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A '''perfectly matched layer''' ('''PML''') is an artificial absorbing layer for [[wave equation]]s, commonly used to truncate computational regions in [[numerical method]]s to simulate problems with open boundaries, especially in the [[Finite-difference time-domain method|FDTD]] and [[finite element method|FE]] methods.  The key property of a PML that distinguishes it from an ordinary absorbing material is that it is designed so that waves incident upon the PML from a non-PML medium do not reflect at the interface—this property allows the PML to strongly absorb outgoing waves from the interior of a computational region without reflecting them back into the interior.
 
PML was originally formulated by Berenger in 1994 for use with [[Maxwell's equations]], and since that time there have been several related reformulations of PML for both Maxwell's equations and for other wave equations.  Berenger's original formulation is called a '''split-field PML''', because it splits the [[electromagnetic field]]s into two unphysical fields in the PML region. A later formulation that has become more popular because of its simplicity and efficiency is called '''uniaxial PML''' or '''UPML''' (Gedney, 1996), in which the PML is described as an artificial [[birefringence|anisotropic]] absorbing material. Although both Berenger's formulation and UPML were initially derived by manually constructing the conditions under which incident [[plane wave]]s do not reflect from the PML interface from a homogeneous medium, ''both'' formulations were later shown to be equivalent to a much more elegant and general approach: '''stretched-coordinate PML''' (Chew and Weedon, 1994; Teixeira and Chew, 1998). In particular, PMLs were shown to correspond to a [[coordinate transformation]] in which one (or more) coordinates are mapped to [[complex number]]s; more technically, this is actually an [[analytic continuation]] of the wave equation into complex coordinates, replacing propagating (oscillating) waves by [[exponentially decaying]] waves. This viewpoint allows PMLs to be derived for inhomogeneous media such as [[waveguide]]s, as well as for other [[coordinate system]]s and wave equations.
 
==Technical description==
 
Specifically, for a PML designed to absorb waves propagating in the ''x'' direction, the following transformation is included in the wave equation.  Wherever an ''x'' derivative <math>\partial/\partial x</math> appears in the wave equation, it is replaced by:
:<math>\frac{\partial}{\partial x} \to \frac{1}{1 + \frac{i\sigma(x)}{\omega}} \frac{\partial}{\partial x}</math>
where &omega; is the [[angular frequency]] and &sigma; is some [[function (mathematics)|function]] of ''x''.  Wherever &sigma; is positive, propagating waves are attenuated because:
:<math>e^{i(kx - \omega t)} \to e^{i(kx - \omega t) -  \frac{k}{\omega} \int^x \sigma(x') dx'} ,</math>
where we have taken a planewave propagating in the +''x'' direction (for <math>k > 0</math>) and applied the transformation (analytic continuation) to complex coordinates: <math>x \to x + \frac{i}{\omega} \int^x \sigma(x') dx'</math>, or equivalently <math>dx \to dx (1 + i\sigma/\omega)</math>.  The same coordinate transformation causes waves to attenuate whenever their ''x'' dependence is in the form <math>e^{ikx}</math> for some [[propagation constant]] ''k'': this includes planewaves propagating at some angle with the ''x'' axis and also [[transverse mode]]s of a waveguide.
 
The above coordinate transformation can be left as-is in the transformed wave equations, or can be combined with the material description (e.g. the [[permittivity]] and [[Permeability (electromagnetism)|permeability]] in Maxwell's equations) to form a UPML description.  Note also that the coefficient &sigma;/&omega; depends upon frequency&mdash;this is so the attenuation rate is proportional to ''k''/&omega;, which is independent of frequency in a homogeneous material (not including [[material dispersion]], e.g. for [[vacuum]]) because of the [[dispersion relation]] between &omega; and ''k''.  However, this frequency-dependence means that a [[time domain]] implementation of PML, e.g. in the [[FDTD]] method, is more complicated than for a frequency-independent absorber, and involves the [[auxiliary differential equation]] (ADE) approach (equivalently, ''i''/&omega; appears as an [[integral]] or [[convolution]] in time domain).
 
Perfectly matched layers, in their original form, only attenuate propagating waves; purely [[evanescent waves]] (exponentially decaying fields) oscillate in the PML but do not decay more quickly.  However, the attenuation of evanescent waves can also be  accelerated by including a [[real number|real]] coordinate stretching in the PML: this corresponds to making &sigma; in the above expression a [[complex number]], where the imaginary part yields a real coordinate stretching that causes evanescent waves to decay more quickly.
 
