<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">JAMP</journal-id><journal-title-group><journal-title>Journal of Applied Mathematics and Physics</journal-title></journal-title-group><issn pub-type="epub">2327-4352</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jamp.2014.28085</article-id><article-id pub-id-type="publisher-id">JAMP-47578</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>PHYSICS &amp; MATHEMATICS</subject></subj-group></article-categories><title-group><article-title>Inversion of Meg Data for a 2-D Current Distribution</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>George</surname><given-names>Dassios</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Konstantia</surname><given-names>Satrazemi</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Department of Chemical Engineering, University of Patras and ICE/HT-FORTH, Patras, Greece</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>gdassios@otenet.gr(GD)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>27</day><month>06</month><year>2014</year></pub-date><volume>02</volume><issue>08</issue><fpage>771</fpage><lpage>782</lpage><history><date date-type="received"><day>4</day>	<month>May</month>	<year>2014</year></date><date date-type="rev-recd"><day>2</day>	<month>June</month>	<year>2014</year>	</date><date date-type="accepted"><day>12</day>	<month>June</month>	<year>2014</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
	The support of a localized three-dimensional neuronal current distribution, within a conducting medium, is not identifiable from knowledge of the exterior magnetic flux density, obtained via Magnetoencephalographic (MEG) measurements. However, this is not true if the neuronal current is supported on a set with dimensionality less than three. That is, the support of a dipolar current distribution can be recovered if it is a set of isolated points, a segment of a curve, or a surface patch. In this work we provide an analytic algorithm for this inverse MEG problem and apply it to the case where the current is supported on a localized disk having arbitrary position and size within the brain tissue. The proposed recovery algorithm reduces the identification of the characteristics of the current to the solution of a nonlinear algebraic system, which can be handled numerically.


	


</p></abstract><kwd-group><kwd>Magnetoencephalography</kwd><kwd> Inversion of Current</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Magnetoencephalography associates a neuronal current within the functional brain with the magnetic flux den- sity and it creates outside the head. In particular, the direct problem consists of the calculation of the exterior magnetic field when the primary neuronal current is given, and the inverse problem seeks to identify the current that generates a given exterior magnetic field. The main difficulty with the inverse problem of Magnetoencephalography is due to the fact that, besides the excitation of the neuronal current within the conductive brain tis- sue, a secondary induction current is generated which, in a sense, makes the primary neuronal current less “visible” by the exterior magnetic field. The induction current is supported on the conductive brain tissue and therefore it depends on the geometry of the brain-head system. Even for relatively simple geometrical models such as a triaxial ellipsoid the calculations are very complicated [<xref ref-type="bibr" rid="scirp.47578-ref1">1</xref>] . An excellent review of the electromagnetic activity of the human brain can be found in [<xref ref-type="bibr" rid="scirp.47578-ref2">2</xref>] , while the standard book for an introduction of the brain imaging modalities of Electroencephalography and Magnetoencephalography is the book by Malmivuo and Plonsey [<xref ref-type="bibr" rid="scirp.47578-ref3">3</xref>] .