CN102034260A - Trigonometric function calculating method in three-dimensional (3D) graphics rendering - Google Patents

Trigonometric function calculating method in three-dimensional (3D) graphics rendering Download PDF

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CN102034260A
CN102034260A CN 201010621848 CN201010621848A CN102034260A CN 102034260 A CN102034260 A CN 102034260A CN 201010621848 CN201010621848 CN 201010621848 CN 201010621848 A CN201010621848 A CN 201010621848A CN 102034260 A CN102034260 A CN 102034260A
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蒋黎
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Beijing Pixel Software Technology Co Ltd
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Abstract

The invention discloses a trigonometric function calculating method in three-dimensional graphics (3D) rendering. The method comprises the following steps of: decomposing a radian r into a big angle t and a small angle k; searching the sine function value sin(t) and the cosine function cos(t) of the big angle t according to pre-created one-to-one corresponding relation between each sequence number and the sine function value of the big angle corresponding to the sequence number, and the one-to-one corresponding relation between each sequence number and the cosine function value of the big angle corresponding to the sequence number; calculating the sine function value sin(k) and the cosine function cos(k) of the small angle k by using the power series expansion equation of the sine function value sin(t) and the cosine function cos(t); and calculating the sine function value sin(r) and the cosine function cos(r) of the radian r according to a trigonometric function and a difference formula. By the method, the trigonometric function calculation efficiency in 3D rendering can be improved.

