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[[File:Buddhabrot 20000.png|thumb|A ''Buddhabrot'' iterated to 20,000 times.]]
The '''''Buddhabrot''''' is a rendering technique related to the [[Mandelbrot set]]. A colored point in typical Mandelbrot images indicate the number of iterations of the Mandelbrot function that were needed to discover that it is ''not'' in the set. In a corresponding Buddhabrot image, the brightness of a pixel is proportional to the frequency with which all escaping trajectories hit that pixel. Its name reflects its [[pareidolia|pareidolic]] resemblance to classical depictions of [[Gautama Buddha]], seated in a meditation pose with a forehead mark (''[[Tikka (forehead mark)|tikka]]'') and traditional topknot (''[[ushnisha]]'').


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==Discovery==
 
The ''Buddhabrot'' rendering technique was discovered and later described in a 1993 [[Usenet]] post to sci.fractals<ref name=sci/> by Melinda Green.<ref>Melinda Green [http://www.superliminal.com/fractals/bbrot/bbrot.htm The Buddhabrot Technique]</ref>
 
Previous researchers had come very close to finding the precise Buddhabrot technique. In 1988 Linas Vepstas relayed similar images to [[Cliff Pickover]] for inclusion in Pickover's forthcoming book ''Computers, Pattern, Chaos, and Beauty''. This led directly to the discovery of [[pickover stalks]]. These researchers did not filter out non-escaping trajectories required to produce the ghostly forms typically reminiscent of Hindu art. Green first named it Ganesh, since an Indian co-worker "instantly recognized it as the god '[[Ganesha]]' which is the one with the head of an elephant."<ref name=sci>Daniel Green [http://groups.google.com/groups?hl=en&lr=&selm=18778%40autodesk.COM The deity hiding in the m-set]</ref>  The name ''Buddhabrot'' was coined later by Lori Gardi.<ref name=wn>The University of Western Ontario’s newspaper [http://communications.uwo.ca/western_news/PDF/WNews_Dec04_08.pdf Chaos (theory) rules for software developer(PDF12MB)], p. 10</ref>
 
==Rendering method==
Mathematically, the Mandelbrot set consists of the [[Set (mathematics)|set]] of points <math>c</math> in the [[complex plane]] for which the [[iteration|iteratively]] defined [[sequence]]
 
:<math>z_{n+1} = {z_n}^2 + c</math>
 
does ''not'' tend to [[infinity]] as <math>n</math> goes to infinity for <math>z_0 = 0</math>.
 
The ''Buddhabrot'' image can be constructed by first creating a 2-[[dimension]]al [[Array data structure|array]] of boxes, each corresponding to a final pixel in the image. Each box <math>(i,j)</math> for <math>i =1,\ldots,m</math> and <math>j = 1,\ldots,n</math> has size in complex coordinates of <math>\Delta x</math> and <math>\Delta y</math>, where <math>\Delta x = w/m</math> and <math>\Delta y = h/n</math> for an image of width <math>w</math> and height <math>h</math>.  A counter corresponding to each box is initialized to zero. Next, a random sampling of <math>c</math> points are iterated through the Mandelbrot function.  For points which '''do''' escape within a chosen maximum number of iterations, and therefore are '''not''' in the Mandelbrot set, the counter for each box entered during the escape to infinity is incremented by 1.  In other words, for each sequence corresponding to <math>c</math> that escapes, for each point <math>z_n</math> during the escape, the box that <math>(\text{Re}(z_n), \text{Im}(z_n))</math> lies within is incremented by 1. Points which do not escape within the maximum number of iterations (and therefore would be in the Mandelbrot set) are discarded. After a large number of <math>c</math> values have been iterated, [[Gray scale|grayscale]] shades are then chosen based on the values recorded in the array. The result is a density plot highlighting regions where <math>z_n</math> values spend the most time on their way to infinity.
[[File:nebulabrot.jpg|thumb|''Nebulabrot'']]
[[File:anti-buddabrot.jpg|thumb|''Anti-Buddhabrot'']]
 
==Nuances==
Rendering ''Buddhabrot'' images is typically more computationally intensive than standard Mandelbrot rendering techniques. This is partly due to requiring more random points to be iterated than pixels in the image in order to build up a sharp image. Rendering highly zoomed areas requires even more computation than for standard Mandlebrot images in which a given pixel can be computed directly regardless of zoom level. Conversely, a pixel in a zoomed region of a Buddhabrot image can be affected by initial points from regions far outside the one being rendered. Without resorting to more complex [http://www.steckles.com/buddha/ probabilistic techniques], rendering zoomed portions of ''Buddhabrot'' consists of merely cropping a large full sized rendering.
 