</p><p>The most important question for the inverse problem is the question of uniqueness, that is, whether it is possi- ble to recover the complete information about the current from the exterior magnetic data. The answer to this question is negative. The fact that a current within a conductor cannot be identified, from measurements of the exterior magnetic field it generates, was known to Helmholtz 160 years ago [<xref ref-type="bibr" rid="scirp.47578-ref4">4</xref>] . However, the problem of deter- mining exactly what part of the current can be recovered was a topic of intense investigation during the last de- cade, and the final answer was given in [<xref ref-type="bibr" rid="scirp.47578-ref5">5</xref>] . A complete discussion of all the existing results on the topic can be found in [<xref ref-type="bibr" rid="scirp.47578-ref6">6</xref>] . Today we know that, no matter what the geometry of the brain-head system is, complete knowledge of the electric potential on the surface of the head can give us no more than one third of the neuronal current, and complete knowledge of the exterior magnetic field can give us no more than two thirds of the neuronal current, one of which is the one obtained from the electroencephalographic measurements. Hence, even in the very difficult situation where we have complete and synchronous data from both electroencephalographic and Magnetoencephalographic data, still one third of the current cannot be identified.</p><p>The next question one can ask, in connection to the inverse problem of Magnetoencephalography, has to do with the possibility to identify the position and the extent of a localized current. Albanese and Monk [<xref ref-type="bibr" rid="scirp.47578-ref7">7</xref>] , have shown that this is not possible if the support of the current is a three-dimensional set. However, this is possible if the support of the current is a two-, one-, or zero-dimensional set. That is we can identify a localized current if it is supported on a set of isolated points, on a segment of a curve, or on a surface patch.</p><p>The purpose of this work is to provide a concrete example of the Albanese-Monk result. In particular, we con- sider a neuronal current that is supported on a small circular disk, orthogonal to the radius that passes through its center, and we construct an algebraic algorithm that solves the inverse Magnetoencephalographic problem. In fact, the identification of the location and the size of the supporting disk is reduced to the solution of a nonlinear algebraic system which can be solved numerically.</p><p>The paper is organized as follows. The solution to the problem of calculating the exterior magnetic potential for a single dipolar current within a conductive sphere is briefly described in Section 2. This solution plays the role of the fundamental solution for the problem of Magnetoencephalography in spherical geometry. Section 3 contains the calculations that lead to the magnetic potential in the case where the source current is distributed on a small disk. Finally, Section 4 develops the algorithm for the inversion of the measured data in the case des- cribed in the previous section. An Appendix at the end of the paper provides some explanations about the long and tedious calculations that are used in Section 3.</p></sec><sec id="s2"><title>2. The MEG Problem for a Single Dipole</title><p>Quasi-Static theory of Electromagnetism Magnetoencephalography [<xref ref-type="bibr" rid="scirp.47578-ref8">8</xref>] -[<xref ref-type="bibr" rid="scirp.47578-ref10">10</xref>] assumes that the time derivatives of the electric and magnetic fields are very small and therefore the corresponding terms in Maxwell’s equations can be neglected. Then, it can be shown that the magnetic field, generated by a dipolar current at the point <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\10614c60-380a-405b-a651-fa53abbc9bb7.png" xlink:type="simple"/></inline-formula> hav- ing moment<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\939dccf7-d543-4696-84e8-09036d956e97.png" xlink:type="simple"/></inline-formula>, is given by the Geselowitz formula [<xref ref-type="bibr" rid="scirp.47578-ref11">11</xref>]</p><disp-formula id="scirp.47578-formula3073"><label>(1)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\d36c5ff9-873c-42ca-8d29-0b4c22bdfbb1.png"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\9b15d880-cde5-4c77-a32b-294b6bc44a46.png" xlink:type="simple"/></inline-formula> is the electric potential on the boundary <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\b6dd0033-c839-4cf1-90b4-1fbed8574248.png" xlink:type="simple"/></inline-formula> of the conducting medium <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\4dc312a4-0258-4f40-ac29-296d06cc16c2.png" xlink:type="simple"/></inline-formula> representing the brain- head system. In Formula (1), <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\4da1bd89-b887-4c42-b64a-3b376df1d262.