Description

Trigonometric function computing method in the 3D graph rendering
Technical field
The present invention relates to the 3D graphics rendering technology, the trigonometric function computing method in particularly a kind of 3D graph rendering.
Background technology
In the 3D graphic package, often use the computing of trigonometric function evaluation, for example cursive script generation in particIe system, Billboard algorithm, the scene, skeleton cartoon module etc.The operation efficiency of trigonometric function can influence the effect of figure, improves trigonometric function operation efficient and helps the smooth operation of program, strengthens the performance of particle effect etc.
In the prior art, the calculating according to the math library XNAMath in the DirectX SDK kit realizes trigonometric function is described in detail as follows:
DirectX SDK is the SDK (Software Development Kit) of the multimedia interface scheme of Microsoft, wherein most important parts is the graph rendering interface, DirectX SDK kit provides math library XNAMath, and math library XNAMath has made a lot of efficiency optimizations to the algorithm of 3D figure.For example, XNAMath has realized the trigonometric function algorithm that the SSE instruction is optimized, and this algorithm utilizes the power series expansion of sinusoidal and cosine, is deployed into 12 values of coming the approximate treatment trigonometric function.
Wherein, the computing formula of sine function is as follows:
sin(V)=V-V^3/3!+V^5/5!-V^7/7!+V^9/9!-V^11/11!+V^13/13!-V^15/15!+V^17/17!-V^19/19!+V^21/21!-V^23/23!,
The computing formula of cosine function is as follows:
cos(V)=1-V^2/2!+V^4/4!-V^6/6!+V^8/8!-V^10/10!+V^12/12!-V^14/14!+V^16/16!-V^18/18!+V^20/20!-V^22/22!。
And other trigonometric functions can obtain by the calculating conversion of sine function and cosine function, and for example tan equals sine function divided by the cosine function value, and the cotangent function equals the cosine function value divided by sine function.
As seen, the main power series expansion that passes through 12 is realized the calculating of trigonometric function in the prior art, because the item number of power series expansion is too much, so operation efficiency is lower.
Summary of the invention
In view of this, the invention provides the trigonometric function computing method in a kind of 3D graph rendering, can improve the trigonometric function operation efficient in the 3D graph rendering.
For solving the problems of the technologies described above, technical scheme of the present invention is achieved in that
Trigonometric function computing method in a kind of 3D graph rendering, this method comprises:
Calculate the ephemeral data m=r*256/ (2* π) corresponding according to radian r, to conduct of ephemeral data m round numbers part and r corresponding sequence number n, calculate the big angle t=n*2* pi/2 56 corresponding then with r according to sequence number n with r, and the calculating little angle k=r-t corresponding with r;
Set up the one-to-one relationship of the sine function at each sequence number and this pairing big angle of sequence number in advance, and the one-to-one relationship of the cosine function value at each sequence number and this pairing big angle of sequence number, search sine function sin (t) and the cosine function value cos (t) of big angle t according to described corresponding relation and the pairing sequence number n of big angle t;
Calculate sine function sin (k) and the cosine function value cos (k) of little angle k, wherein, cos (k)=1-0.5*k*k, sin (k)=k-(1/6.0) * k*k*k;
Calculate sine function sin (r) and the cosine function value cos (r) of radian r, wherein, sin (r)=sin (t+k)=sin (t) * cos (k)+cos (t) * sin (k), cos (r)=cos (t+k)=cos (t) * cos (k)-sin (t) * sin (k).
The method of the one-to-one relationship of the described sine function of setting up each sequence number and this pairing big angle of sequence number is:
Set up sequence number 0 and sin (0*2* pi/2 56) corresponding relation, sequence number 1 and sin (1*2* pi/2 56) corresponding relation, sequence number 2 and sin (2*2* pi/2 56) corresponding relation ... and the corresponding relation of sequence number 255 and sin (255*2* pi/2 56).
The method of the one-to-one relationship of the described cosine function value of setting up each sequence number and this pairing big angle of sequence number is:
Set up sequence number 0 and cos (0*2* pi/2 56) corresponding relation, sequence number 1 and cos (1*2* pi/2 56) corresponding relation, sequence number 2 and cos (2*2* pi/2 56) corresponding relation ... and the corresponding relation of sequence number 255 and cos (255*2* pi/2 56).
This method further comprises:
Calculate tan value tg (r)=sin (r)/cos (r) according to sine function sin (r) that is calculated and cosine function value cos (r).
This method further comprises:
Calculate cotangent functional value ctg (r)=cos (r)/sin (r) according to sine function sin (r) that is calculated and cosine function value cos (r).
According to technical scheme provided by the present invention, radian r is decomposed into big angle t and little angle k, one-to-one relationship according to the sine function at each sequence number of setting up in advance and this pairing big angle of sequence number, and the one-to-one relationship of the cosine function value at each sequence number and this pairing big angle of sequence number is searched sine function sin (t) and the cosine function value cos (t) of big angle t, utilize two power series expansion to calculate sine function sin (k) and the cosine function value cos (k) of little angle k again, calculate sine function sin (r) and the cosine function value cos (r) of radian r at last according to trigonometric function and difference formula.As seen, the present invention adopts look-up table to calculate sine function sin (t) and the cosine function value cos (t) of big angle t, adopt power series method to calculate sine function sin (k) and the cosine function value cos (k) of little angle k, thereby finally obtain sine function sin (r) and the cosine function value cos (r) of radian r, computing method are simple, avoided adopting the too much power series expansion of item number in the prior art, can improve the trigonometric function operation efficient in the 3D graph rendering.
