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Ewald summation

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3066: 2662: 3962:. To visualize this most clearly, think of a unit cube; the upper face is effectively in contact with the lower face, the right with the left face, and the front with the back face. As a result, the unit cell size must be carefully chosen to be large enough to avoid improper motion correlations between two faces "in contact", but still small enough to be computationally feasible. The definition of the cutoff between short- and long-range interactions can also introduce artifacts. 3061:{\displaystyle E_{\ell r}=\int {\frac {d\mathbf {k} }{\left(2\pi \right)^{3}}}\ {\tilde {\rho }}_{\text{TOT}}^{*}(\mathbf {k} ){\tilde {V}}(\mathbf {k} )=\int {\frac {d\mathbf {k} }{\left(2\pi \right)^{3}}}{\tilde {L}}^{*}(\mathbf {k} )\left|{\tilde {\rho }}_{uc}(\mathbf {k} )\right|^{2}{\tilde {\Phi }}(\mathbf {k} )={\frac {1}{\Omega }}\sum _{m_{1},m_{2},m_{3}}\left|{\tilde {\rho }}_{uc}(\mathbf {k} )\right|^{2}{\tilde {\Phi }}(\mathbf {k} )} 4014:, i.e. depends on the order of the summation. For example, if the dipole-dipole interactions of a central unit cell with unit cells located on an ever-increasing cube, the energy converges to a different value than if the interaction energies had been summed spherically. Roughly speaking, this conditional convergence arises because (1) the number of interacting dipoles on a shell of radius 1025: 4825: 1898: 452: 769: 2332: 1539: 4646: 4388: 3957:
simulations this is normally accomplished by deliberately constructing a charge-neutral unit cell that can be infinitely "tiled" to form images; however, to properly account for the effects of this approximation, these images are reincorporated back into the original simulation cell. The overall
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of the energy compared with that of a direct summation. This means that the method has high accuracy and reasonable speed when computing long-range interactions, and it is thus the de facto standard method for calculating long-range interactions in periodic systems. The method requires charge
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The restriction of the density field to a mesh makes the PME method more efficient for systems with "smooth" variations in density, or continuous potential functions. Localized systems or those with large fluctuations in density may be treated more efficiently with the
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This somewhat surprising result can be reconciled with the finite energy of real crystals because such crystals are not infinite, i.e. have a particular boundary. More specifically, the boundary of a polar crystal has an effective surface charge density on its surface
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Due to the periodicity assumption implicit in Ewald summation, applications of the PME method to physical systems require the imposition of periodic symmetry. Thus, the method is best suited to systems that can be simulated as infinite in spatial extent. In
4253: 3550: 1020:{\displaystyle \rho _{\text{TOT}}(\mathbf {r} )\ {\stackrel {\mathrm {def} }{=}}\ \sum _{n_{1},n_{2},n_{3}}\sum _{\mathrm {charges} \ k}q_{k}\delta (\mathbf {r} -\mathbf {r} _{k}-n_{1}\mathbf {a} _{1}-n_{2}\mathbf {a} _{2}-n_{3}\mathbf {a} _{3})} 67:
neutrality of the molecular system to accurately calculate the total Coulombic interaction. A study of the truncation errors introduced in the energy and force calculations of disordered point-charge systems is provided by Kolafa and Perram.
280:. The method assumes that the short-range part can be summed easily; hence, the problem becomes the summation of the long-range term. Due to the use of the Fourier sum, the method implicitly assumes that the system under study is infinitely 2651: 3165: 3900:
part). Since both summations converge quickly in their respective spaces (real and Fourier), they may be truncated with little loss of accuracy and great improvement in required computational time. To evaluate the Fourier transform
554: 2339: 3675: 4820:{\displaystyle d\mathbf {E} \ {\stackrel {\mathrm {def} }{=}}\ \left({\frac {-1}{4\pi \epsilon }}\right){\frac {dq\ \mathbf {r} }{r^{3}}}=\left({\frac {-1}{4\pi \epsilon }}\right){\frac {\sigma \,dS\ \mathbf {r} }{r^{3}}}} 3688: 78: 1592: 4637: 3329: 2465: 2004: 1903: 4550: 4184: 1893:{\displaystyle {\tilde {L}}(\mathbf {k} )={\frac {\left(2\pi \right)^{3}}{\Omega }}\sum _{m_{1},m_{2},m_{3}}\delta (\mathbf {k} -m_{1}\mathbf {b} _{1}-m_{2}\mathbf {b} _{2}-m_{3}\mathbf {b} _{3})} 447:{\displaystyle E_{\ell r}=\iint d\mathbf {r} \,d\mathbf {r} ^{\prime }\,\rho _{\text{TOT}}(\mathbf {r} )\rho _{uc}(\mathbf {r} ^{\prime })\ \varphi _{\ell r}(\mathbf {r} -\mathbf {r} ^{\prime })} 3218: 4144: 1587: 1268: 737: 270: 3939: 3882: 3441: 2327:{\displaystyle v(\mathbf {r} )\ {\stackrel {\mathrm {def} }{=}}\ \int d\mathbf {r} ^{\prime }\,\rho _{uc}(\mathbf {r} ^{\prime })\ \varphi _{\ell r}(\mathbf {r} -\mathbf {r} ^{\prime })} 229: 2176: 3842: 295:
The long-range interaction energy is the sum of interaction energies between the charges of a central unit cell and all the charges of the lattice. Hence, it can be represented as a
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is straightforward and should converge quickly. The most common reason for lack of convergence is a poorly defined unit cell, which must be charge neutral to avoid infinite sums.