The number of iterations chosen affects the image&nbsp;&mdash; higher values give sparser more detailed appearance, as a few of the points pass through a large number of pixels before they escape, resulting in their paths being more prominent. If a lower number of iterations was used, these points would not escape in time and would be regarded as not escaping at all.
 
Green later realized that this provided a natural way to create color Buddhabrot images by taking three such [[grayscale]] images, differing only by the maximum number of iterations used, and combining them into a single color image using the same method used by astronomers to create [[false color]] images of nebula and other celestial objects. For example one could assign a 2,000 max iteration image to the red channel, a 200 max iteration image to the green channel, and a 20 max iteration image to the blue channel of an image in an [[RGB color space]]. Some have labelled Buddhabrot images using this technique ''Nebulabrots''.
 
There are a great many additional variations of the above rendering techniques that are interesting and beautiful but too numerous to list here.
 
<!-- NOTE: Some of the image shown below are transparent PNGs that only have white content, and therefore will not show up in the normal thumbnail generator. Here, a black background is forced. -->
{{multiple image|align=none
| image1 = Buddhabrot-20I-2000.png
| width1 = 377
| caption1 = Maximum iterations: 20
| image2 = Buddhabrot-100I-2000.png
| width2 = 377
| caption2 = Maximum iterations: 100
}}
{{multiple image|align=none
| image1 =Buddhabrot-1000I-8000.jpg
| width1 = 250
| caption1 = Maximum iterations: 1,000
| image2 = Buddhabrot-20000I-8000.jpg
| width2 = 250
| caption2 = Maximum iterations: 20,000
| image3 = Buddhabrot-1000000I-G2-2000.png
| width3 = 250
| caption3 = Maximum iterations: 1,000,000
}}
 
==Relation to the logistic map==
[[File:Buddhabrot logistic map.jpg|right|thumb|The Buddhabrot and its logistic map.]]
[[File:Buddhabrot logistic map animation tn.gif|right|thumb|link=Image:Buddhabrot_logistic_map_animation.gif|
Animation depicting the Buddhabrot and its logistic map.]]
 
The relationship between the [[Mandelbrot set]] as defined by the iteration <math>z^2+c</math>, and the [[logistic map]] <math>\lambda x(1-x)</math> is well known. The two are related by the quadratic transformation:
 
<math>\begin{align}
c_r&=\frac{\lambda(2-\lambda)}{4}\\
c_i&=0\\
z_r&=-\frac{\lambda(2x-1)}{2}\\
z_i&=0
\end{align}</math>
 
The traditional way of illustrating this relationship is aligning the logistic map and the Mandelbrot set through the relation between <math>c_r</math> and <math>\lambda</math>, using a common x-axis and a different y-axis, showing a one dimensional relationship.
 
Melinda Green discovered 'by accident' that the Anti-Buddhabrot paradigm fully integrates the logistic map. Both are based on tracing paths from non-escaping points, iterated from a (random) starting point, and the iteration functions are related by the transformation given above.  It is then easy to see that the Anti-Buddhabrot for <math>z^2+c</math>, plotting paths with <math>c=(\text{random},0)</math> and <math>z_0=(0,0)</math>, simply generates the logistic map in the plane <math>\{c_r,z_r\}</math>, when using the given transformation. For rendering purposes we use <math>z_0=(\text{random},0)</math>. Remember that in the logistic map all <math>z_{r0}</math> ultimately generate the same path.
 
Because both the Mandelbrot set and the logistic map are an integral part of the
Anti-Buddhabrot we can now show a 3D relationship between both, using the 3D axes
<math>\{c_r,c_i,z_r\}</math>.
The animation shows the classic Anti-Buddhabrot with
<math>c=(\text{random},\text{random})</math> and <math>z_0=(0,0)</math>, this is the 2D Mandelbrot set in the plane
<math>\{c_r,c_i\}</math>,
and also the Anti-Buddhabrot with <math>c=(\text{random},0)</math> and <math>z_0=(0,0)</math>, this is the
2D logistic map in the plane <math>\{c_r,z_r\}</math>.
We rotate the plane <math>\{c_i,z_r\}</math> around the <math>c_r</math>-axis, first showing
<math>\{c_r,c_i\}</math>, then rotating 90° to show <math>\{c_r,z_r\}</math>,
then rotating an extra 90° to show <math>\{c_r,-c_i\}</math>. We could rotate an
extra 180° but this gives the same images, mirrored around the <math>c_r</math>-axis.
 
