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Alternating-direction implicit method

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Historically, the ADI method was developed to solve the 2D diffusion equation on a square domain using finite differences. Unlike ADI for matrix equations, ADI for parabolic equations does not require the selection of shift parameters, since the shift appearing in each iteration is determined by
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Many classical implicit methods by Peaceman-Rachford, Douglas-Gunn, D'Yakonov, Beam-Warming, Crank-Nicolson, etc., may be simplified to fundamental implicit schemes with operator-free right-hand sides. In their fundamental forms, the FADI method of second-order temporal accuracy can be related
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It is possible to simplify the conventional ADI method into Fundamental ADI method, which only has the similar operators at the left-hand sides while being operator-free at the right-hand sides. This may be regarded as the fundamental (basic) scheme of ADI method, with no more operator (to be
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are non-normal matrices, it may not be possible to find near-optimal shift parameters. In this setting, a variety of strategies for generating good shift parameters can be used. These include strategies based on asymptotic results in potential theory, using the Ritz values of the matrices
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reduced) at the right-hand sides, unlike most traditional implicit methods that usually consist of operators at both sides of equations. The FADI method leads to simpler, more concise and efficient update equations without degrading the accuracy of conventional ADI method.
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to formulate a greedy approach, and cyclic methods, where the same small collection of shift parameters are reused until a convergence tolerance is met. When the same shift parameter is used at every iteration, ADI is equivalent to an algorithm called Smith's method.
3724:. This method results in a very complicated set of equations in multiple dimensions, which are costly to solve. The advantage of the ADI method is that the equations that have to be solved in each step have a simpler structure and can be solved efficiently with the 2484: 1649: 503: 1371: 312: 4996:
It can be shown that this method is unconditionally stable and second order in time and space. There are more refined ADI methods such as the methods of Douglas, or the f-factor method which can be used for three or more dimensions.
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parameters such as the timestep, diffusion coefficient, and grid spacing. The connection to ADI on matrix equations can be observed when one considers the action of the ADI iteration on the system at steady state.
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The ADI method can still be applied when the above assumptions are not met. The use of suboptimal shift parameters may adversely affect convergence, and convergence is also affected by the non-normality of
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methods, such as the Rational Krylov Subspace Method, are observed to typically converge more rapidly than ADI in this setting, and this has led to the development of hybrid ADI-projection methods.
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closely to the fundamental locally one-dimensional (FLOD) method, which can be upgraded to second-order temporal accuracy, such as for three-dimensional Maxwell's equations in
4143: 3433: 6244: 4178: 3633: 1942: 4355: 2694: 1224: 167: 3175: 3146: 1135: 1106: 1053: 6365: 1642: 355: 4518: 1596:{\displaystyle X-X^{(K)}=\prod _{j=1}^{K}{\frac {(A-\alpha _{j}I)}{(A-\beta _{j}I)}}\left(X-X^{(0)}\right)\prod _{j=1}^{K}{\frac {(B-\beta _{j}I)}{(B-\alpha _{j}I)}}.} 360: 974: 836: 618: 116: 3597: 3316: 3266: 5131: 5104: 4488: 4387: 3547: 3069: 3009: 2046: 172: 4413: 4100:{\displaystyle {u_{ij}^{n+1}-u_{ij}^{n} \over \Delta t}={1 \over 2(\Delta x)^{2}}\left(\delta _{x}^{2}+\delta _{y}^{2}\right)\left(u_{ij}^{n+1}+u_{ij}^{n}\right)} 4456: 4433: 3693: 3673: 3653: 3567: 3385: 3365: 3345: 3286: 3236: 3215: 3195: 3109: 3089: 3037: 2838: 2765: 2745: 2714: 2177: 2157: 1364: 1332: 1312: 1288: 1268: 1244: 1175: 1155: 1077: 933: 913: 638: 585: 2646: 2614: 17: 6577: 6505:
Heh, D. Y.; Tan, E. L.; Tay, W. C. (2016). "Fast Alternating Direction Implicit Method for Efficient Transient Thermal Simulation of Integrated Circuits".
4975:{\displaystyle {u_{ij}^{n+1}-u_{ij}^{n+1/2} \over \Delta t/2}={\left(\delta _{x}^{2}u_{ij}^{n+1/2}+\delta _{y}^{2}u_{ij}^{n+1}\right) \over \Delta y^{2}}} 3438: 4753:{\displaystyle {u_{ij}^{n+1/2}-u_{ij}^{n} \over \Delta t/2}={\left(\delta _{x}^{2}u_{ij}^{n+1/2}+\delta _{y}^{2}u_{ij}^{n}\right) \over \Delta x^{2}}} 3886:{\displaystyle {\partial u \over \partial t}=\left({\partial ^{2}u \over \partial x^{2}}+{\partial ^{2}u \over \partial y^{2}}\right)=(u_{xx}+u_{yy})} 2833:, are known, the optimal shift parameter selection problem is approximately solved by finding an extremal rational function that attains the value 5823: 4190: 1346:
The problem of finding good shift parameters is nontrivial. This problem can be understood by examining the ADI error equation. After
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The ADI method is a two step iteration process that alternately updates the column and row spaces of an approximate solution to
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Zolotarev, D.I. (1877). "Application of elliptic functions to questions of functions deviating least and most from zero".
979: 47:, and can be formulated to construct solutions in a memory-efficient, factored form. It is also used to numerically solve 5461:
Peaceman, D. W.; Rachford Jr., H. H. (1955), "The numerical solution of parabolic and elliptic differential equations",
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Tay, W. C.; Tan, E. L.; Heh, D. Y. (2014). "Fundamental Locally One-Dimensional Method for 3-D Thermal Simulation".
6870: 762: 721: 6887: 2247: 2189: 512: 7021: 6807: 6416:"Unconditionally Stable Fundamental LOD-FDTD Method with Second-Order Temporal Accuracy and Complying Divergence" 2479:{\displaystyle \|r_{K}(A)\|_{2}\|r_{K}(B)^{-1}\|_{2}=\|r_{K}(\Lambda _{A})\|_{2}\|r_{K}(\Lambda _{B})^{-1}\|_{2}} 841: 6138:"Improved alternating-direction implicit method for solving transient three-dimensional heat diffusion problems" 6788: 6777: 6754: 5699: 5637:
Beckermann, Bernhard; Townsend, Alex (2017). "On the Singular Values of Matrices with Displacement Structure".
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Lu, An; Wachspress, E.L. (1991). "Solution of Lyapunov equations by alternating direction implicit iteration".
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are called shift parameters, and convergence depends strongly on the choice of these parameters. To perform
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Druskin, V.; Simoncini, V. (2011). "Adaptive rational Krylov subspaces for large-scale dynamical systems".
4990: 3725: 2803: 2770: 895:. It is therefore only beneficial to use ADI when matrix-vector multiplication and linear solves involving 6208:
Lions, P. L.; Mercier, B. (December 1979). "Splitting Algorithms for the Sum of Two Nonlinear Operators".
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is well-approximated by a low rank matrix. This is known to be true under various assumptions about
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Penzl, Thilo (January 1999). "A Cyclic Low-Rank Smith Method for Large Sparse Lyapunov Equations".
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The idea behind the ADI method is to split the finite difference equations into two, one with the
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Stencil figure for the alternating direction implicit method in finite difference equations
3520: 3042: 2982: 2024: 1250:. Under these assumptions, near-optimal shift parameters are known for several choices of 1056: 2970:{\displaystyle Z_{K}(E,F):=\inf _{r}{\frac {\sup _{z\in E}|r(z)|}{\inf _{z\in F}|r(z)|}},} 8: 6783: 6697: 4392: 6473: 6434: 6326: 6221: 6153: 5989: 5850: 5426: 4523:
A disadvantage of the Crank–Nicolson method is that the matrix in the above equation is
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The implicit Crank–Nicolson method produces the following finite difference equation:
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International Journal of Numerical Modelling: Electronic Networks, Devices and Fields
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quite costly (although efficient approximate solutions exist, for example use of the
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Douglas, Jim Jr. (1962), "Alternating direction methods for three space variables",
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with a band width that is generally quite large. This makes direct solution of the
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The traditional method for solving the heat conduction equation numerically is the
3549:. In such a setting, it may not be feasible to store the potentially dense matrix 3510:{\displaystyle C_{1}\in \mathbb {C} ^{m\times r},C_{2}\in \mathbb {C} ^{n\times r}} 3012: 6994: 6937: 6926: 6075: 5488: 5364: 1335: 56: 5565: 5548: 5009:
scheme can be generalized. That is, we may consider general evolution equations
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Gonchar, A.A. (1969). "Zolotarev problems connected with rational functions".
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Solution of large-scale Lyapunov equations via the block modified Smith method
5483: 5435: 5410: 5380: 39:. It is a popular method for solving the large matrix equations that arise in 7036: 6641: 6442: 6384: 6263: 6169: 6114: 6040: 6005: 5959: 5918: 5809: 5776: 5709: 5668: 5614: 5574: 5444: 5388: 5339: 2180: 1178: 6334: 6813: 6730: 6707: 6185:
Numerical Solution of Time-Dependent Advection-Diffusion-Reaction Equations
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Press, W. H.; Teukolsky, S. A.; Vetterling, W. T.; Flannery, B. P. (2007).
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Simoncini, V. (2016). "Computational Methods for Linear Matrix Equations".
5134: 2720:. In this case, the shift parameters can be expressed in closed form using 5893:"Near-circularity for the rational Zolotarev problem in the complex plane" 3569:
explicitly. A variant of ADI, called factored ADI, can be used to compute
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partial differential equations, and is a classic method used for modeling
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and tridiagonal (banded with bandwidth 3), and is typically solved using
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Near-optimal shift parameters are known in certain cases, such as when
1341: 5741: 5321: 6518: 6366:"Unconditionally Stable LOD-FDTD Method for 3-D Maxwell's Equations" 6229: 6137: 6032: 5474: 6317: 5651: 1181:. These assumptions are met, for example, by the Lyapunov equation 5367:; White, Jacob (2002). "Low Rank Solution of Lyapunov Equations". 6910: 2979:
where the infimum is taken over all rational functions of degree
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Journal of the Society for Industrial and Applied Mathematics
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Journal of the Society for Industrial and Applied Mathematics
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Smith, R. A. (January 1968). "Matrix Equation XA + BX = C".
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Douglas, J. Jr. (1955), "On the numerical integration of u
5248:{\displaystyle F_{2}={\partial ^{2} \over \partial y^{2}}} 5189:{\displaystyle F_{1}={\partial ^{2} \over \partial x^{2}}} 4497:, it can be shown that this method will be stable for any 3731:
Consider the linear diffusion equation in two dimensions,
5694:(Fourth ed.). Baltimore: Johns Hopkins University. 3635:. The effectiveness of factored ADI depends on whether 1079:. However, the ADI method performs especially well when 3114: 5515:(3rd ed.). New York: Cambridge University Press. 5509:"Section 20.3.3. Operator Splitting Methods Generally" 5409:
Benner, Peter; Li, Ren-Cang; Truhar, Ninoslav (2009).