1534:{\displaystyle L(\mathbf {r} )\ {\stackrel {\mathrm {def} }{=}}\ \sum _{n_{1},n_{2},n_{3}}\delta (\mathbf {r} -n_{1}\mathbf {a} _{1}-n_{2}\mathbf {a} _{2}-n_{3}\mathbf {a} _{3})} 4420: 4008: 1149: 1120: 1091: 522: 2136: 1347: 4575: 4970: 4847: 4495: 4228: 4206: 3240: 3585: 4911: 4450: 4096: 3580: 3305: 3073: 1230: 1203: 1176: 764: 549: 5048:
Di Pierro, M.; Elber, R.; Leimkuhler, B. (2015), "A Stochastic Algorithm for the Isobaric-Isothermal Ensemble with Ewald Summations for all Long Range Forces.",
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represents the long-range term whose sum quickly converges in Fourier (reciprocal) space. The long-ranged part should be finite for all arguments (most notably
4931: 4383:{\displaystyle U={\frac {1}{2V_{uc}}}\int {\frac {\left(\mathbf {p} _{uc}\cdot \mathbf {r} \right)\left(\mathbf {p} _{uc}\cdot \mathbf {n} \right)}{r^{3}}}\,dS} 4248: 4032: 5050: 54:. In this method, the long-range interaction is divided into two parts: a short-range contribution, and a long-range contribution which does not have a 690:{\displaystyle \rho _{uc}(\mathbf {r} )\ {\stackrel {\mathrm {def} }{=}}\ \sum _{\mathrm {charges} \ k}q_{k}\delta (\mathbf {r} -\mathbf {r} _{k})} 5302: 2455:{\displaystyle {\tilde {V}}(\mathbf {k} )\ {\stackrel {\mathrm {def} }{=}}\ {\tilde {\rho }}_{uc}(\mathbf {k} ){\tilde {\Phi }}(\mathbf {k} )} 5307: 5138: 5219:"New tricks for modelers from the crystallography toolkit: the particle mesh Ewald algorithm and its use in nucleic acid simulations" 3796:{\displaystyle E_{\ell r}=\sum _{\mathbf {k} }{\tilde {\Phi }}_{\ell r}(\mathbf {k} )\left|{\tilde {\rho }}(\mathbf {k} )\right|^{2}} 3438:. The basic idea of particle mesh Ewald summation is to replace the direct summation of interaction energies between point particles 183:{\displaystyle \varphi (\mathbf {r} )\ {\stackrel {\mathrm {def} }{=}}\ \varphi _{sr}(\mathbf {r} )+\varphi _{\ell r}(\mathbf {r} ),} 4580: 3431:{\displaystyle \varphi (\mathbf {r} )\ {\stackrel {\mathrm {def} }{=}}\ \varphi _{sr}(\mathbf {r} )+\varphi _{\ell r}(\mathbf {r} )} 2096:{\displaystyle \Omega \ {\stackrel {\mathrm {def} }{=}}\ \mathbf {a} _{1}\cdot \left(\mathbf {a} _{2}\times \mathbf {a} _{3}\right)} 1994:{\displaystyle \mathbf {b} _{1}\ {\stackrel {\mathrm {def} }{=}}\ 2\pi {\frac {\mathbf {a} _{2}\times \mathbf {a} _{3}}{\Omega }}} 5292: 3326:
In the particle mesh method, just as in standard Ewald summation, the generic interaction potential is separated into two terms
4500: 5297: 4153: 284:(a sensible assumption for the interiors of crystals). One repeating unit of this hypothetical periodic system is called a 5021:
Kolafa, Jiri; Perram, John W. (September 1992). "Cutoff Errors in the Ewald Summation Formulae for Point Charge Systems".