The logistic map Anti-Buddhabrot is in fact a subset of the classic Anti-Buddhabrot,
situated in the plane <math>\{c_r,z_r\}</math> (or <math>c_i=0</math>) of 3D
<math>\{c_r,c_i,z_r\}</math>, perpendicular to the plane <math>\{c_r,c_i\}</math>.
We emphasize this by showing briefly, at 90° rotation, only the projected plane <math>c_i=0</math>, not
'disturbed' by the projections of the planes with non-zero <math>c_i</math>.{{-}}
 
==References==
{{Reflist}}
 
==External links==
{{Commons|Buddhabrot}}
{{External links|date=August 2010}}
* [http://www.superliminal.com/fractals/bbrot/bbrot.htm ''Buddhabrot'' discoverer Melinda Green's page]
* [http://www.linas.org/art-gallery/mandel/mandel.html ''Buddhabrot'' discoverer Linas Vepstas page]
* [http://www.complexification.net/gallery/machines/buddhabrot/ ''Buddhabrot'' page from the ''Gallery of Computation'']
* [http://www.mrob.com/pub/muency/buddhabrot.html ''Buddhabrot'' page in the ''Mu-Ency'' Mandelbrot Set Encyclopedia]
* [http://www.moleculardensity.net/buddhabrot/article/1 ''Buddhabrot'' page from ''Moleculardensity'']
 
[[Category:Fractals]]

Revision as of 23:32, 26 November 2013

A Buddhabrot iterated to 20,000 times.

The Buddhabrot is a rendering technique related to the Mandelbrot set. A colored point in typical Mandelbrot images indicate the number of iterations of the Mandelbrot function that were needed to discover that it is not in the set. In a corresponding Buddhabrot image, the brightness of a pixel is proportional to the frequency with which all escaping trajectories hit that pixel. Its name reflects its pareidolic resemblance to classical depictions of Gautama Buddha, seated in a meditation pose with a forehead mark (tikka) and traditional topknot (ushnisha).

Discovery

The Buddhabrot rendering technique was discovered and later described in a 1993 Usenet post to sci.fractals[1] by Melinda Green.[2]

Previous researchers had come very close to finding the precise Buddhabrot technique. In 1988 Linas Vepstas relayed similar images to Cliff Pickover for inclusion in Pickover's forthcoming book Computers, Pattern, Chaos, and Beauty. This led directly to the discovery of pickover stalks. These researchers did not filter out non-escaping trajectories required to produce the ghostly forms typically reminiscent of Hindu art. Green first named it Ganesh, since an Indian co-worker "instantly recognized it as the god 'Ganesha' which is the one with the head of an elephant."[1] The name Buddhabrot was coined later by Lori Gardi.[3]

Rendering method

Mathematically, the Mandelbrot set consists of the set of points in the complex plane for which the iteratively defined sequence

does not tend to infinity as goes to infinity for .

The Buddhabrot image can be constructed by first creating a 2-dimensional array of boxes, each corresponding to a final pixel in the image. Each box for and has size in complex coordinates of and , where and for an image of width and height . A counter corresponding to each box is initialized to zero. Next, a random sampling of points are iterated through the Mandelbrot function. For points which do escape within a chosen maximum number of iterations, and therefore are not in the Mandelbrot set, the counter for each box entered during the escape to infinity is incremented by 1. In other words, for each sequence corresponding to that escapes, for each point during the escape, the box that lies within is incremented by 1. Points which do not escape within the maximum number of iterations (and therefore would be in the Mandelbrot set) are discarded. After a large number of values have been iterated, grayscale shades are then chosen based on the values recorded in the array. The result is a density plot highlighting regions where values spend the most time on their way to infinity.