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\75eef485-d4b7-4cf6-afae-d6c5444033a0.png" xlink:type="simple"/></inline-formula>denotes the exterior domain, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\abdebc37-e8b3-4861-9e72-9a55c492b968.png" xlink:type="simple"/></inline-formula>is the constant conductivity of the brain tissue, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\81e16097-3e24-4ff7-9d5c-bd4e465696ae.png" xlink:type="simple"/></inline-formula>is the common magnetic permeability both inside and outside <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\123ffc5f-93fe-41bc-9390-3e3e0e09839f.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\4d0e146d-5990-4aae-a757-15785b0eb805.png" xlink:type="simple"/></inline-formula> stands for the outward unit normal on the boundary<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\83c7795b-892d-4412-970e-99f576cb81bf.png" xlink:type="simple"/></inline-formula>.</p><p>If <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\60a35835-a104-4058-aa13-253dedf1d866.png" xlink:type="simple"/></inline-formula> is a sphere of radius<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\8b2c2fc0-c1f6-4388-b980-d2a164ed1f7d.png" xlink:type="simple"/></inline-formula>, then we know from the solution of the corresponding Electroencephalography problem [<xref ref-type="bibr" rid="scirp.47578-ref12">12</xref>] , that the electric potential on the boundary of the sphere is given by</p><disp-formula id="scirp.47578-formula3074"><label>(2)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\0158a751-9b24-4ff2-9e3e-bb05d2f85139.png"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\c2e9c9df-91a3-4716-836e-0929fda6eb4c.png" xlink:type="simple"/></inline-formula> stands for the normalized complex spherical harmonics</p><disp-formula id="scirp.47578-formula3075"><label>(3)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\794d6c14-2832-43e8-81bc-eb99342f7920.png"/></disp-formula><p>and <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\2465c5d1-4169-45fc-a499-6b52558053cc.png" xlink:type="simple"/></inline-formula> denotes the Legendre functions of the first kind.</p><p>Inserting expression (2) in the Formula (1) and performing the indicated integration we obtain the magnetic field outside the sphere. However, since the magnetic field <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\1f2fda78-c4f9-4ac4-88d6-1c184ec304aa.png" xlink:type="simple"/></inline-formula> in the exterior to the sphere is both solenoidal and irrotational it follows that there exists a scalar magnetic potential<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\2bff786e-6f9b-413c-9f29-21be5efaff1b.png" xlink:type="simple"/></inline-formula>, which is also harmonic, such that [<xref ref-type="bibr" rid="scirp.47578-ref10">10</xref>]</p><disp-formula id="scirp.47578-formula3076"><label>(4)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\ddbbc04e-7fed-4599-bcfb-b6219cdf676d.png"/></disp-formula><p>Then, utilizing the orthogonality properties of the spherical harmonics we can calculate the magnetic potential and arrive at the following expression [<xref ref-type="bibr" rid="scirp.47578-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.47578-ref13">13</xref>]</p><disp-formula id="scirp.47578-formula3077"><label>(5)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e57a1f0a-4198-4e4f-9283-8f156b9088a0.png"/></disp-formula><p>The above expression provides the magnetic potential in the exterior of the sphere due to a single current dipole {<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\3aece081-748c-44b5-aeaf-0e7627e5d053.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\b375b24d-14ab-4786-b2e2-a396ca98b8ce.png" xlink:type="simple"/></inline-formula>}. Therefore, it can be considered as the fundamental solution of the MEG problem for the sphe- rical geometry [<xref ref-type="bibr" rid="scirp.47578-ref14">14</xref>] . Consequently, any discrete, or continuous, current distribution can be obtained through sum- mation, or integration, respectively, of the above fundamental solution [<xref ref-type="bibr" rid="scirp.47578-ref15">15</xref>] . Then, Formula (3) gives the exterior magnetic field.