Description of drawings
Fig. 1 is the process flow diagram of the trigonometric function computing method in a kind of 3D graph rendering provided by the present invention.
Embodiment
For making purpose of the present invention, technical scheme and advantage clearer, below with reference to the accompanying drawing embodiment that develops simultaneously, scheme of the present invention is described in further detail.
Core concept of the present invention is: radian r is decomposed into big angle t and little angle k, one-to-one relationship according to the sine function at each sequence number of setting up in advance and this pairing big angle of sequence number, and the one-to-one relationship of the cosine function value at each sequence number and this pairing big angle of sequence number is searched sine function sin (t) and the cosine function value cos (t) of big angle t, utilize two power series expansion to calculate sine function sin (k) and the cosine function value cos (k) of little angle k again, calculate sine function sin (r) and the cosine function value cos (r) of radian r at last according to trigonometric function and difference formula.
Fig. 1 is the process flow diagram of the trigonometric function computing method in a kind of 3D graph rendering provided by the present invention.As shown in Figure 1, this method may further comprise the steps:
Step 101, calculate the ephemeral data m=r*256/ (2* π) corresponding according to radian r with r, to conduct of ephemeral data m round numbers part and r corresponding sequence number n, calculate the big angle t=n*2* pi/2 56 corresponding then with r according to sequence number n, and the calculating little angle k=r-t corresponding with r.
In this step, the unit of r, t, k all is a radian.
Method to this step illustrates: suppose that radian r equals pi/2, and m=r*256/ (2* π)=64 then, it is 64 that the m round numbers is partly obtained n, then obtains big angle t=n*2* pi/2 56=pi/2, then obtains little angle k=r-t=0.
Need to prove that when m does not have integral part, then being considered as integral part is 0, similarly, when m does not have fraction part, then being considered as fraction part is 0.
Step 102, set up the one-to-one relationship of the sine function at each sequence number and this pairing big angle of sequence number in advance, and the one-to-one relationship of the cosine function value at each sequence number and this pairing big angle of sequence number, search sine function sin (t) and the cosine function value cos (t) of big angle t according to described corresponding relation and the pairing sequence number n of big angle t.
Since the value of radian r more than or equal to 0 and less than 2 π (radian 0 is considered as equating with radian 2 π, then the maximal value of radian must be less than 2 π), then the value of ephemeral data is less than 256, the maximal value of the sequence number that the integral part that ephemeral data is got obtains is 255, therefore, the possible value of sequence number be 0,1,2...255.
When sequence number is 0, the sine function at the big angle corresponding with this sequence number is sin (a 0*2* pi/2 56), when sequence number is 1, sine function sin (1*2* pi/2 56) to the big angle of this sequence number correspondence, when sequence number is 2, to the sine function sin (2*2* pi/2 56) at the big angle of this sequence number correspondence ..., when sequence number is 255, to the sine function sin (255*2* pi/2 56) at the big angle of this sequence number correspondence.
Based on above-mentioned analysis, the method for one-to-one relationship of sine function of setting up each sequence number and this pairing big angle of sequence number as can be known is as follows:
Set up sequence number 0 and sin (0*2* pi/2 56) corresponding relation, sequence number 1 and sin (1*2* pi/2 56) corresponding relation, sequence number 2 and sin (2*2* pi/2 56) corresponding relation ... and the corresponding relation of sequence number 255 and sin (255*2* pi/2 56).
Similarly, when sequence number is 0, the sine function at the big angle corresponding with this sequence number is cos (a 0*2* pi/2 56), when sequence number is 1, to the sine function cos (1*2* pi/2 56) at the big angle of this sequence number correspondence, when sequence number is 2, sine function cos (2*2* pi/2 56) to the big angle of this sequence number correspondence, ..., when sequence number is 255, to the sine function cos (255*2* pi/2 56) at the big angle of this sequence number correspondence.
Based on above-mentioned analysis, the method for one-to-one relationship of cosine function value of setting up each sequence number and this pairing big angle of sequence number as can be known is as follows:
Set up sequence number 0 and cos (0*2* pi/2 56) corresponding relation, sequence number 1 and cos (1*2* pi/2 56) corresponding relation, sequence number 2 and cos (2*2* pi/2 56) corresponding relation ... and the corresponding relation of sequence number 255 and cos (255*2* pi/2 56).
In addition, also can be according to the sine function of same radian square equal 1 with the quadratic sum of cosine function value, perhaps as radian a during less than pi/2, the sine function of radian a equals the cosine function value of the difference of pi/2 and a, and rules of other mutual conversions of sine and cosine functions in the prior art, one-to-one relationship to the sine function at each sequence number of being set up and this pairing big angle of sequence number is changed, thereby obtains the one-to-one relationship of the cosine function value at each sequence number and this pairing big angle of sequence number.
The method of searching is illustrated: suppose that n that step 101 is calculated is 64 and big angle t=n*2* pi/2 56=pi/2, the sine function of then searching the big angle pi/2 corresponding with sequence number 64 in described corresponding relation is sin (a 64*2* pi/2 56), and the cosine function value of the big angle pi/2 corresponding with sequence number 64 is cos (a 64*2* pi/2 56).
Step 103 is calculated sine function sin (k) and the cosine function value cos (k) of little angle k, wherein, and cos (k)=1-0.5*k*k, sin (k)=k-(1/6.0) * k*k*k.
