𝝏 𝒛 𝟐 has the Lorentz symmetry in terms of spacetime transformation. In history, before the discovery of quantum theory, it is natural for scientists to discover this symmetry first as the essence of relativity. However, this is only valid at the sense of classical physics. At the subatomic scale, this is not true anymore. Instead, we should say that − 𝟏 𝒄 𝟐 𝝏 𝒕 𝟐 + 𝝏 𝒙 𝟐 + 𝝏 𝒚 𝟐 + 𝝏 𝒛 𝟐 possesses the Lorentz symmetry in terms of spacetime transformation.  All state variables should be geometrical-like entities such as vectors and gradients so that they are transformed accordingly under the transformation of space and time coordinates. They are called, in fancy mathematical terms, covariant variables or contravariant variables. All equations that are based on geometrical entities and 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 are linear covariant. In particular, when 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 is reduced to 𝜼 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 (𝜼 𝝁𝝂 Minkowski metric), those equations are Lorentz invariant, which must also be Lorentz covariant.
  • 12. Relativity=Equality  The normalizable universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 described before brings equality to all inertial frames with or without gravity such that a hydrogen atom or a water molecule appears to be the same in structure and properties in each frame, regardless of its motion and local gravity. The protein molecules inside anyone’s bodies must be invariant to the motion of their planet and the motion of themselves. They must also be invariant to the gravitational pulling imposed on them by their planet. Otherwise, human beings can not travel into space and land on the moon. Life is impossible on any planet.  Einstein’s general relativity failed to bring equality to all inertial frames at the presence of gravity. With his theory, different gravitational fields and different motion speeds of different frames will lead different structures and properties for the same atom or molecule. It could mean disaster for living beings dwelling on different planets or different elevations on the same planet. This could be the most fundamental flaw of Einstein’s theory.
  • 13. Linear Covariance vs General Covariance  Linear covariance is the invariance in form of the laws of physics under all possible linear transformations of coordinates. Inertial frames corresponds to linear transformation. Accelerating and rotating frames correspond to curvilinear transformations.  In terms of linear covariance, any covariant tensor is still a tensor obviously. Therefore, 𝒈 𝝁𝝂 is a rank-2 contravariant tensor. The regular derivative of any tensor is also a tensor since it is transformed just like a tensor. However, this is not true in terms of general covariance.  In particular, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 is covariant in terms of linear covariance. To make it clear, note that 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 remains the same in form under any linear transformation of spacetime. If the operator has this form in absolute space and time, then it remains the same in form in any inertial frames. However, it is not covariant in terms of general covariance. It is not invariant in form in curvilinear coordinate transformation, covariant derivatives should be used instead here.  Linear covariance brings equality to all inertial frames with or without gravity. This is critical important to have the sameness property for all atoms and molecules. However, Einstein’s general covariance fails to achieve this fundamental equality.  Einstein generalized Lorentz covariance for special relativity to general covariance for general relativity. However, Einstein could possibly generalize the principle of relativity in the wrong direction. To be more specific, the principle of relativity should be generalized to all inertial frames with gravity from ones without gravity, instead to all Gaussian coordinate systems using tensor expression.
  • 14. Generalizing to Fancy Curvilinear Coordinates  Using a curvilinear coordinate system, the universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 should be rewritten as 𝒈 𝝁𝝂 𝛁𝝁 𝛁𝝂, where 𝛁 𝝁 is the covariant derivative. Based on its definition, 𝒈 𝝁𝝂 𝛁𝝁 𝛁𝝂 can be rewritten as 𝒈 𝝁𝝂 (𝝏 𝝁 𝝏 𝝂 − 𝚪𝝁𝝂 𝝈 𝝏 𝝈) where 𝚪𝝁𝝂 𝝈 is the Christoffel symbol defined as 𝚪𝝁𝝂 𝝈 = 𝟏 𝟐 𝝆=𝟎 𝟑 𝒈 𝝆𝝈 𝝏 𝝂 𝒈 𝝁𝝆 + 𝝏 𝝁 𝒈 𝝂𝝆 − 𝝏 𝝆 𝒈 𝝁𝝂 Here, 𝒈 𝝁𝝂 is the inverse of 𝒈 𝝁𝝂 . There are 40 Christoffel symbols for 4 dimensional spacetime. Each one has the above complex form.  Using curvilinear coordinates is a fancy mathematical generalization. It doesn’t offer much extra insight into physical reality. Often times, it makes the computation in relativity extremely tedious, burying physical concepts into an ocean of mathematical symbols, notations, and indices. Furthermore, it is unlikely that nature implements the super complex operator 𝒈 𝝁𝝂 𝛁 𝝁 𝛁𝝂 instead of the simply operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂. Unfortunately, Einstein took this hard, tedious, and problematic way to study relativity in a strenuous heroic effect and we still inherit most of it up to now.