</p></sec><sec id="s3"><title>3. The Field of a 2-D Current Distribution</title><p>Suppose now that the neuronal current <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\21e2727a-435d-471d-8d39-c538ed56042b.png" xlink:type="simple"/></inline-formula> is supported on a small part of a smooth surface which is located around a central point<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\4088c579-bd4a-48a9-87e1-6bb2d6958ea9.png" xlink:type="simple"/></inline-formula>. Let this little surface be represented by the equation</p><disp-formula id="scirp.47578-formula3078"><label>(6)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\5e22ab30-a8ac-416e-b455-c80fc1009743.png"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\1a6263cc-0bf7-41a4-888d-d91e815097ca.png" xlink:type="simple"/></inline-formula> is some interior point of this surface. Then the current is described by the function</p><disp-formula id="scirp.47578-formula3079"><label>(7)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\49e6bfba-5cd6-49ba-ab26-a5104f0a3c8b.png"/></disp-formula><p>which, if it is assumed to be small, it can be represented by the linear part of its Taylor expansion</p><disp-formula id="scirp.47578-formula3080"><label>(8)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\58130248-250e-4d49-b46a-dc1826ae3c78.png"/></disp-formula><p>In particular, if the surface that curies the current is a small disk of radius<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\10dfe8ca-7b08-45ba-b58d-39105f48c366.png" xlink:type="simple"/></inline-formula>, which is centered at <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\09b46af1-4cd7-4917-beea-86889910e414.png" xlink:type="simple"/></inline-formula> and has the vector <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\b75a116e-33e5-41e1-bb21-0cba2bc1f899.png" xlink:type="simple"/></inline-formula> perpendicular to its plane, then, this disk is defined by</p><disp-formula id="scirp.47578-formula3081"><label>(9)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\0b9cc48c-78ea-4e12-8568-1b3d913701ee.png"/></disp-formula><p>Utilizing the freedom we have to select a coordinate system we choose the direction <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\6e28dd4f-6b6e-4028-9b63-2cc9a6cb016f.png" xlink:type="simple"/></inline-formula> to coincide with the <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\474b3661-d082-451c-855b-32e814478c86.png" xlink:type="simple"/></inline-formula>-axis. Then a parametric representation of the circle is given by</p><disp-formula id="scirp.47578-formula3082"><label>(10)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e6b9bb58-7173-4fa7-afdd-e2edd633df6e.png"/></disp-formula><p>and<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\54792726-94c7-4bec-838f-cd48e2ec682e.png" xlink:type="simple"/></inline-formula>. In this case, the third Cartesian coordinate of <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\9a4abeb0-30d2-41d0-acbd-366ecdf8e0f8.png" xlink:type="simple"/></inline-formula> is always equal to<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\aa1baa39-2e2c-4660-b969-ac391cdc458c.png" xlink:type="simple"/></inline-formula>, and the linear Taylor approximation assumes the form</p><disp-formula id="scirp.47578-formula3083"><label>(11)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\c42ca32c-2835-4dd8-a756-90e26c43980d.png"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\bc8a812a-3d11-495a-8073-240514f2d61e.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\16154b58-a661-4921-a546-ade509ed2525.png" xlink:type="simple"/></inline-formula>denote the constant vectors</p><disp-formula id="scirp.47578-formula3084"><label>(12)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\08ae9759-c133-4bb0-89e2-b0e5d1fc7317.png"/></disp-formula><p>and <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\372a3c15-af96-4995-aa16-74adeda50564.png" xlink:type="simple"/></inline-formula> denotes the average moment over the small circle. In order to interpret Formula (11) in an invariant form, we introduce a third vector<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\77dd5dc6-4d28-46c1-9e7a-df18a12b4e40.png" xlink:type="simple"/></inline-formula>, which is also constant, as well as the dyadic [<xref ref-type="bibr" rid="scirp.47578-ref16">16</xref>]</p><disp-formula id="scirp.47578-formula3085"><label>(13)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\cccbb39d-f4bd-4699-9498-9212cc12e107.png"/></disp-formula><p>Then, the absence of a term