3173: 1688:{\displaystyle {\tilde {\rho }}_{\text{TOT}}(\mathbf {k} )={\tilde {L}}(\mathbf {k} ){\tilde {\rho }}_{uc}(\mathbf {k} )} 3959: 281: 1554: 1235: 704: 58:. The short-range contribution is calculated in real space, whereas the long-range contribution is calculated using a 4497:
is the vector from the central unit cell to the infinitesimal area. This formula results from integrating the energy
4101: 234: 3904: 3847: 2555:{\displaystyle {\tilde {V}}(\mathbf {k} )=\int d\mathbf {r} \ v(\mathbf {r} )\ e^{-i\mathbf {k} \cdot \mathbf {r} }} 5287: 5282: 5277: 4991: 193: 63: 55: 47: 35: 2141: 4011: 3808: 1277: 457: 3308: 43: 1032: 5094:
Herce, HD; Garcia, AE; Darden, T (28 March 2007). "The electrostatic surface term: (I) periodic systems".
3942: 1548: 38:) in periodic systems. It was first developed as the method for calculating the electrostatic energies of 299:
integral over two charge density fields representing the fields of the unit cell and the crystal lattice
3967: 277: 4393: 3981: 3545:{\displaystyle E_{\text{TOT}}=\sum _{i,j}\varphi (\mathbf {r} _{j}-\mathbf {r} _{i})=E_{sr}+E_{\ell r}} 1125: 1096: 1067: 498: 5197: 5150: 5103: 2110: 1321: 1061: 4555: 3259: 3251: 4936: 4830: 4478: 4211: 4189: 3223: 5248: 4996: 3954: 3945:, which requires that the density field be evaluated on a discrete lattice in space (this is the 3263: 2656: 288:. One such cell is chosen as the "central cell" for reference and the remaining cells are called 2646:{\displaystyle E_{\ell r}=\int d\mathbf {r} \ \rho _{\text{TOT}}(\mathbf {r} )\ v(\mathbf {r} )} 50:, replacing the summation of interaction energies in real space with an equivalent summation in 2336:
Since this is also a convolution, the Fourier transformation of the same equation is a product
5240: 5166: 5119: 5077: 4986: 4880: 4862: 3885: 3160:{\displaystyle \mathbf {k} =m_{1}\mathbf {b} _{1}+m_{2}\mathbf {b} _{2}+m_{3}\mathbf {b} _{3}} 59: 5230: 5205: 5158: 5111: 5067: 5059: 5030: 4981: 4858: 4640: 4425: 3555: 3312: 3280: 31: 4064: 1208: 1181: 1154: 742: 527: 4874: 4577:
represents the infinitesimal electric field generated by an infinitesimal surface charge
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where the Fourier transform of the lattice function is another sum over delta functions
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in order to eliminate artifacts due to truncation. Applications include simulations of
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in 1921 (see References below) to determine the electrostatic energy (and, hence, the
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of the dipole in a central unit cell with that surface charge density can be written
51: 39: 5252: 17: 3670:{\displaystyle E_{sr}=\sum _{i,j}\varphi _{sr}(\mathbf {r} _{j}-\mathbf {r} _{i})} 1544: 1271: 276: = 0) but may have any convenient mathematical form, most typically a 5034: 3978:
The electrostatic energy of a polar crystal (i.e. a crystal with a net dipole
231:
represents the short-range term whose sum quickly converges in real space and
5209: 5170: 5063: 5139:"Particle mesh Ewald: An N ⋅log( N ) method for Ewald sums in large systems" 3889: 3320: 75:
Ewald summation rewrites the interaction potential as the sum of two terms,
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of particle systems, especially those whose particles interact via an
42:, and is now commonly used for calculating long-range interactions in 5162: 3316: 5185: 4230:
represents the net dipole moment per volume. The interaction energy
4061:; (2) the strength of a single dipole-dipole interaction falls like 5261:
Understanding molecular simulation: from algorithms to applications
3266: 5186:"Die Berechnung optischer und elektrostatischer Gitterpotentiale" 2103:
is the volume of the central unit cell (if it is geometrically a
2107:, which is often but not necessarily the case). Note that both 4632:{\displaystyle dq\ {\stackrel {\mathrm {def} }{=}}\ \sigma dS} 4933:
is the number of atoms in the system. The PME method gives
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Generally, different Ewald summation methods give different
2316: 2274: 2245: 436: 394: 344: 3685:) and a summation in Fourier space of the long-ranged part 2181:
For brevity, define an effective single-particle potential
34:, is a method for computing long-range interactions (e.g. 4545:{\displaystyle dU=-\mathbf {p} _{uc}\cdot d\mathbf {E} } 5137:
Darden, Tom; York, Darrin; Pedersen, Lee (1993-06-15).