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results in the following bound on the relative error:
703:{\displaystyle \{(\alpha _{j},\beta _{j})\}_{j=1}^{K}} 5202: 5143: 5112: 5085: 5018: 4769: 4559: 4503: 4464: 4441: 4421: 4395: 4363: 4318: 4193: 4154: 4119: 3905: 3740: 3681: 3661: 3641: 3605: 3575: 3555: 3523: 3441: 3393: 3373: 3353: 3333: 3294: 3274: 3244: 3224: 3203: 3183: 3154: 3125: 3097: 3077: 3045: 3025: 2985: 2841: 2806: 2773: 2753: 2733: 2702: 2657: 2622: 2590: 2545: 2500: 2310: 2250: 2192: 2165: 2145: 2132:{\displaystyle \|r_{K}(A)\|_{2}\|r_{K}(B)^{-1}\|_{2}} 2054: 2027: 1954: 1917: 1652: 1611: 1374: 1352: 1320: 1300: 1276: 1256: 1232: 1187: 1163: 1143: 1114: 1085: 1065: 1032: 982: 944: 921: 901: 844: 806: 765: 724: 646: 626: 593: 573: 515: 363: 324: 175: 128: 86: 6578:
Numerical methods for partial differential equations
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Shift-parameter selection and the ADI error equation
1019:{\displaystyle \sigma (A)\cap \sigma (B)=\emptyset } 118:. One ADI iteration consists of the following steps: 4546:-derivative taken implicitly and the next with the 6187:. Berlin, Heidelberg: Springer Berlin Heidelberg. 5636: 5513:Numerical Recipes: The Art of Scientific Computing 5247: 5188: 5125: 5098: 5068: 4974: 4752: 4512: 4482: 4450: 4427: 4407: 4381: 4349: 4301: 4180:is the central second difference operator for the 4172: 4137: 4099: 3885: 3687: 3667: 3647: 3627: 3591: 3561: 3541: 3509: 3427: 3379: 3359: 3339: 3310: 3280: 3260: 3230: 3209: 3189: 3169: 3140: 3103: 3083: 3063: 3031: 3003: 2969: 2825: 2792: 2759: 2739: 2708: 2688: 2640: 2608: 2576: 2531: 2478: 2294: 2236: 2171: 2151: 2131: 2040: 2010: 1936: 1901: 1636: 1595: 1358: 1326: 1306: 1282: 1262: 1238: 1218: 1169: 1149: 1129: 1100: 1071: 1047: 1018: 968: 927: 907: 883: 830: 792: 751: 702: 632: 612: 579: 559: 497: 349: 306: 161: 110: 63:in two or more dimensions. It is an example of an 6182: 3707: 7034: 6136:Chang, M. J.; Chow, L. C.; Chang, W. S. (1991), 5938:Journal of Computational and Applied Mathematics 5754: 5639:SIAM Journal on Matrix Analysis and Applications 5415:Journal of Computational and Applied Mathematics 5369:SIAM Journal on Matrix Analysis and Applications 5263: 5133:are (possibly nonlinear) operators defined on a 2924: 2884: 2871: 2696:, for example, satisfies these assumptions when 2489: 6373:IEEE Microwave and Wireless Components Letters 6252:IEEE Microwave and Wireless Components Letters 6135: 5408: 5137:space. In the diffusion example above we have 3698: 6562: 6423:IEEE Transactions on Antennas and Propagation 6305:IEEE Transactions on Antennas and Propagation 6142:Numerical Heat Transfer, Part B: Fundamentals 5689: 5595:Computers & Mathematics with Applications 5553:Computers & Mathematics with Applications 2648:are disjoint intervals on the real line. The 793:{\displaystyle B\in \mathbb {C} ^{n\times n}} 752:{\displaystyle A\in \mathbb {C} ^{m\times m}} 6207: 5592: 2467: 2427: 2418: 2388: 2376: 2343: 2334: 2311: 2295:{\displaystyle B=V_{B}\Lambda _{B}V_{B}^{*}} 2237:{\displaystyle A=V_{A}\Lambda _{A}V_{A}^{*}} 2120: 2087: 2078: 2055: 1988: 1955: 1925: 1918: 1782: 1749: 1740: 1717: 1702: 1695: 680: 647: 560:{\displaystyle (\alpha _{j+1},\beta _{j+1})} 5792:Logarithmic potentials with external fields 5411:"On the ADI method for Sylvester equations" 884:{\displaystyle {\mathcal {O}}(m^{3}+n^{3})} 70: 33:alternating-direction implicit (ADI) method 6569: 6555: 5822:: CS1 maint: location missing publisher ( 5546: 2724:, and can easily be computed numerically. 6526: 6504: 6489: 6463: 6316: 6183:Hundsdorfer, Willem; Verwer, Jan (2003). 5949: 5908: 5871: 5789: 5650: 5564: 5482: 5434: 5329: 5307: 5258: 5069:{\displaystyle {\dot {u}}=F_{1}u+F_{2}u,} 3491: 3457: 3111:are disjoint disks in the complex plane. 2727:More generally, if closed, disjoint sets 774: 733: 3711: 6092: 6053: 5836: 5363: 14: 7035: 6413: 5931: 5890: 5727: 6550: 6291: 6289: 6018: 5975: 5971: 5969: 5723: 5721: 5719: 5549:"Trail to a Lyapunov equation solver" 3367:are very large, sparse matrices, and 2826:{\displaystyle \Lambda _{B}\subset F} 2793:{\displaystyle \Lambda _{A}\subset E} 976:has a unique solution if and only if 35:is an iterative method used to solve 18:Alternating direction implicit method 6820:Moving particle semi-implicit method 6731:Weighted essentially non-oscillatory 5978:SIAM Journal on Scientific Computing 5874:Zap. Imp. Akad. Nauk. St. Petersburg 5790:Saff, E.B.; Totik, V. (2013-11-11). 5632: 5630: 5628: 5626: 5624: 5588: 5586: 5584: 5456: 5454: 5404: 5402: 5400: 5398: 5359: 5357: 5303: 5301: 5299: 5297: 5295: 4985:The system of equations involved is 3115:Heuristic shift-parameter strategies 2577:{\displaystyle \Lambda _{B}\subset } 2532:{\displaystyle \Lambda _{A}\subset } 1948:. The ideal set of shift parameters 587:iterations of ADI, an initial guess 6363: 6295: 6242: 6021:SIAM Journal on Applied Mathematics 5273:Relations to other implicit methods 24: 6669:Finite-difference frequency-domain 6286: 6210:SIAM Journal on Numerical Analysis 5966: 5716: 5229: 5219: 5170: 5160: 5005:The usage of the ADI method as an 5000: 4956: 4834: 4734: 4618: 4504: 4129: 4120: 3980: 3956: 3824: 3810: 3787: 3773: 3752: 3744: 2808: 2775: 2547: 2502: 2444: 2405: 2268: 2210: 1366:iterations, the error is given by 1013: 847: 713: 25: 7059: 6466:IEICE Transactions on Electronics 5621: 5581: 5451: 5395: 5354: 5292: 4537:incomplete Cholesky factorization 4138:{\displaystyle \Delta x=\Delta y} 7048:Numerical differential equations 3428:{\displaystyle C=C_{1}C_{2}^{*}} 3071:The solution is also known when 7022:Method of fundamental solutions 6808:Smoothed-particle hydrodynamics 6498: 6457: 6414:Gan, T. H.; Tan, E. L. (2013). 6407: 6357: 6236: 6201: 6176: 6129: 6086: 6047: 6012: 5925: 5897:Journal of Approximation Theory 5884: 5865: 5859:10.1070/SM1969v007n04ABEH001107 5839:Mathematics of the USSR-Sbornik 5830: 5783: 5748: 5690:Golub, G.; Van Loan, C (1989). 4458:a shorthand for lattice points 4173:{\displaystyle \delta _{p}^{2}} 3628:{\displaystyle X\approx ZY^{*}} 3322: 1794: 7043:Partial differential equations 6663:Alternating direction-implicit 5769:10.1016/j.sysconle.2011.04.013 5683: 5547:Wachspress, Eugene L. (2008). 5540: 5499: 5280:computational electromagnetics 4550:-derivative taken implicitly, 4477: 4465: 4376: 4364: 4344: 4332: 3987: 3977: 3880: 3848: 3708:Example: 2D diffusion equation 3164: 3158: 3135: 3129: 2998: 2986: 2957: 2953: 2947: 2940: 2917: 2913: 2907: 2900: 2864: 2852: 2635: 2623: 2603: 2591: 2571: 2559: 2526: 2514: 2454: 2440: 2414: 2401: 2363: 2356: 2330: 2324: 2107: 2100: 2074: 2068: 1984: 1958: 1937:{\displaystyle \|\cdot \|_{2}} 1890: 1868: 1863: 1841: 1811: 1805: 1769: 1762: 1736: 1730: 1684: 1678: 1672: 1657: 1623: 1617: 1584: 1562: 1557: 1535: 1501: 1495: 1473: 1451: 1446: 1424: 1392: 1386: 1124: 1118: 1095: 1089: 1042: 1036: 1007: 1001: 992: 986: 878: 852: 676: 650: 605: 599: 554: 516: 484: 464: 381: 369: 342: 330: 255: 249: 236: 216: 154: 134: 13: 1: 6675:Finite-difference time-domain 5932:Starke, Gerhard (June 1993). 