Above-mentioned sine function sin (k) and cosine function value cos (k) obtain according to power series expansion of the prior art, because k<(2* pi/2 56), therefore as long as launch two demands that just can reach single precision.
Need to prove that there is no particular limitation for above-mentioned steps 102 and 103 execution sequencing, can first execution in step 102, back execution in step 103 also can first execution in step 103, back execution in step 102, but also executed in parallel step 102 and step 103.
Step 104, calculate sine function sin (r) and the cosine function value cos (r) of radian r, wherein, sin (r)=sin (t+k)=sin (t) * cos (k)+cos (t) * sin (k), cos (r)=cos (t+k)=cos (t) * cos (k)-sin (t) * sin (k).
The foundation of aforementioned calculation is trigonometric function of the prior art and difference formula.
Further, also can calculate tan value tg (r)=sin (r)/cos (r), cotangent functional value ctg (r)=cos (r)/sin (r) according to sine function sin (r) that is calculated and cosine function value cos (r).
So far, this flow process finishes.
Below by several embodiment said method is illustrated.
For example, following code is used to set up the one-to-one relationship of the sine function at each sequence number and this pairing big angle of sequence number:
Figure BSA00000409784000061
Figure BSA00000409784000071
Again for example, following code adopts C++ to realize following steps: first, search sine function sin (t) and the cosine function value cos (t) of big angle t according to corresponding relation and the pairing sequence number n of big angle t, second, calculate sine function sin (k) and the cosine function value cos (k) of little angle k, the 3rd, sine function sin (r) and the cosine function value cos (r) of calculating radian r.Wherein, a in the following code is equivalent to cos (k), and b is equivalent to sin (k), and x is equivalent to sin (t), and y is equivalent to cos (t), and s is equivalent to sin (r), and c is equivalent to cos (r):
Figure BSA00000409784000072
Again for example, following code adopts the SSE instruction to realize and above-mentioned code identical functions that the travelling speed of only following code is more quick:
Figure BSA00000409784000073
Figure BSA00000409784000081
In the 3D of reality graph rendering, trigonometric function computing method provided by the present invention possess application scenarios widely.
For example, in the prior art, the Billboard technology can make in the 3D scene all the time towards the camera lens graphing.In conjunction with the present invention, step is as follows:
At first, deflection angle according to the coordinate axis of Billboard paster after with respect to conversion, calculate the trigonometric function value of deflection angle, the concrete method of calculating trigonometric function value can be with reference to above-mentioned steps 101 and 104 and embodiment, according to the trigonometric function value that is calculated determine the Billboard paster towards, secondly, according to determined towards, calculate the coordinate on four summits of Billboard paster, and render to rendering module and play up.
Again for example, the present invention also has application widely in the formation object at random, for example, and the cursive script in particle emitter, the scene etc.With the particle emitter be example in conjunction with the present invention, step is as follows:
At first, generate the subobject that is launched according to trigger condition, obtain the initial angle of subobject then at random, and the trigonometric function value of calculating initial angle, to determine the initial transmissions direction, the concrete method of calculating trigonometric function value can be with reference to above-mentioned steps 101 and 104 and embodiment, at last according to determined initial transmissions direction timing ga(u)ge operator object position and play up.
In a word, trigonometric function computing method provided by the present invention can have application scenarios widely in the 3D graph rendering, every step that relates to trigonometric function calculating all can adopt method of the present invention, the description of the foregoing description and application scenarios is not to be used to limit the present invention, only for illustrating.
To sum up, in the present invention, radian r is decomposed into big angle t and little angle k, one-to-one relationship according to the sine function at each sequence number of setting up in advance and this pairing big angle of sequence number, and the one-to-one relationship of the cosine function value at each sequence number and this pairing big angle of sequence number is searched sine function sin (t) and the cosine function value cos (t) of big angle t, utilize two power series expansion to calculate sine function sin (k) and the cosine function value cos (k) of little angle k again, calculate sine function sin (r) and the cosine function value cos (r) of radian r at last according to trigonometric function and difference formula.As seen, the present invention adopts look-up table to calculate sine function sin (t) and the cosine function value cos (t) of big angle t, adopt power series method to calculate sine function sin (k) and the cosine function value cos (k) of little angle k, thereby finally obtain sine function sin (r) and the cosine function value cos (r) of radian r, computing method are simple, avoided adopting the too much power series expansion of item number in the prior art, can improve the trigonometric function operation efficient in the 3D graph rendering.
Adopt the solution of the present invention, compare with the C function, it is original 4 times that operation efficiency promotes, and compares with XNAMath, and it is 2.4 times that operation efficiency promotes.
And operational precision of the present invention is near 7 position effective digitals, than 6 position effective digitals of XNAMath lifting arranged also.
The above is preferred embodiment of the present invention only, is not to be used to limit protection scope of the present invention.Within the spirit and principles in the present invention all, any modification of being done, be equal to replacement, improvement etc., all should be included within protection scope of the present invention.