involving <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\13e918f0-64ad-4178-9aa0-9fc29988a2f1.png" xlink:type="simple"/></inline-formula> in Formula (11) can be interpreted as the constrain</p><disp-formula id="scirp.47578-formula3086"><label>(14)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\76168cbc-7475-4d51-a83b-d22226ef34e8.png"/></disp-formula><p>which means that, the left contraction of the dyadic <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\d2047066-9b76-4a7b-ac9b-82f1c45a9cc1.png" xlink:type="simple"/></inline-formula> with the direction normal to the disk vanishes. Conse- quently, in the general case of an arbitrary oriented system, we should have the condition</p><disp-formula id="scirp.47578-formula3087"><label>(15)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\ea2ee504-83c3-497f-801e-16e27fbea209.png"/></disp-formula><p>which gives the three scalar conditions</p><disp-formula id="scirp.47578-formula3088"><label>(16)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\864a3a93-7849-42f7-a12d-610393b1e359.png"/></disp-formula><disp-formula id="scirp.47578-formula3089"><label>(17)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\b028d21f-33c7-41be-8434-9ad4ba2b8f33.png"/></disp-formula><disp-formula id="scirp.47578-formula3090"><label>(18)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e2770a1b-dd12-4509-9aba-20a077c9da04.png"/></disp-formula><p>Consequently, the approximate current (11) is now written as</p><disp-formula id="scirp.47578-formula3091"><label>(19)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\beccf383-e261-4c5b-bc5e-9dcd0c3b3e64.png"/></disp-formula><p>We can utilize the coordinate invariance principle to simplify our calculations. We actually want to calculate the total magnetic potential, given in (5), which is generated by the approximate current (28). Since our ultimate goal is to invert the MEG data that will give us the quantities<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\dac5e38a-bd8d-452a-b125-ba1fa32661a4.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e6861620-27fe-4172-b275-f15b47bac98f.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\65bfe0d7-0ad9-49bf-be06-8b5502ccb826.png" xlink:type="simple"/></inline-formula> we will calculate as many terms of the expansion (5) as we actually need.</p><p>For the generic excitation dipole<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\34b1e5c9-0955-43eb-b271-a555653ba17b.png" xlink:type="simple"/></inline-formula>, Formula (5) is written as</p><disp-formula id="scirp.47578-formula3092"><label>(20)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e60a1fef-f74c-42de-92bc-dc274a939ebf.png"/></disp-formula><p>and through some direct calculation with the Legend polynomials [<xref ref-type="bibr" rid="scirp.47578-ref17">17</xref>] we obtain the following relations, which are written in dyadic form [<xref ref-type="bibr" rid="scirp.47578-ref16">16</xref>] in order to isolate the factors that are going to be integrated</p><disp-formula id="scirp.47578-formula3093"><label>(21)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\9fdfca6b-60c3-4d39-8fd8-105044213ce1.png"/></disp-formula><disp-formula id="scirp.47578-formula3094"><label>(22)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e206830a-d743-429e-8137-8a585ba0f81f.png"/></disp-formula><disp-formula id="scirp.47578-formula3095"><label>(23)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\1710347b-403b-4452-906f-8d09926d19b9.png"/></disp-formula><p>The symbol <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\18886060-47d5-4d8b-b934-d898cf19cd55.png" xlink:type="simple"/></inline-formula> denotes the identity dyadic, “:” defines the double contraction [<xref ref-type="bibr" rid="scirp.47578-ref16">16</xref>]</p><disp-formula id="scirp.47578-formula3096"><label>(24)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\6113c47e-f8a6-49a1-b9ca-21772bab4671.png"/></disp-formula><p>and similarly the triple contraction [<xref ref-type="bibr" rid="scirp.47578-ref16">16</xref>] is defined as</p><disp-formula id="scirp.47578-formula3097"><label>(25)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\62b006a5-580f-433d-b358-7626fb882498.png"/></disp-formula><p>Furthermore, the exterior magnetic potential given in (29) can be written in its Cartesian form [<xref ref-type="bibr" rid="scirp.47578-ref13">13</xref>] , [<xref