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are the net dipole moment and volume of the unit cell,
4179:{\displaystyle \sigma =\mathbf {P} \cdot \mathbf {n} } 4104: 4067: 4040: 3941:
of the charge density field efficiently, one uses the
4939: 4919: 4883: 4849:, which points towards the charge, not away from it. 4833: 4649: 4583: 4558: 4503: 4481: 4458: 4428: 4396: 4256: 4236: 4214: 4192: 4156: 4020: 3984: 3907: 3850: 3811: 3691: 3588: 3558: 3444: 3332: 3283: 3226: 3176: 3076: 2665: 2574: 2468: 2342: 2187: 2144: 2113: 2007: 1906: 1701: 1595: 1557: 1354: 1324: 1280: 1238: 1211: 1184: 1157: 1128: 1099: 1070: 1035: 772: 745: 707: 557: 530: 501: 460: 305: 237: 196: 81: 4475:
is an infinitesimal area on the crystal surface and
3277:. Recently, PME has also been used to calculate the 3213:{\displaystyle {\tilde {\rho }}_{uc}(\mathbf {k} )} 4964: 4925: 4905: 4841: 4819: 4631: 4569: 4544: 4489: 4467: 4444: 4414: 4382: 4242: 4222: 4200: 4178: 4138: 4090: 4053: 4026: 4002: 3933: 3876: 3836: 3795: 3669: 3574: 3544: 3430: 3299: 3234: 3212: 3159: 3060: 2645: 2554: 2454: 2326: 2170: 2130: 2095: 1993: 1892: 1687: 1581: 1533: 1341: 1307: 1262: 1224: 1197: 1170: 1143: 1114: 1085: 1052: 1019: 758: 731: 689: 543: 516: 487: 446: 264: 223: 182: 5217:Darden, T; Perera, L; Li, L; Pedersen, L (1999). 4827:The negative sign derives from the definition of 2659:, the energy can also be summed in Fourier space 4139:{\textstyle \sum _{n=1}^{\infty }{\frac {1}{n}}} 1582:{\displaystyle \rho _{\text{TOT}}(\mathbf {r} )} 1263:{\displaystyle \rho _{\text{TOT}}(\mathbf {r} )} 732:{\displaystyle \rho _{\text{TOT}}(\mathbf {r} )} 1900:where the reciprocal space vectors are defined 265:{\displaystyle \varphi _{\ell r}(\mathbf {r} )} 3934:{\displaystyle {\tilde {\rho }}(\mathbf {k} )} 3877:{\displaystyle {\tilde {\rho }}(\mathbf {k} )} 3220:is calculated, the summation/integration over 3250:Ewald summation was developed as a method in 8: 3582:of the short-ranged potential in real space 62:. The advantage of this method is the rapid 739:is the same sum over the unit-cell charges 224:{\displaystyle \varphi _{sr}(\mathbf {r} )} 46:. Ewald summation is a special case of the 5051:Journal of Chemical Theory and Computation 2171:{\displaystyle {\tilde {L}}(\mathbf {k} )} 1232:range over all integers. The total field 5234: 5071: 4949: 4938: 4918: 4894: 4882: 4834: 4832: 4809: 4799: 4789: 4783: 4756: 4741: 4731: 4719: 4692: 4670: 4669: 4664: 4662: 4661: 4653: 4648: 4602: 4601: 4596: 4594: 4593: 4582: 4562: 4557: 4537: 4522: 4517: 4502: 4482: 4480: 4457: 4433: 4427: 4403: 4398: 4395: 4373: 4365: 4350: 4338: 4333: 4317: 4305: 4300: 4291: 4276: 4263: 4255: 4235: 4215: 4213: 4193: 4191: 4171: 4163: 4155: 4126: 4120: 4109: 4103: 4081: 4076: 4071: 4066: 4045: 4039: 4019: 3991: 3986: 3983: 3923: 3909: 3908: 3906: 3866: 3852: 3851: 3849: 3837:{\displaystyle {\tilde {\Phi }}_{\ell r}} 3825: 3814: 3813: 3810: 3787: 3774: 3760: 3759: 3745: 3733: 3722: 3721: 3713: 3712: 3696: 3690: 3658: 3653: 3643: 3638: 3625: 3609: 3593: 3587: 3563: 3557: 3533: 3517: 3501: 3496: 3486: 3481: 3462: 3449: 3443: 3420: 3408: 3393: 3381: 3359: 3358: 