One caveat with perfectly matched layers is that they are only reflectionless for the ''exact'' wave equation.  Once the wave equation is [[discretization|discretized]] for simulation on a computer, some small numerical reflections appear. For this reason, the PML absorption coefficient &sigma; is typically turned on gradually from zero (e.g. [[quadratic function|quadratically]]) over a short distance on the scale of the [[wavelength]] of the wave.
 
==When perfectly matched layers fail==
 
Perfectly matched layers have shown their efficiency in a lot of situations : acoustic or electromagnetic waves, Schrödinger equation, etc. But PML fail for media where backward waves appear as in [[negative index metamaterials]] or in [[Plasma_(physics)|plasma]], but also for anisotropic acoustic and elastic waves, for aeroacoustic waves etc.
 
Backward waves are waves with opposite [[Group velocity|group]] and [[phase velocity]]. The outgoing waves are the ones with a group velocity which are pointed to the exterior of the domain. But perfectly matched layers attenuate waves according to their phase velocity ''k''/&omega; and not their group velocity. So perfectly matched layers amplify exponentially backward waves instead of attenuating them (Bécache, Fauqueux and Joly, 2003).
 
== References ==
 
*{{cite journal | author= J. Berenger | title= A perfectly matched layer for the absorption of electromagnetic waves | journal= Journal of Computational Physics | year= 1994 | volume= 114 | pages= 185&ndash;200 | doi= 10.1006/jcph.1994.1159 | issue= 2 | bibcode=1994JCoPh.114..185B}}
*{{cite journal | author= S.D. Gedney | title= An anisotropic perfectly matched layer absorbing media for the truncation of FDTD latices| journal= Antennas and Propagation, IEEE Transactions on | year= 1996 | volume= 44 | pages= 1630&ndash;1639 | doi= 10.1109/8.546249 | issue= 12 | bibcode=1996ITAP...44.1630G}}
*{{cite journal | author= W. C. Chew and W. H. Weedon | title= A 3d perfectly matched medium from modified Maxwell's equations with stretched coordinates| journal= Microwave Optical Tech. Letters | year= 1994 | volume= 7 | pages= 599&ndash;604 | doi= 10.1002/mop.4650071304 | issue= 13 }}
*{{cite journal | author= F. L. Teixeira W. C. Chew | title= General closed-form PML constitutive tensors to match arbitrary bianisotropic and dispersive linear media| journal= IEEE Microwave and Guided Wave Letters | year= 1998 | volume= 8 | pages= 223&ndash;225 | doi= 10.1109/75.678571 | issue= 6 }}
*{{cite journal | author= E. Bécache, S. Fauqueux and P. Joly| title= Stability of perfectly matched layers, group velocities and anisotropic waves| journal= Journal of Computational Physics | year= 2003 | volume= 188 | pages= 399&ndash;433| doi=10.1016/S0021-9991(03)00184-0 | issue= 2}} [http://hal.archives-ouvertes.fr/docs/00/07/22/83/PDF/RR-4304.pdf]
*{{cite book | author=[[Allen Taflove]] and Susan C. Hagness | title=Computational Electrodynamics: The Finite-Difference Time-Domain Method, 3rd ed. | publisher=Artech House Publishers | year=2005 | isbn=1-58053-832-0 }}
* S. G. Johnson, [http://math.mit.edu/~stevenj/18.369/pml.pdf Notes on Perfectly Matched Layers], online MIT course notes (Aug. 2007).
*{{cite journal | author= R. M. S. de Oliveira and C. L. S. S. Sobrinho| title= UPML formulation for truncating conductive media in curvilinear coordinates| journal= Numerical Algorithms | year= 2007 | volume= 46 | pages= 295&ndash;319| doi= 10.1007/s11075-007-9139-6 }} [http://download.springer.com/static/pdf/502/art%253A10.1007%252Fs11075-007-9139-6.pdf?auth66=1391108927_9cfae44a5698a56067166a18abd13095&ext=.pdf]
 
==External links==
*[http://www.youtube.com/watch?v=XcL9iEK0GDY Animation on the effects of PML (YouTube)]
 
 
[[Category:Numerical differential equations]]
[[Category:Partial differential equations]]
[[Category:Wave mechanics]]

Revision as of 10:14, 31 January 2014

A perfectly matched layer (PML) is an artificial absorbing layer for wave equations, commonly used to truncate computational regions in numerical methods to simulate problems with open boundaries, especially in the FDTD and FE methods. The key property of a PML that distinguishes it from an ordinary absorbing material is that it is designed so that waves incident upon the PML from a non-PML medium do not reflect at the interface—this property allows the PML to strongly absorb outgoing waves from the interior of a computational region without reflecting them back into the interior.

