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In [[mathematics]], and specifically the field of [[partial differential equations]] (PDEs), a '''parametrix''' is an approximation to a [[fundamental solution]] of a PDE, and is essentially an approximate inverse to a differential operator.


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A parametrix for a differential operator is often easier to construct than a fundamental solution, and for many purposes is almost as good. It is sometimes possible to construct a fundamental solution from a parametrix by iteratively improving it.
 
==Overview and informal definition==
It is useful to start reviewing what a fundamental solution for a [[differential operator]] ''P''(''D'') with constant coefficients is: it is a [[distribution (mathematics)|distribution]] ''u'' on ℝ<sup>''n''</sup> such that
 
:<math>P(D){u(x)} = \delta(x),\,</math>
 
in the [[weak derivative|weak sense]], where δ is the [[Dirac delta distribution]]. In a similar way, a parametrix for a variable coefficient differential operator ''P''(''x,D'') is a distribution ''u'' such that
 
:<math>P(x,D){u(x)} = \delta(x) + \omega(x),\,</math>
 
where ω is some C<sup>∞</sup> function with compact support.  The parametrix is a useful concept in the study of [[elliptic differential operator]]s and, more generally, of [[hypoelliptic]] [[pseudodifferential operator]]s with variable coefficient, since for such operators over appropriate domains a parametrix can be shown to exist, can be somewhat easily constructed<ref>By using known facts about the [[fundamental solution]] of constant coefficient [[differential operator]]s.</ref> and be a [[smooth function]] away from the origin.<ref>{{harvnb|Hörmander|1983|p=170}}</ref> Having found the analytic expression of the parametrix, it is possible to compute the solution of the associated fairly general [[elliptic partial differential equation]] by solving an associated [[Fredholm integral equation]]: also, the structure itself of the parametrix reveals properties of the solution of the problem without even calculating it, like its smoothness<ref>See the entry about the [[Partial differential operator#Regularity problem|regularity problem for partial differential operators]].</ref> and other qualitative properties
 
==Parametrices for pseudodifferential operators==
More generally, if ''L'' is any pseudodifferential operator of order ''p'', then another pseudodifferential operator ''L''<sup>+</sup> of order ''–p'' is called a '''parametrix''' for ''L'' if the operators
:<math>L\circ L^+ - I,\quad L^+\circ L -I</math>
are both pseudodifferential operators of negative order. The operators ''L'' and ''L''<sup>+</sup>  will admit continuous extensions to maps between the Sobolev spaces ''H''<sup>''s''</sup> and ''H''<sup>''s''+k</sup>. On a compact manifold, the differences above are [[compact operator]]s. In this case the original operator ''L'' defines a [[Fredholm operator]] between the Sobolev spaces.<ref>{{harvnb|Hörmander|1985}}</ref>
 
==Hadamard parametrix construction==
 
An explicit construction of a parametrix for second order partial differential operators based on power series developments was discovered by [[Jacques Hadamard]]. It can be applied to the  [[Laplace operator]], the [[wave equation]] and the [[heat equation]].  
 
In the case of the heat equation or the wave equation, where there is a distinguished time parameter ''t'',
Hadamard's method consists in taking the fundamental solution
of the constant coefficient differential operator obtained freezing the coefficients at a fixed point and seeking a general solution as a product of this solution, as the point varies, by a formal power series in ''t''. The constant term is 1 and the higher coefficients  are functions determined recursively as integrals in a single variable. In general the power series will not converge but will provide only an [[asymptotic expansion]] of the exact solution. A suitable truncation of the power series then yields a parametrix.<ref>{{harvnb|Hörmander|1985|pp=30–41}}</ref><ref>{{harvnb|Hadamard|1932}}</ref>
 
==Construction of a fundamental solution from a parametrix==
 
A sufficiently good parametrix can often be used to construct an exact fundamental solution by a convergent iterative procedure as follows {{harv|Berger|Gauduchon|Mazet|1971}}.
 