5891:Starke, Gerhard (July 1992). 5757:Systems & Control Letters 5285: 5264:Simplification of ADI to FADI 2490:Near-optimal shift parameters 75: 6714:Advection upstream-splitting 5951:10.1016/0377-0427(93)90291-i 5910:10.1016/0021-9045(92)90059-w 5607:10.1016/0898-1221(91)90124-m 4991:tridiagonal matrix algorithm 3726:tridiagonal matrix algorithm 2048:that minimizes the quantity 1334:(sometimes advantageously). 7: 6725:Essentially non-oscillatory 6708:Monotonic upstream-centered 5566:10.1016/j.camwa.2007.04.048 4350:{\displaystyle e_{p}=(1,0)} 3699:ADI for parabolic equations 2689:{\displaystyle AX+XA^{*}=C} 1219:{\displaystyle AX+XA^{*}=C} 162:{\displaystyle X^{(j+1/2)}} 10: 7064: 6985:Infinite difference method 6603:Forward-time central-space 6482:10.1587/transele.E97.C.636 4529:system of linear equations 3170:{\displaystyle \sigma (B)} 3141:{\displaystyle \sigma (A)} 1130:{\displaystyle \sigma (B)} 1101:{\displaystyle \sigma (A)} 1048:{\displaystyle \sigma (M)} 838:can be solved directly in 37:Sylvester matrix equations 6919: 6888:Poincaré–Steklov operator 6841: 6798: 6740: 6688: 6655: 6647:Method of characteristics 6617: 6593: 6584: 6162:10.1080/10407799108944957 5998:10.1137/s1064827598347666 5436:10.1016/j.cam.2009.08.108 5381:10.1137/s0895479801384937 4533:conjugate gradient method 3119:When less is known about 1637:{\displaystyle X^{(0)}=0} 350:{\displaystyle X^{(j+1)}} 6905:Tearing and interconnect 6899:Balancing by constraints 6443:10.1109/TAP.2013.2242036 6385:10.1109/LMWC.2006.890166 6264:10.1109/LMWC.2006.887239 4513:{\displaystyle \Delta t} 1137:are well-separated, and 935:can be applied cheaply. 620:is required, as well as 71:ADI for matrix equations 29:numerical linear algebra 7012:Computer-assisted proof 6990:Infinite element method 6778:Gradient discretisation 6468:. E-97-C (7): 636–644. 6335:10.1109/TAP.2007.913089 969:{\displaystyle AX-XB=C} 831:{\displaystyle AX-XB=C} 613:{\displaystyle X^{(0)}} 111:{\displaystyle AX-XB=C} 7000:Petrov–Galerkin method 6761:Discontinuous Galerkin 6066:by implicit methods", 5259:Fundamental ADI (FADI) 5249: 5190: 5127: 5100: 5070: 4976: 4754: 4514: 4484: 4452: 4429: 4409: 4383: 4351: 4303: 4174: 4139: 4101: 3887: 3717: 3689: 3669: 3649: 3629: 3593: 3592:{\displaystyle ZY^{*}} 3563: 3543: 3511: 3429: 3381: 3361: 3341: 3327:In many applications, 3312: 3311:{\displaystyle B^{-1}} 3282: 3262: 3261:{\displaystyle A^{-1}} 3232: 3211: 3191: 3171: 3142: 3105: 3085: 3065: 3033: 3005: 2971: 2827: 2794: 2761: 2741: 2710: 2690: 2642: 2610: 2578: 2533: 2480: 2296: 2238: 2173: 2153: 2133: 2042: 2012: 1938: 1903: 1837: 1638: 1597: 1531: 1420: 1360: 1328: 1308: 1284: 1264: 1240: 1220: 1171: 1151: 1131: 1102: 1073: 1049: 1020: 970: 929: 909: 893:Bartels-Stewart method 885: 832: 794: 753: 704: 634: 614: 581: 561: 507: 499: 351: 315: 308: 163: 112: 6980:Isogeometric analysis 6826:Material point method 6095:Numerische Mathematik 5734:PhD Diss., Rice Univ. 5250: 5191: 5128: 5126:{\displaystyle F_{2}} 5101: 5099:{\displaystyle F_{1}} 5071: 4977: 4755: 4515: 4485: 4483:{\displaystyle (i,j)} 4453: 4430: 4410: 4384: 4382:{\displaystyle (0,1)} 4352: 4304: 4175: 4140: 4102: 3888: 3722:Crank–Nicolson method 3715: 3690: 3670: 3650: 3630: 3594: 3564: 3544: 3542:{\displaystyle r=1,2} 3512: 3430: 3382: 3362: 3342: 3313: 3283: 3263: 3233: 3212: 3192: 3172: 3143: 3106: 3086: 3066: 3064:{\displaystyle F=-E.} 3034: 3006: 3004:{\displaystyle (K,K)} 2972: 2828: 2795: 2762: 2742: 2711: 2691: 2643: 2611: 2579: 2534: 2481: 2297: 2239: 2174: 2154: 2134: 2043: 2041:{\displaystyle r_{K}} 2013: 1939: 1904: 1817: 1639: 1598: 1511: 1400: 1361: 1329: 1309: 1285: 1265: 1241: 1221: 1172: 1152: 1132: 1103: 1074: 1050: 1021: 971: 930: 910: 886: 833: 795: 754: 705: 635: 615: 582: 562: 500: 352: 316: 309: 164: 120: 113: 7017:Integrable algorithm 6843:Domain decomposition 5200: 5141: 5110: 5083: 5016: 4767: 4557: 4535:preconditioned with 4501: 4462: 4439: 4419: 4393: 4361: 4316: 4191: 4152: 4117: 3903: 3738: 3679: 3659: 3639: 3603: 3573: 3553: 3521: 3439: 3391: 3371: 3351: 3331: 3292: 3272: 3242: 3222: 3201: 3181: 3152: 3123: 3095: 3075: 3043: 3023: 3015:, and was solved by 2983: 2839: 2804: 2771: 2751: 2731: 2700: 2655: 2620: 2588: 2543: 2498: 2308: 2248: 2190: 2163: 2143: 2052: 2025: 1952: 1915: 1650: 1609: 1372: 1350: 1318: 1298: 1274: 1254: 1230: 1185: 1161: 1141: 1112: 1083: 1063: 1030: 980: 942: 919: 899: 842: 804: 763: 722: 644: 624: 591: 571: 513: 361: 322: 173: 126: 84: 6861:Schwarz alternating 6784:Loubignac iteration 6474:2014IEITE..97..636T 6435:2013ITAP...61.2630G 6364:Tan, E. L. (2007). 6327:2008ITAP...56..170T 6296:Tan, E. L. (2008). 6243:Tan, E. L. (2007). 6222:1979SJNA...16..964L 6154:1991NHTB...19...69C 5990:1999SJSC...21.1401P 5851:1969SbMat...7..623G 5692:Matrix computations 5427:2009JCoAM.233.1035B 4949: 4925: 4907: 4875: 4831: 4796: 4727: 4709: 4691: 4659: 4615: 4594: 4493:After performing a 4408:{\displaystyle p=x} 4208: 4169: 4091: 4070: 4036: 4018: 3953: 3932: 3424: 3387:can be factored as 2291: 2233: 2185:eigendecompositions 2007: 699: 7007:Validated numerics 6107:10.1007/BF01386295 5728:Sabino, J (2007). 5661:10.1137/16m1096426 5484:10338.dmlcz/135399 5245: 5186: 5123: 5096: 5066: 5007:operator splitting 4972: 4926: 4911: 4876: 4861: 4800: 4773: 4750: 4710: 4695: 4660: 4645: 4598: 4563: 4510: 4495:stability analysis 4480: 4451:{\displaystyle ij} 4448: 4435:respectively (and 4425: 4405: 4379: 4347: 4299: 4194: 4170: 4155: 4135: 4097: 4074: 4047: 4022: 4004: 3936: 3909: 3883: 3718: 3685: 3665: 3645: 3625: 3589: 3559: 3539: 3507: 3425: 3410: 3377: 3357: 3337: 3308: 3278: 3258: 3228: 3207: 3187: 3167: 3138: 3101: 3081: 3061: 3029: 3001: 2967: 2938: 2898: 2879: 2823: 2790: 2757: 2737: 2722:elliptic integrals 2706: 2686: 2638: 2606: 2574: 2529: 2476: 2292: 2277: 2234: 2219: 2169: 2149: 2129: 2038: 2008: 1987: 1934: 1899: 1634: 1593: 1356: 1324: 1304: 1280: 1260: 1236: 1216: 1167: 1147: 1127: 1098: 1069: 1045: 1016: 966: 925: 905: 881: 828: 790: 749: 700: 679: 640:shift parameters, 630: 610: 577: 557: 495: 347: 304: 159: 108: 65:operator splitting 61:diffusion equation 7030: 7029: 6970:Immersed boundary 6963:Method of moments 6878:Neumann–Dirichlet 6871:abstract additive 6856:Fictitious domain 6800:Meshless/Meshfree 6684: 6683: 6586:Finite difference 6194:978-3-662-09017-6 5522:978-0-521-88068-8 5322:10.1137/130912839 5243: 5184: 5028: 4970: 4849: 4748: 4633: 4428:{\displaystyle y} 3997: 3963: 3838: 3801: 3759: 3688:{\displaystyle B} 3668:{\displaystyle A} 3648:{\displaystyle X} 3562:{\displaystyle X} 3380:{\displaystyle C} 3360:{\displaystyle B} 3340:{\displaystyle A} 3281:{\displaystyle B} 3231:{\displaystyle A} 3210:{\displaystyle B} 3190:{\displaystyle A} 3104:{\displaystyle F} 3084:{\displaystyle E} 3032:{\displaystyle E} 2962: 2923: 2883: 2870: 2760:{\displaystyle F} 2740:{\displaystyle E} 2718:positive definite 2709:{\displaystyle A} 2650:Lyapunov equation 2172:{\displaystyle B} 2152:{\displaystyle A} 2020:rational function 1894: 1712: 1588: 1477: 1359:{\displaystyle K} 1327:{\displaystyle B} 1307:{\displaystyle A} 1283:{\displaystyle B} 1263:{\displaystyle A} 1248:positive definite 1239:{\displaystyle A} 1170:{\displaystyle B} 1150:{\displaystyle A} 1072:{\displaystyle M} 928:{\displaystyle B} 908:{\displaystyle A} 633:{\displaystyle K} 580:{\displaystyle K} 16:(Redirected from 7055: 6975:Analytic element 6958:Boundary element 6851:Schur complement 6832:Particle-in-cell 6767:Spectral element 6591: 6590: 6571: 6564: 6557: 6548: 6547: 6541: 6540: 6530: 6519:10.1002/jnm.2049 6502: 6496: 6495: 6493: 6461: 6455: 6454: 6429:(5): 2630–2638. 