PML was originally formulated by Berenger in 1994 for use with Maxwell's equations, and since that time there have been several related reformulations of PML for both Maxwell's equations and for other wave equations. Berenger's original formulation is called a split-field PML, because it splits the electromagnetic fields into two unphysical fields in the PML region. A later formulation that has become more popular because of its simplicity and efficiency is called uniaxial PML or UPML (Gedney, 1996), in which the PML is described as an artificial anisotropic absorbing material. Although both Berenger's formulation and UPML were initially derived by manually constructing the conditions under which incident plane waves do not reflect from the PML interface from a homogeneous medium, both formulations were later shown to be equivalent to a much more elegant and general approach: stretched-coordinate PML (Chew and Weedon, 1994; Teixeira and Chew, 1998). In particular, PMLs were shown to correspond to a coordinate transformation in which one (or more) coordinates are mapped to complex numbers; more technically, this is actually an analytic continuation of the wave equation into complex coordinates, replacing propagating (oscillating) waves by exponentially decaying waves. This viewpoint allows PMLs to be derived for inhomogeneous media such as waveguides, as well as for other coordinate systems and wave equations.

Technical description

Specifically, for a PML designed to absorb waves propagating in the x direction, the following transformation is included in the wave equation. Wherever an x derivative /x appears in the wave equation, it is replaced by:

x11+iσ(x)ωx

where ω is the angular frequency and σ is some function of x. Wherever σ is positive, propagating waves are attenuated because:

ei(kxωt)ei(kxωt)kωxσ(x)dx,

where we have taken a planewave propagating in the +x direction (for k>0) and applied the transformation (analytic continuation) to complex coordinates: xx+iωxσ(x)dx, or equivalently dxdx(1+iσ/ω). The same coordinate transformation causes waves to attenuate whenever their x dependence is in the form eikx for some propagation constant k: this includes planewaves propagating at some angle with the x axis and also transverse modes of a waveguide.

The above coordinate transformation can be left as-is in the transformed wave equations, or can be combined with the material description (e.g. the permittivity and permeability in Maxwell's equations) to form a UPML description. Note also that the coefficient σ/ω depends upon frequency—this is so the attenuation rate is proportional to k/ω, which is independent of frequency in a homogeneous material (not including material dispersion, e.g. for vacuum) because of the dispersion relation between ω and k. However, this frequency-dependence means that a time domain implementation of PML, e.g. in the FDTD method, is more complicated than for a frequency-independent absorber, and involves the auxiliary differential equation (ADE) approach (equivalently, i/ω appears as an integral or convolution in time domain).

Perfectly matched layers, in their original form, only attenuate propagating waves; purely evanescent waves (exponentially decaying fields) oscillate in the PML but do not decay more quickly. However, the attenuation of evanescent waves can also be accelerated by including a real coordinate stretching in the PML: this corresponds to making σ in the above expression a complex number, where the imaginary part yields a real coordinate stretching that causes evanescent waves to decay more quickly.

One caveat with perfectly matched layers is that they are only reflectionless for the exact wave equation. Once the wave equation is discretized for simulation on a computer, some small numerical reflections appear. For this reason, the PML absorption coefficient σ is typically turned on gradually from zero (e.g. quadratically) over a short distance on the scale of the wavelength of the wave.

When perfectly matched layers fail

Perfectly matched layers have shown their efficiency in a lot of situations : acoustic or electromagnetic waves, Schrödinger equation, etc. But PML fail for media where backward waves appear as in negative index metamaterials or in plasma, but also for anisotropic acoustic and elastic waves, for aeroacoustic waves etc.

Backward waves are waves with opposite group and phase velocity. The outgoing waves are the ones with a group velocity which are pointed to the exterior of the domain. But perfectly matched layers attenuate waves according to their phase velocity k/ω and not their group velocity. So perfectly matched layers amplify exponentially backward waves instead of attenuating them (Bécache, Fauqueux and Joly, 2003).