3353: 3351: 3350: 3339: 3331: 3288: 3282: 3227: 3225: 3202: 3190: 3179: 3178: 3175: 3151: 3146: 3139: 3126: 3121: 3114: 3101: 3096: 3089: 3077: 3075: 3050: 3036: 3035: 3029: 3016: 3004: 2993: 2992: 2977: 2964: 2951: 2946: 2932: 2921: 2907: 2906: 2900: 2887: 2875: 2864: 2863: 2848: 2839: 2828: 2827: 2818: 2795: 2789: 2775: 2761: 2760: 2752: 2743: 2738: 2727: 2726: 2714: 2691: 2685: 2670: 2664: 2635: 2618: 2609: 2597: 2579: 2573: 2545: 2537: 2530: 2515: 2501: 2484: 2470: 2469: 2467: 2444: 2430: 2429: 2421: 2409: 2398: 2397: 2378: 2377: 2372: 2370: 2369: 2358: 2344: 2343: 2341: 2315: 2310: 2301: 2289: 2273: 2268: 2255: 2250: 2244: 2239: 2214: 2213: 2208: 2206: 2205: 2194: 2186: 2160: 2146: 2145: 2143: 2120: 2112: 2082: 2077: 2067: 2062: 2047: 2042: 2023: 2022: 2017: 2015: 2014: 2006: 1979: 1974: 1964: 1959: 1955: 1931: 1930: 1925: 1923: 1922: 1913: 1908: 1905: 1881: 1876: 1869: 1856: 1851: 1844: 1831: 1826: 1819: 1807: 1793: 1780: 1767: 1762: 1747: 1728: 1717: 1703: 1702: 1700: 1677: 1665: 1654: 1653: 1644: 1630: 1629: 1618: 1609: 1598: 1597: 1594: 1571: 1562: 1556: 1522: 1517: 1510: 1497: 1492: 1485: 1472: 1467: 1460: 1448: 1434: 1421: 1408: 1403: 1381: 1380: 1375: 1373: 1372: 1361: 1353: 1331: 1323: 1297: 1285: 1279: 1252: 1243: 1237: 1216: 1210: 1189: 1183: 1162: 1156: 1135: 1130: 1127: 1106: 1101: 1098: 1077: 1072: 1069: 1042: 1034: 1008: 1003: 996: 983: 978: 971: 958: 953: 946: 933: 928: 919: 907: 872: 871: 859: 846: 833: 828: 806: 805: 800: 798: 797: 786: 777: 771: 750: 744: 721: 712: 706: 678: 673: 664: 652: 617: 616: 594: 593: 588: 586: 585: 574: 562: 556: 535: 529: 508: 503: 500: 477: 465: 459: 454:where the unit-cell charge density field 435: 430: 421: 409: 393: 388: 375: 363: 354: 349: 343: 338: 333: 328: 310: 304: 254: 242: 236: 213: 201: 195: 169: 157: 142: 130: 108: 107: 102: 100: 99: 88: 80: 1308:{\displaystyle \rho _{uc}(\mathbf {r} )} 488:{\displaystyle \rho _{uc}(\mathbf {r} )} 5013: 2462:where the Fourier transform is defined 4857:The Ewald summation was developed by 4098:; and (3) the mathematical summation 1053:{\displaystyle \delta (\mathbf {x} )} 7: 5259:Frenkel, D., & Smit, B. (2001). 3170:This is the essential result. Once 2564:The energy can now be written as a 4677: 4674: 4671: 4609: 4606: 4603: 4121: 3816: 3724: 3552:with two summations, a direct sum 3366: 3363: 3360: 3038: 2937: 2909: 2432: 2385: 2382: 2379: 2221: 2218: 2215: 2030: 2027: 2024: 2008: 1986: 1938: 1935: 1932: 1753: 1388: 1385: 1382: 891: 888: 885: 882: 879: 876: 873: 813: 810: 807: 636: 633: 630: 627: 624: 621: 618: 601: 598: 595: 115: 112: 109: 25: 4415:{\displaystyle \mathbf {p} _{uc}} 4208:is the surface normal vector and 4003:{\displaystyle \mathbf {p} _{uc}} 4835: 4800: 4732: 4654: 4563: 4538: 4518: 4483: 4399: 4351: 4334: 4318: 4301: 4216: 4194: 4172: 4164: 3987: 3924: 3867: 3775: 3746: 3714: 3654: 3639: 3497: 3482: 3421: 3394: 3340: 3246:Particle mesh Ewald (PME) method 3228: 3203: 3147: 3122: 3097: 3078: 3051: 3017: 2922: 2888: 2849: 2796: 2776: 2753: 2692: 2636: 2619: 2598: 2546: 2538: 2516: 2502: 2485: 2445: 2422: 2359: 2311: 2302: 2269: 2240: 2195: 2161: 2121: 2078: 2063: 2043: 