  • 15. Invariance of the Laws of Physics  If nature implements 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂, then the laws of physics remain the same in form in tensor expression in all inertial frames (linear covariance), but not in accelerating and rotating frames simply because the operator losses its quadratic form (not general covariant). At the origin of any inertial frame, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 can be normalized to the standard form 𝜼 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 where 𝜼 𝝁𝝂 is the Minkowski metric. The operator has the same form at the origin.  If nature implements 𝒈 𝝁𝝂 𝜵 𝝁 𝜵 𝝂, then the laws of physics remain the same in form in tensor expression in all frames (general covariance). In this case, it can be normalized to the standard form 𝜼 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 in the Gaussian normal coordinates (having specific acceleration, rotation, and distortion of spacetime), and gravity and relative motion can be canceled out at the same time. At the origin of any inertial frame, 𝒈 𝝁𝝂 𝜵 𝝁 𝜵 𝝂can be normalized to 𝜼 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 − 𝜼 𝝁𝝂 𝜞 𝝁𝝂 𝝈 𝝏 𝝈. In this case, the extra term 𝜼 𝝁𝝂 𝜞 𝝁𝝂 𝝈 𝝏 𝝈 is dependent on the motion speed of the frame and the gravitational potential 𝒈 𝝁𝝂 . The operator failed to keep the same form in this case. This could be a fatal design flaw because the sameness property for atoms and molecule will be lost for different inertial frames.  Readers should not be fooled by the mathematical shorthand notation 𝒈 𝝁𝝂 𝜵 𝝁 𝜵 𝝂. In terms of computational complexity, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 has only 10 items added up, but 𝒈 𝝁𝝂 𝜵 𝝁 𝜵 𝝂 is super complex with 490 items added up. Furthermore, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 is a simple wave propagation operator with 10 parameters 𝒈 𝝁𝝂 while 𝒈 𝝁𝝂 𝜵 𝝁 𝜵 𝝂 needs to compute the inverse of 𝒈 𝝁𝝂, plus their derivatives, and plus the multiplication of those derivatives with 𝒈 𝝁𝝂 themselves. Does nature choose such a super complex, flawed design? Or it choose the simple, elegant design for the equality of all inertial frames so that life is possible.
  • 16. Quantum Particle Motion In General In general, when both an electromagnetic field and a gravitational field is presented, it is hypothesized by the author that the motion equation for a quantum particle is 𝒈 𝝁𝝂 𝒊ℏ𝝏 𝝁 − 𝒆 𝒄 𝑨 𝝁 𝒊ℏ𝝏 𝝂 − 𝒆 𝒄 𝑨 𝝂 𝝍 = 𝒎𝒄𝝍 where (𝑨 𝟎, 𝑨 𝟏, 𝑨 𝟐, 𝑨 𝟑) is the electromagnetic 4-potential, and e is the electric charge. In this general case, the wave function 𝜓 must have four components. When there is no gravity, the above equation falls back to the important Dirac equation in quantum theory: 𝒊ℏ𝝏 𝟎 − 𝒆 𝒄 𝑨 𝟎 𝟐 − 𝝁=𝟏 𝟑 𝒊ℏ𝝏 𝝁 − 𝒆 𝒄 𝑨 𝝁 𝟐 𝝍 = 𝒎𝒄𝝍
  • 17. Quantum Gravitational Field Equation  In terms of the universal wave propagation operator 𝑔 𝜇𝜈 𝜕𝜇 𝜕 𝜈, the electromagnetic field equation can be written as 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 𝑨(𝒙, 𝒚, 𝒛, 𝒕) = 𝝁 𝟎 𝑱(𝒙, 𝒚, 𝒛, 𝒕) where 𝑨(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field called the electromagnetic potential field, 𝝁 𝟎 is the vacuum permeability, and J(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field defining the electric current field. The equation is linear covariant.  As suggested before, gravitational waves should also be governed by the same universal wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 as any other field waves. Therefore, we can postulate a gravitational wave equation in the same form as the electromagnetic field equation as follows: 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 𝑨 𝑮(𝒙, 𝒚, 𝒛, 𝒕) = 𝟒𝝅𝑮𝑱 𝑮(𝒙, 𝒚, 𝒛, 𝒕) where 𝑨 𝑮(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field defining the gravitational potential field, 𝑮 is the Newton’s constant, and 𝑱 𝑮(𝒙, 𝒚, 𝒛, 𝒕) is a 4-component vector field defining the matter current field. Here, 𝒈 𝝁𝝂 is a function of 𝑨 𝑮 as 𝒈 𝝁𝝂 (𝑨 𝑮). That is, the gravitational potential 𝐴 𝐺 determines the wave propagation parameters 𝒈 𝝁𝝂 . When the potential equals zero, 𝒈 𝝁𝝂 falls back to the standard Minkowski metric 𝜼 𝝁𝝂 . The function 𝒈 𝝁𝝂 (𝑨 𝑮) should be fined by experimental data, such as the PPN parameter 𝛾.  The field equation is Lorentz covariant. Einstein’s field equation is a super-complex, general covariant approximation to it.