Claims (5)

1. trigonometric function computing method in the 3D graph rendering is characterized in that this method comprises:
Calculate the ephemeral data m=r*256/ (2* π) corresponding according to radian r, to conduct of ephemeral data m round numbers part and r corresponding sequence number n, calculate the big angle t=n*2* pi/2 56 corresponding then with r according to sequence number n with r, and the calculating little angle k=r-t corresponding with r;
Set up the one-to-one relationship of the sine function at each sequence number and this pairing big angle of sequence number in advance, and the one-to-one relationship of the cosine function value at each sequence number and this pairing big angle of sequence number, search sine function sin (t) and the cosine function value cos (t) of big angle t according to described corresponding relation and the pairing sequence number n of big angle t;
Calculate sine function sin (k) and the cosine function value cos (k) of little angle k, wherein, cos (k)=1-0.5*k*k, sin (k)=k-(1/6.0) * k*k*k;
Calculate sine function sin (r) and the cosine function value cos (r) of radian r, wherein, sin (r)=sin (t+k)=sin (t) * cos (k)+cos (t) * sin (k), cos (r)=cos (t+k)=cos (t) * cos (k)-sin (t) * sin (k).
2. method according to claim 1 is characterized in that, the method for the one-to-one relationship of the described sine function of setting up each sequence number and this pairing big angle of sequence number is:
Set up sequence number 0 and sin (0*2* pi/2 56) corresponding relation, sequence number 1 and sin (1*2* pi/2 56) corresponding relation, sequence number 2 and sin (2*2* pi/2 56) corresponding relation ... and the corresponding relation of sequence number 255 and sin (255*2* pi/2 56).
3. method according to claim 2 is characterized in that, the method for the one-to-one relationship of the described cosine function value of setting up each sequence number and this pairing big angle of sequence number is:
Set up sequence number 0 and cos (0*2* pi/2 56) corresponding relation, sequence number 1 and cos (1*2* pi/2 56) corresponding relation, sequence number 2 and cos (2*2* pi/2 56) corresponding relation ... and the corresponding relation of sequence number 255 and cos (255*2* pi/2 56).
4. method according to claim 1 is characterized in that, this method further comprises:
Calculate tan value tg (r)=sin (r)/cos (r) according to sine function sin (r) that is calculated and cosine function value cos (r).
5. method according to claim 4 is characterized in that, this method further comprises:
Calculate cotangent functional value ctg (r)=cos (r)/sin (r) according to sine function sin (r) that is calculated and cosine function value cos (r).
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018040726A1 (en) * 2016-08-31 2018-03-08 深圳市中兴微电子技术有限公司 Method and device for obtaining angle-related value, and computer storage medium

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20060253511A1 (en) * 2005-05-06 2006-11-09 Harris Corporation RF broadcasting employing sinusoidal-cosine wave generation with plural look-up tables
CN1983103A (en) * 2006-06-15 2007-06-20 华为技术有限公司 Trigonometric value determiner, determining method and telecommunicating apparatus therewith

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20060253511A1 (en) * 2005-05-06 2006-11-09 Harris Corporation RF broadcasting employing sinusoidal-cosine wave generation with plural look-up tables
CN1983103A (en) * 2006-06-15 2007-06-20 华为技术有限公司 Trigonometric value determiner, determining method and telecommunicating apparatus therewith

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
《IEEE Transactions on Information Technology in Biomedicine》 20100731 Guorui Yan et al. Fast Katsevich Algorithm Based on GPU for Helical Cone-Beam Computed Tomography 全文 1-5 第14卷, 第4期 *
《计算机工程》 20051130 马士超等 基于DSP的三角函数快速计算 全文 1-5 第31卷, 第22期 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018040726A1 (en) * 2016-08-31 2018-03-08 深圳市中兴微电子技术有限公司 Method and device for obtaining angle-related value, and computer storage medium
CN107783756A (en) * 2016-08-31 2018-03-09 深圳市中兴微电子技术有限公司 A kind of method and apparatus for obtaining angle correlation

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