2001:(and cyclic permutations) where 1975: 1960: 1909: 1877: 1852: 1827: 1808: 1718: 1678: 1645: 1619: 1572: 1518: 1493: 1468: 1449: 1362: 1332: 1298: 1253: 1144:{\displaystyle \mathbf {a} _{3}} 1131: 1115:{\displaystyle \mathbf {a} _{2}} 1102: 1086:{\displaystyle \mathbf {a} _{1}} 1073: 1043: 1004: 979: 954: 929: 920: 787: 722: 674: 665: 575: 517:{\displaystyle \mathbf {r} _{k}} 504: 478: 431: 422: 389: 364: 339: 329: 255: 214: 170: 143: 89: 5143:The Journal of Chemical Physics 5096:The Journal of Chemical Physics 2131:{\displaystyle L(\mathbf {r} )} 1342:{\displaystyle L(\mathbf {r} )} 5303:Computational electromagnetics 4959: 4943: 4900: 4887: 3928: 3920: 3914: 3871: 3863: 3857: 3819: 3779: 3771: 3765: 3750: 3742: 3727: 3664: 3634: 3507: 3477: 3425: 3417: 3398: 3390: 3344: 3336: 3207: 3199: 3184: 3055: 3047: 3041: 3021: 3013: 2998: 2926: 2918: 2912: 2892: 2884: 2869: 2853: 2845: 2833: 2780: 2772: 2766: 2757: 2749: 2732: 2640: 2632: 2623: 2615: 2520: 2512: 2489: 2481: 2475: 2449: 2441: 2435: 2426: 2418: 2403: 2363: 2355: 2349: 2321: 2298: 2279: 2264: 2199: 2191: 2165: 2157: 2151: 2125: 2117: 1887: 1804: 1722: 1714: 1708: 1682: 1674: 1659: 1649: 1641: 1635: 1623: 1615: 1603: 1576: 1568: 1528: 1445: 1366: 1358: 1336: 1328: 1302: 1294: 1257: 1249: 1047: 1039: 1014: 916: 791: 783: 726: 718: 684: 661: 579: 571: 482: 474: 441: 418: 399: 384: 368: 360: 259: 251: 218: 210: 174: 166: 147: 139: 93: 85: 1: 5236:10.1016/S0969-2126(99)80033-1 4570:{\displaystyle d\mathbf {E} } 4965:{\displaystyle O(N\,\log N)} 4842:{\displaystyle \mathbf {r} } 4490:{\displaystyle \mathbf {r} } 4223:{\displaystyle \mathbf {P} } 4201:{\displaystyle \mathbf {n} } 3254:, long before the advent of 3235:{\displaystyle \mathbf {k} } 1151:are the lattice vectors and 495:is a sum over the positions 5308:Series acceleration methods 4877:. Direct calculation gives 3960:periodic boundary condition 5324: 3970:of Greengard and Rokhlin. 2178:are real, even functions. 766:and their periodic images 36:electrostatic interactions 5035:10.1080/08927029208049126 4992:Poisson summation formula 551:in the central unit cell 48:Poisson summation formula 5210:10.1002/andp.19213690304 5064:10.1021/acs.jctc.5b00648 4906:{\displaystyle O(N^{2})} 4012:conditionally convergent 3167:in the final summation. 1270:can be represented as a 5293:Computational chemistry 3309:Lennard-Jones potential 44:computational chemistry 4966: 4927: 4907: 4843: 4821: 4633: 4571: 4546: 4491: 4469: 4446: 4445:{\displaystyle V_{uc}} 4416: 4384: 4244: 4224: 4202: 4180: 4140: 4125: 4092: 4091:{\textstyle 1/{R^{3}}} 4055: 4028: 4004: 3943:fast Fourier transform 3935: 3878: 3838: 3797: 3671: 3576: 3575:{\displaystyle E_{sr}} 3546: 3432: 3301: 3300:{\displaystyle r^{-6}} 3236: 3214: 3161: 3062: 2647: 2556: 2456: 2328: 2172: 2132: 2097: 1995: 1894: 1689: 1583: 1549:Fourier transformation 1535: 1343: 1309: 1264: 1226: 1199: 1172: 1145: 1116: 1087: 1054: 1021: 760: 733: 691: 545: 518: 489: 448: 266: 225: 184: 5298:Theoretical chemistry 4967: 4928: 4908: 4865:) of ionic crystals. 