  • 18. A Simple Quantum Experiment to Disprove Einstein’s General Relativity  If we believe in the equality of all inertial frames at the presence of gravity, the double-slit experiment can be used to disprove Einstein’s general relativity experimentally. It can be used to find out the wave propagation operator is linear covariant as 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 or general covariant as 𝒈 𝝁𝝂 𝛁 𝝁 𝛁𝝂 proposed by Einstein. General covariance is the very foundation of Einstein’s general relativity. If the experiment’s result agree with 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂, then Einstein’s general relativity is disproved completely at the most fundamental level.  To conduct the experiment, we can shoot up an electron upwards to pass through a double-slit put horizontally on its path. Behind the double-slit, we put a screen tilted with different angles against horizon. Under its own gravity, the interference pattern of the electron generated by the wave propagation operator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 will squeeze the electron wave vertically, but not so for 𝒈 𝝁𝝂 𝛁 𝝁 𝛁𝝂 when we simulate it using an accelerating frame equivalent to the gravity. Simply put, this experiment will show that gravity is not equivalent to acceleration at the subatomic scale. This is a simple experiment to reveal the most fundamental truth of nature.
  • 19. Is this the Time for a New Relativity Theory?  Einstein’s general relativity is not compatible with quantum theory. The new quantum gravity theory presented here doesn’t have this troubling issue. Moreover, the new theory doesn’t have many other troubling issues of general relativity like black hole problem, flatness problem, cosmology constant problem, singularity problem, vacuum energy problem, and quantum normalization problem. It is a call now to re-establish the theory on the foundation of quantum physics.

Notes de l'éditeur

  1. This video offers a simple mechanical explanation for the first time for gravity and relativity based on quantum wave propagation. It re-establishes Einstein’s general relativity on the solid footing of quantum physics. The new theory explains why gravity can be treated as curved space and time, why a point mass moves along a geodesic line, and how the laws of physics appear to be the same in all inertial frames with and without gravity. It also points out that Einstein’s general relativity failed to bring equality to inertial frames in terms of laws of physics at the presence of gravity. This fundamental flaw will also be fixed in the new theory.
  2. Covariance under the linear transformation of coordinates Under any linear transformation, the partial derivative of any tensor is still a tensor!!! Without generalizing to acceleration (curvilinear coordinates), using strictly linear transformations, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 is covariant.
  3. The spacetime metric 𝑔 𝜇𝜈 𝑑 𝑥 𝜇 𝑑 𝑥 𝜈 is covariant under curvilinear transformation. Since classical physics is solely based on this spacetime metric, the classical physics is covariant under curvilinear transformation such as acceleration. However, quantum physics which is based on 𝑔 𝜇𝜈 𝜕 𝜇 𝜕 𝜈 is not covariant under curvilinear transformation. That is, at the most fundamental level of nature, the laws of nature is only covariant under linear transformation of coordinates, not curvilinear ones. That is, we can’t generalize laws of physics to accelerating frames. Einstein is half right (classical physics) and half wrong (quantum physics).
  4. In Newton’s true space and time, 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 = 𝒈 𝝁𝝂 𝛁 𝝁 𝛁 𝝂 or equivalently 𝒈 𝝁𝝂 𝚪 𝝁𝝂 𝝈 =0, is a constraint on 𝒈 𝝁𝝂 for the propagator 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 to have the covariance property. In particular, if 𝒈 𝝁𝝂 𝝏 𝝁 𝝏 𝝂 = 𝒈 𝝁𝝂 𝛁 𝝁 𝛁 𝝂 in one coordinate system, then it is still satisfied after any linear transformation of spacetime. If nature implements this constraint, then all the laws of physics are covariant.