6420: 6411: 6405: 6404: 6370: 6361: 6355: 6354: 6320: 6302: 6293: 6284: 6283: 6249: 6240: 6234: 6233: 6205: 6199: 6198: 6180: 6174: 6172: 6133: 6127: 6125: 6090: 6084: 6082: 6051: 6045: 6044: 6016: 6010: 6009: 5984:(4): 1401–1418. 5973: 5964: 5963: 5953: 5944:(1–2): 129–141. 5929: 5923: 5922: 5912: 5888: 5882: 5881: 5869: 5863: 5862: 5834: 5828: 5827: 5821: 5813: 5787: 5781: 5780: 5752: 5746: 5745: 5725: 5714: 5713: 5687: 5681: 5680: 5654: 5645:(4): 1227–1248. 5634: 5619: 5618: 5590: 5579: 5578: 5568: 5559:(8): 1653–1659. 5544: 5538: 5537: 5535: 5534: 5525:. Archived from 5503: 5497: 5495: 5486: 5458: 5449: 5448: 5438: 5421:(4): 1035–1045. 5406: 5393: 5392: 5365:Li, Jing-Rebecca 5361: 5352: 5351: 5333: 5305: 5254: 5252: 5251: 5246: 5244: 5242: 5241: 5240: 5227: 5226: 5217: 5212: 5211: 5195: 5193: 5192: 5187: 5185: 5183: 5182: 5181: 5168: 5167: 5158: 5153: 5152: 5132: 5130: 5129: 5124: 5122: 5121: 5105: 5103: 5102: 5097: 5095: 5094: 5075: 5073: 5072: 5067: 5059: 5058: 5043: 5042: 5030: 5029: 5021: 4981: 4979: 4978: 4973: 4971: 4969: 4968: 4967: 4954: 4950: 4948: 4937: 4924: 4919: 4906: 4902: 4887: 4874: 4869: 4855: 4850: 4848: 4844: 4832: 4830: 4826: 4811: 4795: 4784: 4771: 4759: 4757: 4756: 4751: 4749: 4747: 4746: 4745: 4732: 4728: 4726: 4721: 4708: 4703: 4690: 4686: 4671: 4658: 4653: 4639: 4634: 4632: 4628: 4616: 4614: 4609: 4593: 4589: 4574: 4561: 4519: 4517: 4516: 4511: 4489: 4487: 4486: 4481: 4457: 4455: 4454: 4449: 4434: 4432: 4431: 4426: 4414: 4412: 4411: 4406: 4388: 4386: 4385: 4380: 4356: 4354: 4353: 4348: 4328: 4327: 4308: 4306: 4305: 4300: 4298: 4297: 4296: 4295: 4269: 4268: 4250: 4249: 4248: 4247: 4221: 4220: 4207: 4202: 4179: 4177: 4176: 4171: 4168: 4163: 4144: 4142: 4141: 4136: 4106: 4104: 4103: 4098: 4096: 4092: 4090: 4085: 4069: 4058: 4041: 4037: 4035: 4030: 4017: 4012: 3998: 3996: 3995: 3994: 3969: 3964: 3962: 3954: 3952: 3947: 3931: 3920: 3907: 3892: 3890: 3889: 3884: 3879: 3878: 3863: 3862: 3844: 3840: 3839: 3837: 3836: 3835: 3822: 3818: 3817: 3807: 3802: 3800: 3799: 3798: 3785: 3781: 3780: 3770: 3760: 3758: 3750: 3742: 3694: 3692: 3691: 3686: 3674: 3672: 3671: 3666: 3654: 3652: 3651: 3646: 3634: 3632: 3631: 3626: 3624: 3623: 3598: 3596: 3595: 3590: 3588: 3587: 3568: 3566: 3565: 3560: 3548: 3546: 3545: 3540: 3516: 3514: 3513: 3508: 3506: 3505: 3494: 3485: 3484: 3472: 3471: 3460: 3451: 3450: 3434: 3432: 3431: 3426: 3423: 3418: 3409: 3408: 3386: 3384: 3383: 3378: 3366: 3364: 3363: 3358: 3346: 3344: 3343: 3338: 3317: 3315: 3314: 3309: 3307: 3306: 3287: 3285: 3284: 3279: 3267: 3265: 3264: 3259: 3257: 3256: 3237: 3235: 3234: 3229: 3216: 3214: 3213: 3208: 3196: 3194: 3193: 3188: 3176: 3174: 3173: 3168: 3147: 3145: 3144: 3139: 3110: 3108: 3107: 3102: 3090: 3088: 3087: 3082: 3070: 3068: 3067: 3062: 3038: 3036: 3035: 3030: 3013:potential theory 3010: 3008: 3007: 3002: 2976: 2974: 2973: 2968: 2963: 2961: 2960: 2943: 2937: 2921: 2920: 2903: 2897: 2881: 2878: 2851: 2850: 2832: 2830: 2829: 2824: 2816: 2815: 2799: 2797: 2796: 2791: 2783: 2782: 2766: 2764: 2763: 2758: 2746: 2744: 2743: 2738: 2715: 2713: 2712: 2707: 2695: 2693: 2692: 2687: 2679: 2678: 2647: 2645: 2644: 2641:{\displaystyle } 2639: 2615: 2613: 2612: 2609:{\displaystyle } 2607: 2583: 2581: 2580: 2575: 2555: 2554: 2538: 2536: 2535: 2530: 2510: 2509: 2485: 2483: 2482: 2477: 2475: 2474: 2465: 2464: 2452: 2451: 2439: 2438: 2426: 2425: 2413: 2412: 2400: 2399: 2384: 2383: 2374: 2373: 2355: 2354: 2342: 2341: 2323: 2322: 2301: 2299: 2298: 2293: 2290: 2285: 2276: 2275: 2266: 2265: 2243: 2241: 2240: 2235: 2232: 2227: 2218: 2217: 2208: 2207: 2178: 2176: 2175: 2170: 2158: 2156: 2155: 2150: 2138: 2136: 2135: 2130: 2128: 2127: 2118: 2117: 2099: 2098: 2086: 2085: 2067: 2066: 2047: 2045: 2044: 2039: 2037: 2036: 2017: 2015: 2014: 2009: 2006: 2001: 1983: 1982: 1970: 1969: 1943: 1941: 1940: 1935: 1933: 1932: 1908: 1906: 1905: 1900: 1895: 1893: 1886: 1885: 1866: 1859: 1858: 1839: 1836: 1831: 1804: 1803: 1790: 1789: 1780: 1779: 1761: 1760: 1748: 1747: 1729: 1728: 1713: 1711: 1710: 1709: 1693: 1692: 1687: 1683: 1682: 1681: 1654: 1643: 1641: 1640: 1635: 1627: 1626: 1602: 1600: 1599: 1594: 1589: 1587: 1580: 1579: 1560: 1553: 1552: 1533: 1530: 1525: 1510: 1506: 1505: 1504: 1478: 1476: 1469: 1468: 1449: 1442: 1441: 1422: 1419: 1414: 1396: 1395: 1365: 1363: 1362: 1357: 1333: 1331: 1330: 1325: 1313: 1311: 1310: 1305: 1289: 1287: 1286: 1281: 1269: 1267: 1266: 1261: 1245: 1243: 1242: 1237: 1225: 1223: 1222: 1217: 1209: 1208: 1176: 1174: 1173: 1168: 1156: 1154: 1153: 1148: 1136: 1134: 1133: 1128: 1107: 1105: 1104: 1099: 1078: 1076: 1075: 1070: 1054: 1052: 1051: 1046: 1025: 1023: 1022: 1017: 975: 973: 972: 967: 934: 932: 931: 926: 914: 912: 911: 906: 890: 888: 887: 882: 877: 876: 864: 863: 851: 850: 837: 835: 834: 829: 799: 797: 796: 791: 789: 788: 777: 758: 756: 755: 750: 748: 747: 736: 709: 707: 706: 701: 698: 693: 675: 674: 662: 661: 639: 637: 636: 631: 619: 617: 616: 611: 609: 608: 586: 584: 583: 578: 566: 564: 563: 558: 553: 552: 534: 533: 504: 502: 501: 496: 488: 487: 480: 458: 454: 450: 449: 420: 416: 412: 411: 385: 384: 356: 354: 353: 348: 346: 345: 313: 311: 310: 305: 294: 290: 286: 285: 259: 258: 240: 239: 232: 210: 206: 202: 201: 168: 166: 165: 160: 158: 157: 150: 117: 115: 114: 109: 59:and solving the 21: 7063: 7062: 7058: 7057: 7056: 7054: 7053: 7052: 7033: 7032: 7031: 7026: 6995:Galerkin method 6938:Method of lines 6915: 6883:Neumann–Neumann 6837: 6794: 6736: 6703:High-resolution 6680: 6651: 6613: 6580: 6575: 6545: 6544: 6503: 6499: 6462: 6458: 6418: 6412: 6408: 6368: 6362: 6358: 6300: 6294: 6287: 6247: 6241: 6237: 6230:10.1137/0716071 6206: 6202: 6195: 6181: 6177: 6134: 6130: 6091: 6087: 6065: 6061: 6057: 6052: 6048: 6033:10.1137/0116017 6017: 6013: 5974: 5967: 5930: 5926: 5889: 5885: 5870: 5866: 5835: 5831: 5815: 5814: 5802: 5788: 5784: 5753: 5749: 5726: 5717: 5702: 5688: 5684: 5635: 5622: 5591: 5582: 5545: 5541: 5532: 5530: 5523: 5504: 5500: 5475:10.1137/0103003 5459: 5452: 5407: 5396: 5362: 5355: 5306: 5293: 5288: 5275: 5266: 5261: 5236: 5232: 5228: 5222: 5218: 5216: 5207: 5203: 5201: 5198: 5197: 5177: 5173: 5169: 5163: 5159: 5157: 5148: 5144: 5142: 5139: 5138: 5117: 5113: 5111: 5108: 5107: 5090: 5086: 5084: 5081: 5080: 5054: 5050: 5038: 5034: 5020: 5019: 5017: 5014: 5013: 5003: 5001:Generalizations 4963: 4959: 4955: 4938: 4930: 4920: 4915: 4898: 4888: 4880: 4870: 4865: 4860: 4856: 