4844: 4822: 4634: 4572: 4547: 4492: 4470: 4447: 4417: 4385: 4245: 4225: 4203: 4181: 4141: 4105: 4093: 4056: 4029: 4010:in the unit cell) is 4005: 3968:fast multipole method 3936: 3879: 3839: 3798: 3672: 3577: 3547: 3433: 3302: 3237: 3215: 3162: 3063: 2648: 2557: 2457: 2329: 2173: 2133: 2098: 1996: 1895: 1690: 1584: 1536: 1344: 1310: 1265: 1227: 1225:{\displaystyle n_{3}} 1200: 1198:{\displaystyle n_{2}} 1173: 1171:{\displaystyle n_{1}} 1146: 1117: 1088: 1055: 1022: 761: 759:{\displaystyle q_{k}} 734: 701:charge density field 692: 546: 544:{\displaystyle q_{k}} 519: 490: 449: 278:Gaussian distribution 267: 226: 185: 5023:Molecular Simulation 4937: 4917: 4881: 4831: 4647: 4581: 4556: 4501: 4479: 4456: 4426: 4394: 4254: 4234: 4212: 4190: 4154: 4102: 4065: 4038: 4018: 3982: 3905: 3848: 3809: 3689: 3586: 3556: 3442: 3330: 3281: 3260:computer simulations 3224: 3174: 3074: 2663: 2572: 2466: 2340: 2185: 2142: 2111: 2005: 1904: 1699: 1593: 1555: 1352: 1322: 1278: 1236: 1209: 1182: 1155: 1126: 1097: 1068: 1062:Dirac delta function 1033: 770: 743: 705: 555: 528: 499: 458: 303: 235: 194: 79: 5202:1921AnP...369..253E 5155:1993JChPh..9810089D 5149:(12): 10089–10092. 5108:2007JChPh.126l4106H 3958:effect is called a 3683:particle mesh Ewald 3252:theoretical physics 2748: 18:Particle mesh Ewald 4997:Molecular modeling 4962: 4923: 4903: 4839: 4817: 4629: 4567: 4542: 4487: 4468:{\displaystyle dS} 4465: 4442: 4412: 4380: 4240: 4220: 4198: 4176: 4136: 4088: 4054:{\textstyle R^{2}} 4051: 4024: 4000: 3955:molecular dynamics 3931: 3886:Fourier transforms 3874: 3834: 3793: 3719: 3667: 3620: 3572: 3542: 3473: 3428: 3297: 3232: 3210: 3157: 3058: 2984: 2725: 2657:Plancherel theorem 2643: 2552: 2452: 2324: 2168: 2128: 2093: 1991: 1890: 1800: 1685: 1579: 1531: 1441: 1339: 1305: 1260: 1222: 1195: 1168: 1141: 1112: 1083: 1050: 1017: 902: 866: 756: 729: 687: 647: 541: 514: 485: 444: 262: 221: 180: 5263:, Academic press. 5184:Ewald, P (1921). 5116:10.1063/1.2714527 5058:(12): 5624–5637, 4987:Madelung constant 4926:{\displaystyle N} 4875:time complexities 4863:Madelung constant 4815: 4798: 4777: 4747: 4730: 4713: 4687: 4682: 4660: 4619: 4614: 4592: 4371: 4286: 4243:{\displaystyle U} 4134: 4027:{\displaystyle R} 3917: 3860: 3822: 3768: 3730: 3708: 3605: 3458: 3452: 3376: 3371: 3349: 3187: 3044: 3001: 2942: 2940: 2915: 2872: 2836: 2824: 2769: 2741: 2735: 2724: 2720: 2628: 2612: 2604: 2525: 2508: 2478: 2438: 2406: 2395: 2390: 2368: 2352: 2284: 2231: 2226: 2204: 2154: 2040: 2035: 2013: 1989: 1948: 1943: 1921: 1758: 1756: 1711: 1662: 1638: 1612: 1606: 1565: 1399: 1398: 1393: 1371: 1246: 897: 867: 824: 823: 818: 796: 780: 715: 642: 612: 611: 606: 584: 404: 357: 125: 120: 98: 60:Fourier transform 16:(Redirected from 5315: 5288:Fourier analysis 5283:Potential theory 5278:Electromagnetism 5256: 5238: 5213: 5175: 5174: 5163:10.1063/1.464397 5134: 5128: 5127: 5091: 5085: 5084: 5075: 5045: 5039: 5038: 5018: 4982:Paul Peter Ewald 4971: 4969: 4968: 4963: 4932: 4930: 4929: 4924: 4912: 4910: 4909: 4904: 4899: 4898: 4859:Paul Peter Ewald 4848: 4846: 4845: 4840: 4838: 4826: 4824: 4823: 4818: 4816: 4814: 4813: 4804: 4803: 4796: 4784: 4782: 4778: 4776: 4765: 4757: 4748: 4746: 4745: 4736: 4735: 4728: 4720: 4718: 4714: 