ref-type="bibr" rid="scirp.47578-ref15">15</xref>] as follows</p><disp-formula id="scirp.47578-formula3098"><label>(26)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\2c8b34a6-e978-42dd-94f0-b9839571704d.png"/></disp-formula><p>where the coefficients</p><disp-formula id="scirp.47578-formula3099"><label>(27)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\0952cfaa-906e-4b1b-bbe7-26a78428e94a.png"/></disp-formula><disp-formula id="scirp.47578-formula3100"><label>(28)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\25b13d5b-88e2-4151-9597-625ba0e1f09f.png"/></disp-formula><disp-formula id="scirp.47578-formula3101"><label>(29)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\f5e32cbd-cac5-45d4-8fd5-8136dd3e5f9e.png"/></disp-formula><p>are homogeneous harmonic functions [<xref ref-type="bibr" rid="scirp.47578-ref15">15</xref>] .</p><p>In order to obtain the magnetic potential, generated by the neuronal current which is distributed over the disk <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\1b2a3c06-3dde-4f7d-ad90-9fdd10fcec09.png" xlink:type="simple"/></inline-formula> of radius<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\1abdf24d-af44-4460-8325-e62d91ba276a.png" xlink:type="simple"/></inline-formula>, we need to substitute the expressions (19) in (27), (28) and (29) and integrate the resulting equations over the disk<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\526f1549-74f7-45b9-8b66-a784acc4f7ed.png" xlink:type="simple"/></inline-formula>. We perform the calculations in the special case where <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\db7dd5cf-fdc4-4266-8a28-911c387a6c2b.png" xlink:type="simple"/></inline-formula> and express the results in terms of<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\eaec6337-17a4-49bd-97e0-6d1942aa8676.png" xlink:type="simple"/></inline-formula>. Then, in the resulting expressions we replace <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\cd965ffa-aca0-4628-8170-7a89d34549cc.png" xlink:type="simple"/></inline-formula> by the arbitrary vector <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\9bd90136-6d32-4157-9df3-9ccbd060db2b.png" xlink:type="simple"/></inline-formula> to obtain the corresponding generic results. The final expressions are given in the sequel</p><disp-formula id="scirp.47578-formula3102"><label>(30)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\41dd12c5-74eb-4fca-a0de-8717e821abef.png"/></disp-formula><disp-formula id="scirp.47578-formula3103"><label>(31)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\c803bd5d-4d6b-4bc1-a405-ade3d54d1a11.png"/></disp-formula><disp-formula id="scirp.47578-formula3104"><label>(32)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\bf5bad6c-0a9c-43b8-9c84-75866ddf3a89.png"/></disp-formula><p>where</p><disp-formula id="scirp.47578-formula3105"><label>(33)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\6727de79-a7b9-48f8-a0c8-88dcc9101190.png"/></disp-formula><p>is the vector invariant [<xref ref-type="bibr" rid="scirp.47578-ref16">16</xref>] of the dyadic<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\71958011-8341-47e3-8727-32cfb413f3d8.png" xlink:type="simple"/></inline-formula>.</p><p>The actual calculations that led to the above expressions, and especially to the Formula (32), are involved and quiet long. In order to facilitate the reader we provide, in the Appendix, an outline of the basic steps that lead the above expressions.</p><p>If we insert the above expressions of the harmonic functions <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\afa1a9d8-bfba-424b-ba04-9c115ac7c2a8.png" xlink:type="simple"/></inline-formula> in the expansion (26) we arrive at the Cartesian representation of the exterior magnetic potential <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\0e77c889-c591-4938-af6d-a5241f901c1a.png" xlink:type="simple"/></inline-formula> up to the terms of order<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\d6c2535d-515d-4e0e-b5fd-2878f20d1d83.png" xlink:type="simple"/></inline-formula>. That solves the forward MEG problem for a neuronal excitation that is supported on a small disk.</p></sec><sec id="s4"><title>4. Inversion of MEG Data</title><p>In the previous section we defined the functions<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\90293d3e-e6a1-4042-bd97-c5e49b5691d3.