If ''L'' is an element of a ring with multiplication * such that
:<math>L*P=1+R</math>
for some approximate right inverse ''P'' and "sufficiently small" remainder term ''R'' then, at least formally,
:<math> L*P*(1-R+R*R-R*R*R+\cdots) = 1</math>
so if the infinite series makes sense then ''L'' has a right inverse
:<math>P-P*R+P*R*R-P*R*R*R+\cdots</math>.
If ''L'' is a pseudo-differential operator and ''P'' is a parametrix, this gives a right inverse to ''L'', in other words a fundamental solution, provided that ''R'' is "small enough" which in practice means that it should be a sufficiently good smoothing operator. If ''P'' and ''R'' are represented by functions, then the multiplication * of pseudo-differential operators corresponds to convolution of functions, so the terms of the infinite sum giving the fundamental solution of ''L'' involve  convolution of ''P'' with copies of ''R''.
 
==Notes==
{{reflist|30em}}
 
==References==
*{{springer|id=p/p071570|title=Parametrix method|year=2001|first=A.|last=Bejancu}}
*{{Citation
| last1=Berger
| first1=Marcel
| author1-link=Marcel Berger
| last2=Gauduchon
| first2=Paul
| last3=Mazet
| first3=Edmond
| title=Le spectre d'une variété riemannienne
| language= [[French language|French]]
| place=Berlin, New York
| publisher=[[Springer-Verlag]]
| series=Lecture Notes in Mathematics
| volume=194
| pages=VII, 251
| doi=10.1007/BFb0064643
| year=1971
| mr=0282313
| zbl= 0223.53034}}
*{{Citation
| last1=Hadamard
| first1=Jacques
| title=Lectures on Cauchy's problem in linear partial differential equations
| origyear=1923
| url=http://books.google.com/books?id=B25O-x21uqkC
| place= New York
| publisher=[[Dover Publications]]
| series=Dover Phoenix editions
| isbn=978-0-486-49549-1
| year=2003
| jfm=49.0725.04
| mr=0051411
| zbl=0049.34805}}
* {{citation
|first=J.
|last=Hadamard
|authorlink=Jacques Hadamard
|title=Le problème de Cauchy et les équations aux dérivées partielles linéaires hyperboliques
|language= [[French language|French]]
|year=1932
|publisher=Herman
|place=Paris
|jfm=58.0519.16
|zbl=0006.20501}}.
* {{citation
|first=L.
|last= Hörmander
|authorlink=Lars Hörmander
|title=The analysis of linear partial differential operators I
|series= Grundlehren der Mathematischen Wissenschaft
|volume= 256
|place=Heidelberg – Berlin – New York
|publisher= [[Springer Verlag]]
|year=1983
|isbn=3-540-12104-8
|mr=0717035
|zbl= 0521.35001
}}.
*{{citation
|first=L.
|last= Hörmander
|authorlink=Lars Hörmander
|title=The analysis of linear partial differential operators III
|series= Grundlehren der Mathematischen Wissenschaft
|volume= 274
|place=Heidelberg – Berlin – New York
|publisher= [[Springer Verlag]]
|year=1985
|isbn=3-540-13828-5
|mr=MR0781536
|zbl= 0601.35001
}}.
*{{citation
  |first=Eugenio Elia
  |last=Levi
  |author-link= Eugenio Elia Levi
  |title=Sulle equazioni lineari alle derivate parziali totalmente ellittiche
  |journal=Rendiconti della Reale Accademia dei Lincei, Classe di Scienze Fisiche, Matematiche, Naturali
  |series= Serie V,
  |volume=16
  |issue=12
  |year=1907
  |pages=932–938
  |jfm=38.0403.01
}} (in [[Italian language|Italian]]).
*{{citation
  |first=Eugenio Elia
  |last=Levi
  |author-link= Eugenio Elia Levi
  |title=Sulle equazioni lineari totalmente ellittiche alle derivate parziali
  |journal=[[Rendiconti del Circolo Matematico di Palermo]]
  |volume=24
  |issue= 1
  |year=1907
  |pages=275–317
  |doi=10.1007/BF03015067
  |jfm=38.0402.01
}} (in [[Italian language|Italian]]).
* {{citation|first=RO|last=Wells, Jr.|title=Differential Analysis on Complex Manifolds|publisher=Springer-Verlag|year=1986|isbn=978-0-387-90419-1}}
 