4854: 4840: 4833: 4822: 4812: 4804: 4785: 4777: 4772: 4770: 4768: 4765: 4764: 4741: 4737: 4733: 4722: 4714: 4704: 4699: 4682: 4672: 4664: 4654: 4649: 4644: 4640: 4638: 4624: 4617: 4610: 4602: 4585: 4575: 4567: 4562: 4560: 4558: 4555: 4554: 4502: 4499: 4498: 4463: 4460: 4459: 4440: 4437: 4436: 4420: 4417: 4416: 4394: 4391: 4390: 4362: 4359: 4358: 4323: 4319: 4317: 4314: 4313: 4291: 4287: 4277: 4273: 4261: 4257: 4243: 4239: 4229: 4225: 4213: 4209: 4203: 4198: 4192: 4189: 4188: 4184:-th coordinate 4164: 4159: 4153: 4150: 4149: 4118: 4115: 4114: 4086: 4078: 4059: 4051: 4046: 4042: 4031: 4026: 4013: 4008: 4003: 3999: 3990: 3986: 3973: 3968: 3955: 3948: 3940: 3921: 3913: 3908: 3906: 3904: 3901: 3900: 3871: 3867: 3855: 3851: 3831: 3827: 3823: 3813: 3809: 3808: 3806: 3794: 3790: 3786: 3776: 3772: 3771: 3769: 3768: 3764: 3751: 3743: 3741: 3739: 3736: 3735: 3710: 3701: 3680: 3677: 3676: 3660: 3657: 3656: 3640: 3637: 3636: 3619: 3615: 3604: 3601: 3600: 3583: 3579: 3574: 3571: 3570: 3554: 3551: 3550: 3522: 3519: 3518: 3495: 3490: 3489: 3480: 3476: 3461: 3456: 3455: 3446: 3442: 3440: 3437: 3436: 3419: 3414: 3404: 3400: 3392: 3389: 3388: 3372: 3369: 3368: 3352: 3349: 3348: 3332: 3329: 3328: 3325: 3299: 3295: 3293: 3290: 3289: 3273: 3270: 3269: 3249: 3245: 3243: 3240: 3239: 3223: 3220: 3219: 3202: 3199: 3198: 3182: 3179: 3178: 3153: 3150: 3149: 3124: 3121: 3120: 3117: 3096: 3093: 3092: 3076: 3073: 3072: 3044: 3041: 3040: 3024: 3021: 3020: 2984: 2981: 2980: 2956: 2939: 2927: 2922: 2916: 2899: 2887: 2882: 2880: 2874: 2846: 2842: 2840: 2837: 2836: 2811: 2807: 2805: 2802: 2801: 2778: 2774: 2772: 2769: 2768: 2752: 2749: 2748: 2732: 2729: 2728: 2701: 2698: 2697: 2674: 2670: 2656: 2653: 2652: 2621: 2618: 2617: 2589: 2586: 2585: 2550: 2546: 2544: 2541: 2540: 2505: 2501: 2499: 2496: 2495: 2492: 2470: 2466: 2457: 2453: 2447: 2443: 2434: 2430: 2421: 2417: 2408: 2404: 2395: 2391: 2379: 2375: 2366: 2362: 2350: 2346: 2337: 2333: 2318: 2314: 2309: 2306: 2305: 2286: 2281: 2271: 2267: 2261: 2257: 2249: 2246: 2245: 2228: 2223: 2213: 2209: 2203: 2199: 2191: 2188: 2187: 2181:normal matrices 2164: 2161: 2160: 2144: 2141: 2140: 2123: 2119: 2110: 2106: 2094: 2090: 2081: 2077: 2062: 2058: 2053: 2050: 2049: 2032: 2028: 2026: 2023: 2022: 2002: 1991: 1978: 1974: 1965: 1961: 1953: 1950: 1949: 1928: 1924: 1916: 1913: 1912: 1881: 1877: 1867: 1854: 1850: 1840: 1838: 1832: 1821: 1799: 1795: 1785: 1781: 1772: 1768: 1756: 1752: 1743: 1739: 1724: 1720: 1705: 1701: 1694: 1688: 1671: 1667: 1660: 1656: 1655: 1653: 1651: 1648: 1647: 1616: 1612: 1610: 1607: 1606: 1575: 1571: 1561: 1548: 1544: 1534: 1532: 1526: 1515: 1494: 1490: 1483: 1479: 1464: 1460: 1450: 1437: 1433: 1423: 1421: 1415: 1404: 1385: 1381: 1373: 1370: 1369: 1351: 1348: 1347: 1344: 1336:Krylov subspace 1319: 1316: 1315: 1299: 1296: 1295: 1275: 1272: 1271: 1255: 1252: 1251: 1231: 1228: 1227: 1204: 1200: 1186: 1183: 1182: 1179:normal matrices 1162: 1159: 1158: 1142: 1139: 1138: 1113: 1110: 1109: 1084: 1081: 1080: 1064: 1061: 1060: 1031: 1028: 1027: 981: 978: 977: 943: 940: 939: 920: 917: 916: 900: 897: 896: 872: 868: 859: 855: 846: 845: 843: 840: 839: 805: 802: 801: 778: 773: 772: 764: 761: 760: 737: 732: 731: 723: 720: 719: 716: 714:When to use ADI 694: 683: 670: 666: 657: 653: 645: 642: 641: 625: 622: 621: 598: 594: 592: 589: 588: 572: 569: 568: 542: 538: 523: 519: 514: 511: 510: 476: 463: 459: 439: 435: 428: 424: 401: 397: 390: 386: 368: 364: 362: 359: 358: 329: 325: 323: 320: 319: 275: 271: 264: 260: 248: 244: 228: 215: 211: 191: 187: 180: 176: 174: 171: 170: 146: 133: 129: 127: 124: 123: 85: 82: 81: 78: 73: 57:heat conduction 23: 22: 15: 12: 11: 5: 7061: 7051: 7050: 7045: 7028: 7027: 7025: 7024: 7019: 7014: 7009: 7004: 7003: 7002: 6992: 6987: 6982: 6977: 6972: 6967: 6966: 6965: 6955: 6950: 6945: 6940: 6935: 6932:Pseudospectral 6929: 6923: 6921: 6917: 6916: 6914: 6913: 6908: 6902: 6896: 6890: 6885: 6880: 6875: 6874: 6873: 6868: 6858: 6853: 6847: 6845: 6839: 6838: 6836: 6835: 6829: 6823: 6817: 6811: 6804: 6802: 6796: 6795: 6793: 6792: 6786: 6781: 6775: 6770: 6764: 6758: 6752: 6746: 6744: 6742:Finite element 6738: 6737: 6735: 6734: 6728: 6722: 6720:Riemann solver 6717: 6711: 6705: 6700: 6694: 6692: 6686: 6685: 6682: 6681: 6679: 6678: 6672: 6666: 6659: 6657: 6653: 6652: 6650: 6649: 6644: 6639: 6634: 6629: 6627:Lax–Friedrichs 6623: 6621: 6615: 6614: 6612: 6611: 6609:Crank–Nicolson 6606: 6599: 6597: 6588: 6582: 6581: 6574: 6573: 6566: 6559: 6551: 6543: 6542: 6497: 6456: 6406: 6356: 6311:(1): 170–177. 6285: 6235: 6216:(6): 964–979. 6200: 6193: 6175: 6128: 6085: 6063: 6059: 6055: 6046: 6027:(1): 198–201. 6011: 5965: 5924: 5903:(1): 115–130. 5883: 5864: 5845:(4): 623–635. 5829: 5800: 5782: 5763:(8): 546–560. 5747: 5715: 5700: 5682: 5620: 5580: 5539: 5521: 5498: 5450: 5394: 5375:(1): 260–280. 5353: 5316:(3): 377–441. 5290: 5289: 5287: 5284: 5274: 5271: 5265: 5262: 5260: 5257: 5239: 5235: 5231: 5225: 5221: 5215: 5210: 5206: 5180: 5176: 5172: 5166: 5162: 5156: 5151: 5147: 5120: 5116: 5093: 5089: 5077: 5076: 5065: 5062: 5057: 5053: 5049: 5046: 5041: 5037: 5033: 5027: 5024: 5002: 4999: 4983: 4982: 4966: 4962: 4958: 4953: 4947: 4944: 4941: 4936: 4933: 4929: 4923: 4918: 4914: 4910: 4905: 4901: 4897: 4894: 4891: 4886: 4883: 4879: 4873: 4868: 4864: 4859: 4853: 4847: 4843: 4839: 4836: 4829: 4825: 4821: 4818: 4815: 4810: 4807: 4803: 4799: 4794: 4791: 4788: 4783: 4780: 4776: 4761: 4760: 4744: 4740: 4736: 4731: 4725: 4720: 4717: 4713: 4707: 4702: 4698: 4694: 4689: 4685: 4681: 4678: 4675: 4670: 4667: 4663: 4657: 4652: 4648: 4643: 4637: 4631: 4627: 4623: 4620: 4613: 4608: 4605: 4601: 4597: 4592: 4588: 4584: 4581: 4578: 4573: 4570: 4566: 4509: 4506: 4479: 4476: 4473: 4470: 4467: 4447: 4444: 4424: 4404: 4401: 4398: 4378: 4375: 4372: 4369: 4366: 4346: 4343: 4340: 4337: 4334: 4331: 4326: 4322: 4310: 4309: 4294: 4290: 4286: 4283: 4280: 4276: 4272: 4267: 4264: 4260: 4256: 4253: 4246: 4242: 4238: 4235: 4232: 4228: 4224: 4219: 4216: 4212: 4206: 4201: 4197: 4167: 4162: 4158: 4146: 4145: 4134: 4131: 4128: 4125: 4122: 4108: 4107: 4095: 4089: 4084: 4081: 4077: 4073: 4068: 4065: 4062: 4057: 4054: 4050: 4045: 4040: 4034: 4029: 4025: 4021: 4016: 4011: 4007: 4002: 3993: 3989: 3985: 3982: 3979: 3976: 3972: 3967: 3961: 3958: 3951: 3946: 3943: 3939: 3935: 3930: 3927: 3924: 3919: 3916: 3912: 3894: 3893: 3882: 3877: 3874: 3870: 3866: 3861: 3858: 3854: 3850: 3847: 3843: 3834: 3830: 3826: 3821: 3816: 3812: 3805: 3797: 3793: 3789: 3784: 3779: 3775: 3767: 3763: 3757: 3754: 3749: 3746: 3709: 3706: 3700: 3697: 3684: 3664: 3644: 3622: 3618: 3614: 3611: 3608: 3586: 3582: 3578: 3558: 3538: 3535: 3532: 3529: 3526: 3504: 3501: 3498: 3493: 3488: 3483: 3479: 3475: 3470: 3467: 3464: 3459: 3454: 3449: 3445: 3422: 3417: 3413: 3407: 3403: 3399: 3396: 3376: 3356: 3336: 3324: 3321: 3305: 3302: 3298: 3277: 3255: 3252: 3248: 3227: 3206: 3186: 3166: 3163: 3160: 3157: 3137: 3134: 3131: 3128: 3116: 3113: 3100: 3080: 3060: 3057: 3054: 3051: 3048: 3028: 3000: 2997: 2994: 2991: 2988: 2966: 2959: 2955: 2952: 2949: 2946: 2942: 2936: 2933: 