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\77fad929-55d9-4df3-aecb-c7a27dcac343.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\6912b908-cfa8-4078-b792-f605ac22a6e8.png" xlink:type="simple"/></inline-formula> which are homogeneous harmonic polynomials of degree 1, 2 and 3, respectively. These functions assume the forms</p><disp-formula id="scirp.47578-formula3106"><label>(34)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\399a938f-480b-4f1c-acb4-54295ba11156.png"/></disp-formula><disp-formula id="scirp.47578-formula3107"><label>(35)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\0ada9b0f-1cca-4eed-ab1b-64fb4e7fac3e.png"/></disp-formula><p>with</p><disp-formula id="scirp.47578-formula3108"><label>(36)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\cdc7f5ad-c5f6-4a4d-a5ab-31e68ecbbd76.png"/></disp-formula><p>and</p><disp-formula id="scirp.47578-formula3109"><label>(37)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\5ee46c74-4d4a-44f5-909e-947e51ffd3e1.png"/></disp-formula><p>with</p><disp-formula id="scirp.47578-formula3110"><label>(38)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\f43e6b1d-7cd2-4a64-98aa-534634e791e8.png"/></disp-formula><disp-formula id="scirp.47578-formula3111"><label>(39)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e6c0f17f-e3ac-4453-8acf-079eb2d1ab1a.png"/></disp-formula><disp-formula id="scirp.47578-formula3112"><label>(40)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\3090a58a-2f95-43e0-9865-974befb54325.png"/></disp-formula><p>In the present work we assume the idealized case where the exterior magnetic potential <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\30b6b5a1-e990-41ad-9913-1dc10f33bc63.png" xlink:type="simple"/></inline-formula> is known. This means that expansion (26) is known and therefore the coefficients<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\4592c51b-8e1d-44c5-97a5-616f906e21f4.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\7e601d4d-5af2-4413-9c5f-04c6eb213b45.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\ac89e815-1ef9-4313-9602-af924719929a.png" xlink:type="simple"/></inline-formula> are also known. Conse- quently, if we rewrite the polynomials <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\f7fe99ce-a831-4bf5-aebc-c986b388311c.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\d3fb14b8-4f5b-4915-a0b8-081da6473e9b.png" xlink:type="simple"/></inline-formula> in terms of the Cartesian monomials that appear in (34), (35) and (37), then we can utilize their linear independence to equate each monomial with the corres- ponding known coefficient <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\4c70fe39-29cd-4569-85b5-5297be7b82fc.png" xlink:type="simple"/></inline-formula> or<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\81e86ca0-1127-40ee-9601-cad83f21c7b8.png" xlink:type="simple"/></inline-formula>. In doing so for the first degree polynomial, we obtain from (30) and (34)</p><disp-formula id="scirp.47578-formula3113"><label>(41)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\5cff34f2-9183-4b60-9e2a-8f774b1be4a1.png"/></disp-formula><disp-formula id="scirp.47578-formula3114"><label>(42)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\d7fd7c70-6c31-4725-8491-1681997a0f9a.png"/></disp-formula><disp-formula id="scirp.47578-formula3115"><label>(43)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\0ebb3e23-9386-4bb0-a334-fd97a82acf13.png"/></disp-formula><p>or</p><disp-formula id="scirp.47578-formula3116"><label>(44)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e74395fb-d2d4-4854-aeaf-0c412160cf1d.png"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\6048bb05-a5e7-45d1-841b-52490b4dc2ec.png" xlink:type="simple"/></inline-formula> is the vector invariant of the dyadic<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e2764af3-1407-494c-ba3c-c47d26290d62.png" xlink:type="simple"/></inline-formula>, defined by Equation (33). Equating the coefficients of the harmonic polynomials of the second degree, given in the Equations (31) and (35), we arrive at the relations</p><disp-formula id="scirp.47578-formula3117"><label>(45)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\d7793545-7401-466a-8afb-5bba2b8709b0.png"/></disp-formula><disp-formula id="scirp.47578-formula3118"><label>(46)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\400d10cf-e57d-4f08-a732-32c6477eed20.png"/></disp-formula><disp-formula