[[Category:Fourier analysis]]
[[Category:Partial differential equations]]

Revision as of 14:38, 9 June 2013

In mathematics, and specifically the field of partial differential equations (PDEs), a parametrix is an approximation to a fundamental solution of a PDE, and is essentially an approximate inverse to a differential operator.

A parametrix for a differential operator is often easier to construct than a fundamental solution, and for many purposes is almost as good. It is sometimes possible to construct a fundamental solution from a parametrix by iteratively improving it.

Overview and informal definition

It is useful to start reviewing what a fundamental solution for a differential operator P(D) with constant coefficients is: it is a distribution u on ℝn such that

in the weak sense, where δ is the Dirac delta distribution. In a similar way, a parametrix for a variable coefficient differential operator P(x,D) is a distribution u such that

where ω is some C function with compact support. The parametrix is a useful concept in the study of elliptic differential operators and, more generally, of hypoelliptic pseudodifferential operators with variable coefficient, since for such operators over appropriate domains a parametrix can be shown to exist, can be somewhat easily constructed[1] and be a smooth function away from the origin.[2] Having found the analytic expression of the parametrix, it is possible to compute the solution of the associated fairly general elliptic partial differential equation by solving an associated Fredholm integral equation: also, the structure itself of the parametrix reveals properties of the solution of the problem without even calculating it, like its smoothness[3] and other qualitative properties

Parametrices for pseudodifferential operators

More generally, if L is any pseudodifferential operator of order p, then another pseudodifferential operator L+ of order –p is called a parametrix for L if the operators

are both pseudodifferential operators of negative order. The operators L and L+ will admit continuous extensions to maps between the Sobolev spaces Hs and Hs+k. On a compact manifold, the differences above are compact operators. In this case the original operator L defines a Fredholm operator between the Sobolev spaces.[4]

Hadamard parametrix construction

An explicit construction of a parametrix for second order partial differential operators based on power series developments was discovered by Jacques Hadamard. It can be applied to the Laplace operator, the wave equation and the heat equation.

In the case of the heat equation or the wave equation, where there is a distinguished time parameter t, Hadamard's method consists in taking the fundamental solution of the constant coefficient differential operator obtained freezing the coefficients at a fixed point and seeking a general solution as a product of this solution, as the point varies, by a formal power series in t. The constant term is 1 and the higher coefficients are functions determined recursively as integrals in a single variable. In general the power series will not converge but will provide only an asymptotic expansion of the exact solution. A suitable truncation of the power series then yields a parametrix.[5][6]

Construction of a fundamental solution from a parametrix

A sufficiently good parametrix can often be used to construct an exact fundamental solution by a convergent iterative procedure as follows Template:Harv.

If L is an element of a ring with multiplication * such that

for some approximate right inverse P and "sufficiently small" remainder term R then, at least formally,

so if the infinite series makes sense then L has a right inverse

.

If L is a pseudo-differential operator and P is a parametrix, this gives a right inverse to L, in other words a fundamental solution, provided that R is "small enough" which in practice means that it should be a sufficiently good smoothing operator. If P and R are represented by functions, then the multiplication * of pseudo-differential operators corresponds to convolution of functions, so the terms of the infinite sum giving the fundamental solution of L involve convolution of P with copies of R.

Notes

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    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010 (in Italian).
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010 (in Italian).
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010