2930: 2926: 2919: 2915: 2912: 2909: 2906: 2902: 2896: 2893: 2890: 2886: 2877: 2873: 2869: 2866: 2863: 2860: 2857: 2854: 2849: 2845: 2822: 2819: 2814: 2810: 2789: 2786: 2781: 2777: 2756: 2736: 2705: 2685: 2682: 2677: 2673: 2669: 2666: 2663: 2660: 2637: 2634: 2631: 2628: 2625: 2605: 2602: 2599: 2596: 2593: 2573: 2570: 2567: 2564: 2561: 2558: 2553: 2549: 2528: 2525: 2522: 2519: 2516: 2513: 2508: 2504: 2491: 2488: 2473: 2469: 2463: 2460: 2456: 2450: 2446: 2442: 2437: 2433: 2429: 2424: 2420: 2416: 2411: 2407: 2403: 2398: 2394: 2390: 2387: 2382: 2378: 2372: 2369: 2365: 2361: 2358: 2353: 2349: 2345: 2340: 2336: 2332: 2329: 2326: 2321: 2317: 2313: 2289: 2284: 2280: 2274: 2270: 2264: 2260: 2256: 2253: 2231: 2226: 2222: 2216: 2212: 2206: 2202: 2198: 2195: 2168: 2148: 2126: 2122: 2116: 2113: 2109: 2105: 2102: 2097: 2093: 2089: 2084: 2080: 2076: 2073: 2070: 2065: 2061: 2057: 2035: 2031: 2005: 2000: 1997: 1994: 1990: 1986: 1981: 1977: 1973: 1968: 1964: 1960: 1957: 1931: 1927: 1923: 1920: 1898: 1892: 1889: 1884: 1880: 1876: 1873: 1870: 1865: 1862: 1857: 1853: 1849: 1846: 1843: 1835: 1830: 1827: 1824: 1820: 1816: 1813: 1810: 1807: 1802: 1798: 1793: 1788: 1784: 1778: 1775: 1771: 1767: 1764: 1759: 1755: 1751: 1746: 1742: 1738: 1735: 1732: 1727: 1723: 1719: 1716: 1708: 1704: 1700: 1697: 1691: 1686: 1680: 1677: 1674: 1670: 1666: 1663: 1659: 1633: 1630: 1625: 1622: 1619: 1615: 1592: 1586: 1583: 1578: 1574: 1570: 1567: 1564: 1559: 1556: 1551: 1547: 1543: 1540: 1537: 1529: 1524: 1521: 1518: 1514: 1509: 1503: 1500: 1497: 1493: 1489: 1486: 1482: 1475: 1472: 1467: 1463: 1459: 1456: 1453: 1448: 1445: 1440: 1436: 1432: 1429: 1426: 1418: 1413: 1410: 1407: 1403: 1399: 1394: 1391: 1388: 1384: 1380: 1377: 1355: 1343: 1340: 1323: 1303: 1279: 1259: 1235: 1215: 1212: 1207: 1203: 1199: 1196: 1193: 1190: 1166: 1146: 1126: 1123: 1120: 1117: 1097: 1094: 1091: 1088: 1068: 1044: 1041: 1038: 1035: 1015: 1012: 1009: 1006: 1003: 1000: 997: 994: 991: 988: 985: 965: 962: 959: 956: 953: 950: 947: 924: 904: 880: 875: 871: 867: 862: 858: 854: 849: 827: 824: 821: 818: 815: 812: 809: 787: 784: 781: 776: 771: 768: 746: 743: 740: 735: 730: 727: 715: 712: 697: 692: 689: 686: 682: 678: 673: 669: 665: 660: 656: 652: 649: 629: 607: 604: 601: 597: 576: 556: 551: 548: 545: 541: 537: 532: 529: 526: 522: 518: 494: 491: 486: 483: 479: 475: 472: 469: 466: 462: 457: 453: 448: 445: 442: 438: 434: 431: 427: 423: 419: 415: 410: 407: 404: 400: 396: 393: 389: 383: 380: 377: 374: 371: 367: 344: 341: 338: 335: 332: 328: 303: 300: 297: 293: 289: 284: 281: 278: 274: 270: 267: 263: 257: 254: 251: 247: 243: 238: 235: 231: 227: 224: 221: 218: 214: 209: 205: 200: 197: 194: 190: 186: 183: 179: 156: 153: 149: 145: 142: 139: 136: 132: 107: 104: 101: 98: 95: 92: 89: 77: 74: 72: 69: 41:systems theory 9: 6: 4: 3: 2: 7060: 7049: 7046: 7044: 7041: 7040: 7038: 7023: 7020: 7018: 7015: 7013: 7010: 7008: 7005: 7001: 6998: 6997: 6996: 6993: 6991: 6988: 6986: 6983: 6981: 6978: 6976: 6973: 6971: 6968: 6964: 6961: 6960: 6959: 6956: 6954: 6951: 6949: 6946: 6944: 6941: 6939: 6936: 6933: 6930: 6928: 6925: 6924: 6922: 6918: 6912: 6909: 6906: 6903: 6900: 6897: 6894: 6891: 6889: 6886: 6884: 6881: 6879: 6876: 6872: 6869: 6867: 6864: 6863: 6862: 6859: 6857: 6854: 6852: 6849: 6848: 6846: 6844: 6840: 6833: 6830: 6827: 6824: 6821: 6818: 6815: 6812: 6809: 6806: 6805: 6803: 6801: 6797: 6790: 6787: 6785: 6782: 6779: 6776: 6774: 6771: 6768: 6765: 6762: 6759: 6756: 6753: 6751: 6748: 6747: 6745: 6743: 6739: 6732: 6729: 6726: 6723: 6721: 6718: 6715: 6712: 6709: 6706: 6704: 6701: 6699: 6696: 6695: 6693: 6691: 6690:Finite volume 6687: 6676: 6673: 6670: 6667: 6664: 6661: 6660: 6658: 6654: 6648: 6645: 6643: 6640: 6638: 6635: 6633: 6630: 6628: 6625: 6624: 6622: 6620: 6616: 6610: 6607: 6604: 6601: 6600: 6598: 6596: 6592: 6589: 6587: 6583: 6579: 6572: 6567: 6565: 6560: 6558: 6553: 6552: 6549: 6538: 6534: 6529: 6524: 6520: 6516: 6513:(1): 93–108. 6512: 6508: 6501: 6492: 6487: 6483: 6479: 6475: 6471: 6467: 6460: 6452: 6448: 6444: 6440: 6436: 6432: 6428: 6424: 6417: 6410: 6402: 6398: 6394: 6390: 6386: 6382: 6378: 6374: 6367: 6360: 6352: 6348: 6344: 6340: 6336: 6332: 6328: 6324: 6319: 6314: 6310: 6306: 6299: 6292: 6290: 6281: 6277: 6273: 6269: 6265: 6261: 6257: 6253: 6246: 6239: 6231: 6227: 6223: 6219: 6215: 6211: 6204: 6196: 6190: 6186: 6179: 6171: 6167: 6163: 6159: 6155: 6151: 6147: 6143: 6139: 6132: 6124: 6120: 6116: 6112: 6108: 6104: 6100: 6096: 6089: 6081: 6077: 6073: 6069: 6050: 6042: 6038: 6034: 6030: 6026: 6022: 6015: 6007: 6003: 5999: 5995: 5991: 5987: 5983: 5979: 5972: 5970: 5961: 5957: 5952: 5947: 5943: 5939: 5935: 5928: 5920: 5916: 5911: 5906: 5902: 5898: 5894: 5887: 5879: 5875: 5868: 5860: 5856: 5852: 5848: 5844: 5840: 5833: 5825: 5819: 5811: 5807: 5803: 5801:9783662033296 5797: 5793: 5786: 5778: 5774: 5770: 5766: 5762: 5758: 5751: 5743: 5739: 5735: 5731: 5724: 5722: 5720: 5711: 5707: 5703: 5697: 5693: 5686: 5678: 5674: 5670: 5666: 5662: 5658: 5653: 5648: 5644: 5640: 5633: 5631: 5629: 5627: 5625: 5616: 5612: 5608: 5604: 5600: 5596: 5589: 5587: 5585: 5576: 5572: 5567: 5562: 5558: 5554: 5550: 5543: 5529:on 2011-08-11 5528: 5524: 5518: 5514: 5510: 5502: 5494: 5490: 5485: 5480: 5476: 5472: 5468: 5464: 5457: 5455: 5446: 5442: 5437: 5432: 5428: 5424: 5420: 5416: 5412: 5405: 5403: 5401: 5399: 5390: 5386: 5382: 5378: 5374: 5370: 5366: 5360: 5358: 5349: 5345: 5341: 5337: 5332: 5327: 5323: 5319: 5315: 5311: 5304: 5302: 5300: 5298: 5296: 5291: 5283: 5281: 5270: 5256: 5237: 5233: 5223: 5213: 5208: 5204: 5178: 5174: 5164: 5154: 5149: 5145: 5136: 5118: 5114: 5091: 5087: 5063: 5060: 5055: 5051: 5047: 5044: 5039: 5035: 5031: 5025: 5022: 5012: 5011: 5010: 5008: 4998: 4994: 4992: 4988: 4964: 4960: 4951: 4945: 4942: 4939: 4934: 4931: 4927: 4921: 4916: 4912: 4908: 4903: 4899: 4895: 4892: 4889: 4884: 4881: 4877: 4871: 4866: 4862: 4857: 4851: 4845: 4841: 4837: 4827: 4823: 4819: 4816: 4813: 4808: 4805: 4801: 4797: 4792: 4789: 4786: 4781: 4778: 4774: 4763: 4762: 4742: 4738: 4729: 4723: 4718: 4715: 4711: 4705: 4700: 4696: 4692: 4687: 4683: 4679: 4676: 4673: 4668: 4665: 4661: 4655: 4650: 4646: 4641: 4635: 4629: 4625: 4621: 4611: 4606: 4603: 4599: 4595: 4590: 4586: 4582: 4579: 4576: 4571: 4568: 4564: 4553: 4552: 4551: 4549: 4545: 4540: 4538: 4534: 4530: 4526: 4521: 4507: 4496: 4491: 4474: 4471: 4468: 4445: 4442: 4422: 4402: 4399: 4396: 4373: 4370: 4367: 4341: 4338: 4335: 4329: 4324: 4320: 4292: 4288: 4284: 4281: 4278: 4274: 4270: 4265: 4262: 4258: 4254: 4251: 4244: 4240: 4236: 4233: 4230: 4226: 4222: 4217: 4214: 4210: 4204: 4199: 4195: 4187: 4186: 4185: 4183: 4165: 4160: 4156: 4132: 4126: 4123: 4113: 4112: 4111: 4093: 4087: 4082: 4079: 4075: 4071: 4066: 4063: 4060: 4055: 4052: 4048: 4043: 4038: 4032: 4027: 4023: 4019: 4014: 4009: 4005: 4000: 3991: 3983: 3974: 3970: 3965: 3959: 3949: 3944: 3941: 3937: 3933: 3928: 3925: 3922: 3917: 3914: 3910: 3899: 3898: 3897: 3875: 3872: 3868: 3864: 3859: 3856: 3852: 3845: 3841: 3832: 3828: 3819: 3814: 3803: 3795: 3791: 3782: 3777: 3765: 3761: 3755: 3747: 3734: 3733: 3732: 