Nebulabrot
Anti-Buddhabrot

Nuances

Rendering Buddhabrot images is typically more computationally intensive than standard Mandelbrot rendering techniques. This is partly due to requiring more random points to be iterated than pixels in the image in order to build up a sharp image. Rendering highly zoomed areas requires even more computation than for standard Mandlebrot images in which a given pixel can be computed directly regardless of zoom level. Conversely, a pixel in a zoomed region of a Buddhabrot image can be affected by initial points from regions far outside the one being rendered. Without resorting to more complex probabilistic techniques, rendering zoomed portions of Buddhabrot consists of merely cropping a large full sized rendering.

The number of iterations chosen affects the image — higher values give sparser more detailed appearance, as a few of the points pass through a large number of pixels before they escape, resulting in their paths being more prominent. If a lower number of iterations was used, these points would not escape in time and would be regarded as not escaping at all.

Green later realized that this provided a natural way to create color Buddhabrot images by taking three such grayscale images, differing only by the maximum number of iterations used, and combining them into a single color image using the same method used by astronomers to create false color images of nebula and other celestial objects. For example one could assign a 2,000 max iteration image to the red channel, a 200 max iteration image to the green channel, and a 20 max iteration image to the blue channel of an image in an RGB color space. Some have labelled Buddhabrot images using this technique Nebulabrots.

There are a great many additional variations of the above rendering techniques that are interesting and beautiful but too numerous to list here.

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Relation to the logistic map

The Buddhabrot and its logistic map.
Animation depicting the Buddhabrot and its logistic map.

The relationship between the Mandelbrot set as defined by the iteration , and the logistic map is well known. The two are related by the quadratic transformation:

The traditional way of illustrating this relationship is aligning the logistic map and the Mandelbrot set through the relation between and , using a common x-axis and a different y-axis, showing a one dimensional relationship.

Melinda Green discovered 'by accident' that the Anti-Buddhabrot paradigm fully integrates the logistic map. Both are based on tracing paths from non-escaping points, iterated from a (random) starting point, and the iteration functions are related by the transformation given above. It is then easy to see that the Anti-Buddhabrot for , plotting paths with and , simply generates the logistic map in the plane , when using the given transformation. For rendering purposes we use . Remember that in the logistic map all ultimately generate the same path.

Because both the Mandelbrot set and the logistic map are an integral part of the Anti-Buddhabrot we can now show a 3D relationship between both, using the 3D axes . The animation shows the classic Anti-Buddhabrot with and , this is the 2D Mandelbrot set in the plane , and also the Anti-Buddhabrot with and , this is the 2D logistic map in the plane . We rotate the plane around the -axis, first showing , then rotating 90° to show , then rotating an extra 90° to show . We could rotate an extra 180° but this gives the same images, mirrored around the -axis.

The logistic map Anti-Buddhabrot is in fact a subset of the classic Anti-Buddhabrot, situated in the plane (or ) of 3D , perpendicular to the plane . We emphasize this by showing briefly, at 90° rotation, only the projected plane , not 'disturbed' by the projections of the planes with non-zero .Benefits of Residing in a Apartment or Landed property in Singapore Property New Launches & Project Showcase In Singapore Many residential Singapore property sales involve buying property in Singapore at new launches. These are often homes underneath building, being sold new by developers. New Launch Singapore Property, 28 Imperial Residences Coming To Geylang Lorong 26 The property market is slowing down, based on personal property transactions in May Cell Apps FREE Sign Up Log in Property Brokers Feedback

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The developer should open a Venture Account with a financial institution or monetary establishment for every housing venture he undertakes, before he's issued with a Sale License (license to sell models in his development). All payments from buyers before completion of the challenge, and construction loans, go into the mission account. New launch rental LA FIESTA, an thrilling new condominium located along Sengkang Square / Compassvale Highway is a brief stroll to the bustling Sengkang City Centre the place the bus interchange, Sengkang MRT and LRT stations are located. Glorious location,Premium rental with Bayfront resort lifestyle theme and views ofwaterscape. Close to EC pricing - Worth for cash! Apr 02, 2013 Sengkang New Rental Launch, La Fiesta- Sengkang MRTstation at your gate.

As The Hillford property launch at Jalan Jurong Kechil may be very close to to beauty world mrt , the environment for the plot of land which belongs to World Class Land remains very upbeat as it is rather close to to Holland Village. Review now by visiting the brand new apartment pages on our website, each displaying complete particulars and the latest information of each new launch. You can even contact us directly to obtain quick & correct answers to all of your questions with high of the road service. An inevitable conclusion is that costs within the property market have just set new highs. The apparent connotation for potential buyers is to take motion now before prices bounce again. tract and points to his property line, marked by a big maple in a sea of Search SG Developersale.com

References

43 year old Petroleum Engineer Harry from Deep River, usually spends time with hobbies and interests like renting movies, property developers in singapore new condominium and vehicle racing. Constantly enjoys going to destinations like Camino Real de Tierra Adentro.