References

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    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

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    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

    There are various methods to go about discovering the precise property. Some local newspapers (together with the Straits Instances ) have categorised property sections and many local property brokers have websites. Now there are some specifics to consider when buying a 'new launch' rental. Intended use of the unit Every sale begins with 10 p.c low cost for finish of season sale; changes to 20 % discount storewide; follows by additional reduction of fiftyand ends with last discount of 70 % or extra. Typically there is even a warehouse sale or transferring out sale with huge mark-down of costs for stock clearance. Deborah Regulation from Expat Realtor shares her property market update, plus prime rental residences and houses at the moment available to lease Esparina EC @ Sengkang
  • One of the biggest reasons investing in a Singapore new launch is an effective things is as a result of it is doable to be lent massive quantities of money at very low interest rates that you should utilize to purchase it. Then, if property values continue to go up, then you'll get a really high return on funding (ROI). Simply make sure you purchase one of the higher properties, reminiscent of the ones at Fernvale the Riverbank or any Singapore landed property Get Earnings by means of Renting

    In its statement, the singapore property listing - website link, government claimed that the majority citizens buying their first residence won't be hurt by the new measures. Some concessions can even be prolonged to chose teams of consumers, similar to married couples with a minimum of one Singaporean partner who are purchasing their second property so long as they intend to promote their first residential property. Lower the LTV limit on housing loans granted by monetary establishments regulated by MAS from 70% to 60% for property purchasers who are individuals with a number of outstanding housing loans on the time of the brand new housing purchase. Singapore Property Measures - 30 August 2010 The most popular seek for the number of bedrooms in Singapore is 4, followed by 2 and three. Lush Acres EC @ Sengkang

    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

    There are various methods to go about discovering the precise property. Some local newspapers (together with the Straits Instances ) have categorised property sections and many local property brokers have websites. Now there are some specifics to consider when buying a 'new launch' rental. Intended use of the unit Every sale begins with 10 p.c low cost for finish of season sale; changes to 20 % discount storewide; follows by additional reduction of fiftyand ends with last discount of 70 % or extra. Typically there is even a warehouse sale or transferring out sale with huge mark-down of costs for stock clearance. Deborah Regulation from Expat Realtor shares her property market update, plus prime rental residences and houses at the moment available to lease Esparina EC @ Sengkang [1]
  • 20 year-old Real Estate Agent Rusty from Saint-Paul, has hobbies and interests which includes monopoly, property developers in singapore and poker. Will soon undertake a contiki trip that may include going to the Lower Valley of the Omo.

    My blog: http://www.primaboinca.com/view_profile.php?userid=5889534
  • S. G. Johnson, Notes on Perfectly Matched Layers, online MIT course notes (Aug. 2007).
  • One of the biggest reasons investing in a Singapore new launch is an effective things is as a result of it is doable to be lent massive quantities of money at very low interest rates that you should utilize to purchase it. Then, if property values continue to go up, then you'll get a really high return on funding (ROI). Simply make sure you purchase one of the higher properties, reminiscent of the ones at Fernvale the Riverbank or any Singapore landed property Get Earnings by means of Renting

    In its statement, the singapore property listing - website link, government claimed that the majority citizens buying their first residence won't be hurt by the new measures. Some concessions can even be prolonged to chose teams of consumers, similar to married couples with a minimum of one Singaporean partner who are purchasing their second property so long as they intend to promote their first residential property. Lower the LTV limit on housing loans granted by monetary establishments regulated by MAS from 70% to 60% for property purchasers who are individuals with a number of outstanding housing loans on the time of the brand new housing purchase. Singapore Property Measures - 30 August 2010 The most popular seek for the number of bedrooms in Singapore is 4, followed by 2 and three. Lush Acres EC @ Sengkang

    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

    There are various methods to go about discovering the precise property. Some local newspapers (together with the Straits Instances ) have categorised property sections and many local property brokers have websites. Now there are some specifics to consider when buying a 'new launch' rental. Intended use of the unit Every sale begins with 10 p.c low cost for finish of season sale; changes to 20 % discount storewide; follows by additional reduction of fiftyand ends with last discount of 70 % or extra. Typically there is even a warehouse sale or transferring out sale with huge mark-down of costs for stock clearance. Deborah Regulation from Expat Realtor shares her property market update, plus prime rental residences and houses at the moment available to lease Esparina EC @ Sengkang [2]

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