3729: 3727: 3723: 3714: 3705: 3696: 3682: 3662: 3642: 3620: 3616: 3612: 3609: 3606: 3584: 3580: 3576: 3556: 3536: 3533: 3530: 3527: 3524: 3502: 3499: 3496: 3486: 3481: 3477: 3473: 3468: 3465: 3462: 3452: 3447: 3443: 3420: 3415: 3411: 3405: 3401: 3397: 3394: 3374: 3354: 3334: 3320: 3303: 3300: 3296: 3275: 3253: 3250: 3246: 3225: 3204: 3184: 3161: 3155: 3132: 3126: 3112: 3098: 3078: 3058: 3055: 3052: 3049: 3046: 3026: 3018: 3014: 2995: 2992: 2989: 2977: 2964: 2950: 2944: 2934: 2931: 2928: 2910: 2904: 2894: 2891: 2888: 2875: 2867: 2861: 2858: 2855: 2847: 2843: 2834: 2820: 2817: 2812: 2787: 2784: 2779: 2754: 2734: 2725: 2723: 2719: 2703: 2683: 2680: 2675: 2671: 2667: 2664: 2661: 2658: 2651: 2632: 2629: 2626: 2600: 2597: 2594: 2568: 2565: 2562: 2556: 2551: 2523: 2520: 2517: 2511: 2506: 2487: 2471: 2461: 2458: 2448: 2435: 2431: 2422: 2409: 2396: 2392: 2385: 2380: 2370: 2367: 2359: 2351: 2347: 2338: 2327: 2319: 2315: 2303: 2287: 2282: 2278: 2272: 2262: 2258: 2254: 2251: 2229: 2224: 2220: 2214: 2204: 2200: 2196: 2193: 2186: 2182: 2166: 2146: 2124: 2114: 2111: 2103: 2095: 2091: 2082: 2071: 2063: 2059: 2033: 2029: 2021: 2003: 1998: 1995: 1992: 1979: 1975: 1971: 1966: 1962: 1947: 1946:operator norm 1929: 1921: 1909: 1896: 1887: 1882: 1878: 1874: 1871: 1860: 1855: 1851: 1847: 1844: 1833: 1828: 1825: 1822: 1818: 1814: 1808: 1800: 1796: 1791: 1786: 1776: 1773: 1765: 1757: 1753: 1744: 1733: 1725: 1721: 1714: 1706: 1698: 1689: 1675: 1668: 1664: 1661: 1645: 1631: 1628: 1620: 1613: 1603: 1590: 1581: 1576: 1572: 1568: 1565: 1554: 1549: 1545: 1541: 1538: 1527: 1522: 1519: 1516: 1512: 1507: 1498: 1491: 1487: 1484: 1480: 1470: 1465: 1461: 1457: 1454: 1443: 1438: 1434: 1430: 1427: 1416: 1411: 1408: 1405: 1401: 1397: 1389: 1382: 1378: 1375: 1367: 1353: 1339: 1337: 1321: 1301: 1291: 1277: 1257: 1249: 1233: 1213: 1210: 1205: 1201: 1197: 1194: 1191: 1188: 1180: 1164: 1144: 1121: 1115: 1092: 1086: 1066: 1058: 1039: 1033: 1010: 1004: 998: 995: 989: 983: 963: 960: 957: 954: 951: 948: 945: 938:The equation 936: 922: 902: 894: 873: 869: 865: 860: 856: 825: 822: 819: 816: 813: 810: 807: 785: 782: 779: 769: 766: 744: 741: 738: 728: 725: 711: 695: 690: 687: 684: 671: 667: 663: 658: 654: 627: 602: 595: 574: 549: 546: 543: 539: 535: 530: 527: 524: 520: 506: 492: 489: 481: 477: 473: 470: 467: 460: 455: 451: 446: 443: 440: 436: 432: 429: 425: 421: 417: 413: 408: 405: 402: 398: 394: 391: 387: 378: 375: 372: 365: 339: 336: 333: 326: 318:2. Solve for 314: 301: 298: 295: 291: 287: 282: 279: 276: 272: 268: 265: 261: 252: 245: 241: 233: 229: 225: 222: 219: 212: 207: 203: 198: 195: 192: 188: 184: 181: 177: 151: 147: 143: 140: 137: 130: 122:1. Solve for 119: 105: 102: 99: 96: 93: 90: 87: 68: 66: 62: 58: 54: 50: 46: 42: 38: 34: 30: 19: 6814:Peridynamics 6632:Lax–Wendroff 6528:10356/137201 6510: 6506: 6500: 6465: 6459: 6426: 6422: 6409: 6393:10356/138296 6379:(2): 85–87. 6376: 6372: 6359: 6343:10356/138249 6308: 6304: 6272:10356/138245 6255: 6251: 6238: 6213: 6209: 6203: 6184: 6178: 6148:(1): 69–84, 6145: 6141: 6131: 6101:(1): 41–63, 6098: 6094: 6088: 6071: 6067: 6049: 6024: 6020: 6014: 5981: 5977: 5941: 5937: 5927: 5900: 5896: 5886: 5877: 5873: 5867: 5842: 5838: 5832: 5791: 5785: 5760: 5756: 5750: 5733: 5729: 5691: 5685: 5642: 5638: 5601:(9): 43–58. 5598: 5594: 5556: 5552: 5542: 5531:. Retrieved 5527:the original 5512: 5501: 5469:(1): 28–41, 5466: 5462: 5418: 5414: 5372: 5368: 5331:11585/586011 5313: 5309: 5276: 5267: 5078: 5004: 4995: 4984: 4547: 4543: 4541: 4522: 4492: 4311: 4181: 4147: 4109: 3895: 3730: 3719: 3702: 3326: 3323:Factored ADI 3118: 3019:in 1877 for 2978: 2835: 2726: 2493: 2304: 1910: 1646: 1604: 1368: 1345: 1292: 937: 717: 509:The numbers 508: 317: 121: 79: 32: 26: 6948:Collocation 6491:10220/20410 5310:SIAM Review 7037:Categories 6637:MacCormack 6619:Hyperbolic 6318:2011.14043 6258:(1): 7–9. 5794:. Berlin. 5742:1911/20641 5736:(Thesis). 5701:1421407949 5652:1609.09494 5533:2011-08-18 5286:References 3177:, or when 2018:defines a 891:using the 76:The method 6953:Level-set 6943:Multigrid 6893:Balancing 6595:Parabolic 6170:1040-7790 6123:121455963 6115:0029-599X 6074:: 42–65, 6041:0036-1399 6006:1064-8275 5960:0377-0427 5919:0021-9045 5818:cite book 5810:883382758 5777:0167-6911 5710:824733531 5669:0895-4798 5615:0898-1221 5575:0898-1221 5445:0377-0427 5389:0895-4798 5340:0036-1445 5230:∂ 5220:∂ 5171:∂ 5161:∂ 5026:˙ 4987:symmetric 4957:Δ 4913:δ 4863:δ 4835:Δ 4798:− 4735:Δ 4697:δ 4647:δ 4619:Δ 4596:− 4505:Δ 4285:− 4252:− 4196:δ 4157:δ 4130:Δ 4121:Δ 4024:δ 4006:δ 3981:Δ 3957:Δ 3934:− 3825:∂ 3811:∂ 3788:∂ 3774:∂ 3753:∂ 3745:∂ 3621:∗ 3610:≈ 3585:∗ 3500:× 3487:∈ 3466:× 3453:∈ 3421:∗ 3301:− 3251:− 3156:σ 3127:σ 3053:− 3017:Zolotarev 2932:∈ 2892:∈ 2818:⊂ 2809:Λ 2785:⊂ 2776:Λ 2767:, where 2676:∗ 2557:⊂ 2548:Λ 2512:⊂ 2503:Λ 2468:‖ 2459:− 2445:Λ 2428:‖ 2419:‖ 2406:Λ 2389:‖ 2377:‖ 2368:− 2344:‖ 2335:‖ 2312:‖ 2288:∗ 2269:Λ 2230:∗ 2211:Λ 2183:and have 2121:‖ 2112:− 2088:‖ 2079:‖ 2056:‖ 1976:β 1963:α 1926:‖ 1922:⋅ 1919:‖ 1879:β 1875:− 1852:α 1848:− 1819:∏ 1783:‖ 1774:− 1750:‖ 1741:‖ 1718:‖ 1715:≤ 1703:‖ 1696:‖ 1665:− 1605:Choosing 1573:α 1569:− 1546:β 1542:− 1513:∏ 1488:− 1462:β 1458:− 1435:α 1431:− 1402:∏ 1379:− 1206:∗ 1116:σ 1087:σ 1034:σ 1014:∅ 999:σ 996:∩ 984:σ 952:− 814:− 783:× 770:∈ 742:× 729:∈ 668:β 655:α 540:β 521:α 490:− 437:α 433:− 399:α 395:− 357:, where 273:β 269:− 189:β 185:− 94:− 49:parabolic 6927:Spectral 6866:additive 6789:Smoothed 6755:Extended 6537:61039449 6401:22940993 6351:37135325 6280:29025478 5348:17271167 3599:, where 3435:, where 3039:= and 2584:, where 1685:‖ 1658:‖ 1057:spectrum 1026:, where 800:, then 169:, where 67:method. 53:elliptic 6911:FETI-DP 6791:(S-FEM) 6710:(MUSCL) 6698:Godunov 6470:Bibcode 6451:7578037 6431:Bibcode 6323:Bibcode 6218:Bibcode 6150:Bibcode 6080:0071875 5986:Bibcode 5880:: 1–59. 5847:Bibcode 5677:3828461 5493:0071874 5423:Bibcode 4110:where: 3517:, with 2302:, then 1944:is the 1055:is the 45:control 6920:Others 6907:(FETI) 6901:(BDDC) 6773:Mortar 6757:(XFEM) 6750:hp-FEM 6733:(WENO) 6716:(AUSM) 6677:(FDTD) 6671:(FDFD) 6656:Others 6642:Upwind 6605:(FTCS) 6535:  6449:  6399:  6349:  6278:  6191:  6168:  6121:  6113:  6078:  6039:  6004:  5958:  5917:  5808:  5798:  5775:  5708:  5698:  5675:  5667:  5613:  5573:  5519:  5491:  5443:  5387:  5346:  5338:  5135:Banach 5079:where 4525:banded 3288:, and 1911:where 31:, the 6934:(DVR) 6895:(BDD) 6834:(PIC) 6828:(MPM) 6822:(MPS) 6810:(SPH) 6780:(GDM) 6769:(SEM) 6727:(ENO) 6665:(ADI) 6533:S2CID 6447:S2CID 6419:(PDF) 6397:S2CID 6369:(PDF) 6347:S2CID 6313:arXiv 6301:(PDF) 6276:S2CID 6248:(PDF) 6119:S2CID 5673:S2CID 5647:arXiv 5344:S2CID 4312:with 2139:. If 1226:when 759:and 6816:(PD) 6763:(DG) 6189:ISBN 6166:ISSN 6111:ISSN 6037:ISSN 6002:ISSN 5956:ISSN 5915:ISSN 5824:link 5806:OCLC 5796:ISBN 5773:ISSN 5706:OCLC 5696:ISBN 5665:ISSN 5611:ISSN 5571:ISSN 5517:ISBN 5441:ISSN 5385:ISSN 5336:ISSN 5196:and 5106:and 4389:for 4148:and 3675:and 3347:and 3148:and 3091:and 2800:and 2747:and 2616:and 2539:and 2244:and 2179:are 2159:and 1270:and 1177:are 1157:and 1108:and 915:and 51:and 43:and 6523:hdl 6515:doi 6486:hdl 6478:doi 6439:doi 6389:hdl 6381:doi 6339:hdl 6331:doi 6268:hdl 6260:doi 6226:doi 6158:doi 6103:doi 6062:= u 6058:+ u 6029:doi 5994:doi 5946:doi 5905:doi 5855:doi 5765:doi 5738:hdl 5657:doi 5603:doi 5561:doi 5479:hdl 5471:doi 5431:doi 5419:233 5377:doi 5326:hdl 5318:doi 4539:). 