External links

Most brokers paid and post their listings at these online property categorised portals but fail to realise that there is simply extra to it. They fail to leverage on one of the vital well-liked on-line advertising and marketing tool of their marketing campaign and that is through the social media.

In case you are among the many few who've passed the grueling Actual Estate Salesperson (RES) course, congratulations. So what next? Which agency should you be a part of? Earlier than taking the plunge, you will need to choose the proper mentor who can educate you the ropes in actual estate. An excellent mentor will allow you to navigate the complex world of real property by instructing you the way to get listings, advertising and marketing methods, real estate contracts and methods to closing your deal. He will even caution you on errors to keep away from that would land you in trouble. This has been reflected within the Industrial Production reading index for prescribed drugs. In June, the reading fell to one hundred thirty from 287. Effectively if you do not, you then're simply leaving your actual property enterprise to chance. Commons for rent

Thanks to hirepropertyagent.com.sg, i've discovered myself a good agent. He did a great job promoting my property and it was bought at an excellent value." JLL appointed unique agent for the sale of 2, 4 and 6 Dunlop Street by Expression of Curiosity. Uncommon Industrial Growth inside Pandan Meals Zone space up for sale conserving you updated with the property market 3. Work @ Residence IT Solutions As property costs cool in Hong Kong and Singapore, which have lengthy been magnets for Chinese language funding, extra money is flowing to actual property markets comparable to New York, London and Sydney. Chinese language have overtaken Russians house for sale in singapore the primary time as the biggest buyers of flats in Manhattan, in response to actual estate brokers. Condominium For Lease – Tribeca by the Waterfront (D09)

Property developer and residential landlord for flats and homes for lease and sale. Most property firms share the same database of property listings in Singapore. Due to this fact it is best to solely use only ONE agent at a time. In case you approach many agents at the similar time, very likely that they'll present you the same property. A lot confusion and embarrassment will arise should you engage many brokers. One of the best, and most of the time only, strategy to discover a good property agent in Singapore is phrase-of-mouth. Ask your friends and colleagues for reference. It is very simple to provide you with a couple of candidates since a lot of the expatriates dwelling in Singapore for a long time can have several good agent contacts to guide you. Toa Payoh, Singapore Singapore 319378 Estate

This is precisely what happened to me and my husband at the moment, to not point out a very unscrupulous developer operating in a really unprofessional manner. I need to share this story with everyone here, and please pass the message round particularly among expats communities, beware while you want to purchase property developed by VicLand Pte Ltd and if developer's agent is ECG property. There was only one unit left on the market by developer, 03-09, a 3 bed room flat. On the time my husband was out of town, and initially I liked what I saw so I instructed the developer's agent and my agent we should come back with my husband in two weeks to view it once more and make a decision after ward. Complaint / Suggestions about lousy property agent Darren Ng from Dennis Wee

This bought me thinking and I started to surprise – how much does a property agent really earn? We often hear or read about sure brokers making million dollar commissions, however is that the exception or the norm? That piqued my curiosity. Like any job, those who put in time and effort will do well and rise to the top. The ethics of exhausting work apply to the true property market as nicely. For individuals who are pondering of making a career change to develop into a property agent, you should be ready to invest the trouble to do properly. Otherwise you may just add to the statistic of brokers who eventually drop out of the realtor game. Properties that do not fall within the definition of residential properties stated above are non-residential properties Web site - www.riaschool.com.sg

Ought to you are on the lookout for new properties for investment or for own stay, we offer property recommendation and search services tailored to your needs. We have represented many together with worldwide and local buyers in efficiently finishing their property purchases. We work with main builders to bring you the latest and one of the best prime properties in Singapore. We are a one-cease service that may full your property cycle from purchase to sale. Property agents for Singapore Land Authority protecting among the government colonial properties for rent. Property leases for expatriates and foreigners. Also helps expats to purchase and promote their properties as well as property investment opportunities in Singapore and China. The Restaurant Affiliation of Singapore Template:External links

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