id="scirp.47578-formula3119"><label>(47)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\8c0d8108-3040-4a24-88fe-b064e699c3ad.png"/></disp-formula><disp-formula id="scirp.47578-formula3120"><label>(48)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\f109d39a-8e56-48e2-878f-577fe990819a.png"/></disp-formula><disp-formula id="scirp.47578-formula3121"><label>(49)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\4a0522a0-4bae-44d2-8245-1f5de6f35294.png"/></disp-formula><disp-formula id="scirp.47578-formula3122"><label>(50)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\f360e9c6-c934-473b-abf7-dfa3bb60690a.png"/></disp-formula><p>where the constrain (36) is easily verified.</p><p>Next we consider the cubic polynomials (32) and (37). The coefficients of the cubic monomials <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\7642f3fa-f682-4067-9ee4-ec0d4fd26d49.png" xlink:type="simple"/></inline-formula> provide the equations</p><disp-formula id="scirp.47578-formula3123"><label>(51)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\17f62836-01fe-4b85-a2e4-e01a7e6607d1.png"/></disp-formula><disp-formula id="scirp.47578-formula3124"><label>(52)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\e85f2845-3d4a-48cf-9526-cae029656532.png"/></disp-formula><disp-formula id="scirp.47578-formula3125"><label>(53)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\7a327b09-99fd-4c09-a9f0-97fabec4409e.png"/></disp-formula><p>The coefficients of the monomials involving the cross-product terms<inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\9b19fce9-421e-45e1-b7f9-7f3971dc3dbf.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\d9052b59-d168-476c-a058-5a93cce7c0d7.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\c46290ce-b076-465a-b595-be20b7c02f69.png" xlink:type="simple"/></inline-formula>provide the following equations</p><disp-formula id="scirp.47578-formula3126"><label>54)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\18227484-f182-4056-9d21-a673b8b72716.png"/></disp-formula><disp-formula id="scirp.47578-formula3127"><label>(55)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\5b14eadb-906f-46f8-bb14-fe39335e7ed6.png"/></disp-formula><disp-formula id="scirp.47578-formula3128"><label>(56)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\9b922bb4-a09e-47b8-9303-6d2fae9550e4.png"/></disp-formula><disp-formula id="scirp.47578-formula3129"><label>(57)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\dc67a9ee-02e9-4e40-9ec1-bb5300ba25bc.png"/></disp-formula><disp-formula id="scirp.47578-formula3130"><label>(58)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\8ac36956-fe8a-4ac1-9fdc-dfd4c72f94d3.png"/></disp-formula><disp-formula id="scirp.47578-formula3131"><label>(59)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\0603ebc8-0520-40fe-b49b-2150e474524c.png"/></disp-formula><p>where it is straightforward to verify the constraints (38)-(40). Finally, from the equality of the coefficients of the product terms <inline-formula><inline-graphic xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\7b8087e5-33ad-4402-bf6d-991d23668dce.png" xlink:type="simple"/></inline-formula> in Equations (32) and (37) we obtain</p><disp-formula id="scirp.47578-formula3132"><label>(60)</label><inline-graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\5-1720138x\c65a9b79-41ee-46c3-b0a5-4f5454942e35.png"/></disp-formula><p>The solution of the above nonlinear system of algebraic equations determines the position, the orientation and the size of the disk that supports the primary neuronal current. A series of numerical tests to obtain the solution of this system show that there exists a unique real solution.</p></sec><sec id="s5"><title>Acknowledgments</title><p>The present work is part of the project “Functional Brain”, which is implemented within the “ARISTEIA” Ac- tion of the “OPERATIONAL PROGRAMME EDUCATION AND LIFELONG LEARNING” and is cofunded by the European Social Fund (ESF) and National Resources.</p></sec></body><back><ref-list><title>References</title><ref id="scirp.47578-ref1"><label>1</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>DASSIOS</surname><given-names> G. </given-names></name>,<name name-style="western"><surname> KARIOTOU</surname><given-names> F. </given-names></name>,<etal>et al</etal>. 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