4490:). 4415:or 4357:or 3197:or 2925:inf 2885:sup 2872:inf 2716:is 1314:or 1246:is 1059:of 718:If 27:In 7039:: 6531:. 6521:. 6511:29 6509:. 6484:. 6476:. 6445:. 6437:. 6427:61 6425:. 6421:. 6395:. 6387:. 6377:17 6375:. 6371:. 6345:. 6337:. 6329:. 6321:. 6309:56 6307:. 6303:. 6288:^ 6274:. 6266:. 6256:17 6254:. 6250:. 6224:. 6214:16 6212:. 6164:, 6156:, 6146:19 6144:, 6140:, 6117:, 6109:, 6097:, 6076:MR 6070:, 6060:yy 6056:xx 6035:. 6025:16 6023:. 6000:. 5992:. 5982:21 5980:. 5968:^ 5954:. 5942:46 5940:. 5936:. 5913:. 5901:70 5899:. 5895:. 5878:30 5876:. 5853:. 5841:. 5820:}} 5816:{{ 5804:. 5771:. 5761:60 5759:. 5732:. 5718:^ 5704:. 5671:. 5663:. 5655:. 5643:38 5641:. 5623:^ 5609:. 5599:21 5597:. 5583:^ 5569:. 5557:55 5555:. 5551:. 5511:. 5489:MR 5487:, 5477:, 5465:, 5453:^ 5439:. 5429:. 5417:. 5413:. 5397:^ 5383:. 5373:24 5371:. 5356:^ 5342:. 5334:. 5324:. 5314:58 5312:. 5294:^ 5255:. 4993:. 4520:. 3728:. 3695:. 3268:, 3238:, 2868::= 2486:. 710:. 6570:e 6563:t 6556:v 6539:. 6525:: 6517:: 6494:. 6488:: 6480:: 6472:: 6453:. 6441:: 6433:: 6403:. 6391:: 6383:: 6353:. 6341:: 6333:: 6325:: 6315:: 6282:. 6270:: 6262:: 6232:. 6228:: 6220:: 6197:. 6173:. 6160:: 6152:: 6126:. 6105:: 6099:4 6083:. 6072:3 6064:t 6043:. 6031:: 6008:. 5996:: 5988:: 5962:. 5948:: 5921:. 5907:: 5861:. 5857:: 5849:: 5843:7 5826:) 5812:. 5779:. 5767:: 5744:. 5740:: 5712:. 5679:. 5659:: 5649:: 5617:. 5605:: 5577:. 5563:: 5536:. 5505:* 5496:. 5481:: 5473:: 5467:3 5447:. 5433:: 5425:: 5391:. 5379:: 5350:. 5328:: 5320:: 5238:2 5234:y 5224:2 5214:= 5209:2 5205:F 5179:2 5175:x 5165:2 5155:= 5150:1 5146:F 5119:2 5115:F 5092:1 5088:F 5064:, 5061:u 5056:2 5052:F 5048:+ 5045:u 5040:1 5036:F 5032:= 5023:u 4965:2 4961:y 4952:) 4946:1 4943:+ 4940:n 4935:j 4932:i 4928:u 4922:2 4917:y 4909:+ 4904:2 4900:/ 4896:1 4893:+ 4890:n 4885:j 4882:i 4878:u 4872:2 4867:x 4858:( 4852:= 4846:2 4842:/ 4838:t 4828:2 4824:/ 4820:1 4817:+ 4814:n 4809:j 4806:i 4802:u 4793:1 4790:+ 4787:n 4782:j 4779:i 4775:u 4743:2 4739:x 4730:) 4724:n 4719:j 4716:i 4712:u 4706:2 4701:y 4693:+ 4688:2 4684:/ 4680:1 4677:+ 4674:n 4669:j 4666:i 4662:u 4656:2 4651:x 4642:( 4636:= 4630:2 4626:/ 4622:t 4612:n 4607:j 4604:i 4600:u 4591:2 4587:/ 4583:1 4580:+ 4577:n 4572:j 4569:i 4565:u 4548:y 4544:x 4508:t 4478:) 4475:j 4472:, 4469:i 4466:( 4446:j 4443:i 4423:y 4403:x 4400:= 4397:p 4377:) 4374:1 4371:, 4368:0 4365:( 4345:) 4342:0 4339:, 4336:1 4333:( 4330:= 4325:p 4321:e 4293:p 4289:e 4282:j 4279:i 4275:u 4271:+ 4266:j 4263:i 4259:u 4255:2 4245:p 4241:e 4237:+ 4234:j 4231:i 4227:u 4223:= 4218:j 4215:i 4211:u 4205:2 4200:p 4182:p 4166:2 4161:p 4133:y 4127:= 4124:x 4094:) 4088:n 4083:j 4080:i 4076:u 4072:+ 4067:1 4064:+ 4061:n 4056:j 4053:i 4049:u 4044:( 4039:) 4033:2 4028:y 4020:+ 4015:2 4010:x 4001:( 3992:2 3988:) 3984:x 3978:( 3975:2 3971:1 3966:= 3960:t 3950:n 3945:j 3942:i 3938:u 3929:1 3926:+ 3923:n 3918:j 3915:i 3911:u 3881:) 3876:y 3873:y 3869:u 3865:+ 3860:x 3857:x 3853:u 3849:( 3846:= 3842:) 3833:2 3829:y 3820:u 3815:2 3804:+ 3796:2 3792:x 3783:u 3778:2 3766:( 3762:= 3756:t 3748:u 3683:B 3663:A 3643:X 3617:Y 3613:Z 3607:X 3581:Y 3577:Z 3557:X 3537:2 3534:, 3531:1 3528:= 3525:r 3503:r 3497:n 3492:C 3482:2 3478:C 3474:, 3469:r 3463:m 3458:C 3448:1 3444:C 3416:2 3412:C 3406:1 3402:C 3398:= 3395:C 3375:C 3355:B 3335:A 3304:1 3297:B 3276:B 3254:1 3247:A 3226:A 3205:B 3185:A 3165:) 3162:B 3159:( 3136:) 3133:A 3130:( 3099:F 3079:E 3059:. 3056:E 3050:= 3047:F 3027:E 2999:) 2996:K 2993:, 2990:K 2987:( 2965:, 2958:| 2954:) 2951:z 2948:( 2945:r 2941:| 2935:F 2929:z 2918:| 2914:) 2911:z 2908:( 2905:r 2901:| 2895:E 2889:z 2876:r 2865:) 2862:F 2859:, 2856:E 2853:( 2848:K 2844:Z 2821:F 2813:B 2788:E 2780:A 2755:F 2735:E 2704:A 2684:C 2681:= 2672:A 2668:X 2665:+ 2662:X 2659:A 2636:] 2633:d 2630:, 2627:c 2624:[ 2604:] 2601:b 2598:, 2595:a 2592:[ 2572:] 2569:d 2566:, 2563:c 2560:[ 2552:B 2527:] 2524:b 2521:, 2518:a 2515:[ 2507:A 2472:2 2462:1 2455:) 2449:B 2441:( 2436:K 2432:r 2423:2 2415:) 2410:A 2402:( 2397:K 2393:r 2386:= 2381:2 2371:1 2364:) 2360:B 2357:( 2352:K 2348:r 2339:2 2331:) 2328:A 2325:( 2320:K 2316:r 2283:B 2279:V 2273:B 2263:B 2259:V 2255:= 2252:B 2225:A 2221:V 2215:A 2205:A 2201:V 2197:= 2194:A 2167:B 2147:A 2125:2 2115:1 2108:) 2104:B 2101:( 2096:K 2092:r 2083:2 2075:) 2072:A 2069:( 2064:K 2060:r 2034:K 2030:r 2004:K 1999:1 1996:= 1993:j 1989:} 1985:) 1980:j 1972:, 1967:j 1959:( 1956:{ 1930:2 1897:. 1891:) 1888:I 1883:j 1872:M 1869:( 1864:) 1861:I 1856:j 1845:M 1842:( 1834:K 1829:1 1826:= 1823:j 1815:= 1812:) 1809:M 1806:( 1801:K 1797:r 1792:, 1787:2 1777:1 1770:) 1766:B 1763:( 1758:K 1754:r 1745:2 1737:) 1734:A 1731:( 1726:K 1722:r 1707:2 1699:X 1690:2 1679:) 1676:K 1673:( 1669:X 1662:X 1632:0 1629:= 1624:) 1621:0 1618:( 1614:X 1591:. 1585:) 1582:I 1577:j 1566:B 1563:( 1558:) 1555:I 1550:j 1539:B 1536:( 1528:K 1523:1 1520:= 1517:j 1508:) 1502:) 1499:0 1496:( 1492:X 1485:X 1481:( 1474:) 1471:I 1466:j 1455:A 1452:( 1447:) 1444:I 1439:j 1428:A 1425:( 1417:K 1412:1 1409:= 1406:j 1398:= 1393:) 1390:K 1387:( 1383:X 1376:X 1354:K 1322:B 1302:A 1278:B 1258:A 1234:A 1214:C 1211:= 1202:A 1198:X 1195:+ 1192:X 1189:A 1165:B 1145:A 1125:) 1122:B 1119:( 1096:) 1093:A 1090:( 1067:M 1043:) 1040:M 1037:( 1011:= 1008:) 1005:B 1002:( 993:) 990:A 987:( 964:C 961:= 958:B 955:X 949:X 946:A 923:B 903:A 879:) 874:3 870:n 866:+ 861:3 857:m 853:( 848:O 826:C 823:= 820:B 817:X 811:X 808:A 786:n 780:n 775:C 767:B 745:m 739:m 734:C 726:A 696:K 691:1 688:= 685:j 681:} 677:) 672:j 664:, 659:j 651:( 648:{ 628:K 606:) 603:0 600:( 596:X 575:K 555:) 550:1 547:+ 544:j 536:, 531:1 528:+ 525:j 517:( 505:. 493:C 485:) 482:2 478:/ 474:1 471:+ 468:j 465:( 461:X 456:) 452:I 447:1 444:+ 441:j 430:A 426:( 422:= 418:) 414:I 409:1 406:+ 403:j 392:B 388:( 382:) 379:1 376:+ 373:j 370:( 366:X 343:) 340:1 337:+ 334:j 331:( 327:X 302:. 299:C 296:+ 292:) 288:I 283:1 280:+ 277:j 266:B 262:( 256:) 253:j 250:( 246:X 242:= 237:) 234:2 230:/ 226:1 223:+ 220:j 217:( 213:X 208:) 204:I 199:1 196:+ 193:j 182:A 178:( 155:) 152:2 148:/ 144:1 141:+ 138:j 135:( 131:X 106:C 103:= 100:B 97:X 91:X 88:A 20:)

Index

Alternating direction implicit method
numerical linear algebra
Sylvester matrix equations
systems theory
control
parabolic
elliptic
heat conduction
diffusion equation
operator splitting
Bartels-Stewart method
spectrum
normal matrices
positive definite
Krylov subspace
operator norm
rational function
normal matrices
eigendecompositions
Lyapunov equation
positive definite
elliptic integrals
potential theory
Zolotarev

Crank–Nicolson method
tridiagonal matrix algorithm
stability analysis
banded
system of linear equations

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