4712: 4701: 4693: 4685: 4684: 4683: 4681: 4680: 4668: 4663: 4658: 4657: 4638: 4636: 4635: 4630: 4617: 4616: 4615: 4613: 4612: 4600: 4595: 4590: 4576: 4574: 4573: 4568: 4566: 4551: 4549: 4548: 4543: 4541: 4530: 4529: 4521: 4496: 4494: 4493: 4488: 4486: 4474: 4472: 4471: 4466: 4451: 4449: 4448: 4443: 4441: 4440: 4421: 4419: 4418: 4413: 4411: 4410: 4402: 4389: 4387: 4386: 4381: 4372: 4370: 4369: 4360: 4359: 4355: 4354: 4346: 4345: 4337: 4326: 4322: 4321: 4313: 4312: 4304: 4292: 4287: 4285: 4284: 4283: 4264: 4249: 4247: 4246: 4241: 4229: 4227: 4226: 4221: 4219: 4207: 4205: 4204: 4199: 4197: 4185: 4183: 4182: 4177: 4175: 4167: 4145: 4143: 4142: 4137: 4135: 4127: 4124: 4119: 4097: 4095: 4094: 4089: 4087: 4086: 4085: 4075: 4060: 4058: 4057: 4052: 4050: 4049: 4033: 4031: 4030: 4025: 4009: 4007: 4006: 4001: 3999: 3998: 3990: 3940: 3938: 3937: 3932: 3927: 3919: 3918: 3910: 3883: 3881: 3880: 3875: 3870: 3862: 3861: 3853: 3843: 3841: 3840: 3835: 3833: 3832: 3824: 3823: 3815: 3802: 3800: 3799: 3794: 3792: 3791: 3786: 3782: 3778: 3770: 3769: 3761: 3749: 3741: 3740: 3732: 3731: 3723: 3718: 3717: 3704: 3703: 3676: 3674: 3673: 3668: 3663: 3662: 3657: 3648: 3647: 3642: 3633: 3632: 3619: 3601: 3600: 3581: 3579: 3578: 3573: 3571: 3570: 3551: 3549: 3548: 3543: 3541: 3540: 3525: 3524: 3506: 3505: 3500: 3491: 3490: 3485: 3472: 3454: 3453: 3450: 3437: 3435: 3434: 3429: 3424: 3416: 3415: 3397: 3389: 3388: 3374: 3373: 3372: 3370: 3369: 3357: 3352: 3347: 3343: 3306: 3304: 3303: 3298: 3296: 3295: 3241: 3239: 3238: 3233: 3231: 3219: 3217: 3216: 3211: 3206: 3198: 3197: 3189: 3188: 3180: 3166: 3164: 3163: 3158: 3156: 3155: 3150: 3144: 3143: 3131: 3130: 3125: 3119: 3118: 3106: 3105: 3100: 3094: 3093: 3081: 3067: 3065: 3064: 3059: 3054: 3046: 3045: 3037: 3034: 3033: 3028: 3024: 3020: 3012: 3011: 3003: 3002: 2994: 2983: 2982: 2981: 2969: 2968: 2956: 2955: 2941: 2933: 2925: 2917: 2916: 2908: 2905: 2904: 2899: 2895: 2891: 2883: 2882: 2874: 2873: 2865: 2852: 2844: 2843: 2838: 2837: 2829: 2825: 2823: 2822: 2817: 2813: 2800: 2799: 2790: 2779: 2771: 2770: 2762: 2756: 2747: 2742: 2739: 2737: 2736: 2728: 2722: 2721: 2719: 2718: 2713: 2709: 2696: 2695: 2686: 2678: 2677: 2652: 2650: 2649: 2644: 2639: 2626: 2622: 2614: 2613: 2610: 2602: 2601: 2587: 2586: 2561: 2559: 2558: 2553: 2551: 2550: 2549: 2541: 2523: 2519: 2506: 2505: 2488: 2480: 2479: 2471: 2461: 2459: 2458: 2453: 2448: 2440: 2439: 2431: 2425: 2417: 2416: 2408: 2407: 2399: 2393: 2392: 2391: 2389: 2388: 2376: 2371: 2366: 2362: 2354: 2353: 2345: 2333: 2331: 2330: 2325: 2320: 2319: 2314: 2305: 2297: 2296: 2282: 2278: 2277: 2272: 2263: 2262: 2249: 2248: 2243: 2229: 2228: 2227: 2225: 2224: 2212: 2207: 2202: 2198: 2177: 2175: 2174: 2169: 2164: 2156: 2155: 2147: 2137: 2135: 2134: 2129: 2124: 2102: 2100: 2099: 2094: 2092: 2088: 2087: 2086: 2081: 2072: 2071: 2066: 2052: 2051: 2046: 2038: 2037: 2036: 2034: 2033: 2021: 2016: 2011: 2000: 1998: 1997: 1992: 1990: 1985: 1984: 1983: 1978: 1969: 1968: 1963: 1956: 1946: 1945: 1944: 1942: 1941: 1929: 1924: 1919: 1918: 1917: 1912: 1899: 1897: 1896: 1891: 1886: 1885: 1880: 1874: 1873: 1861: 1860: 1855: 1849: 1848: 1836: 1835: 1830: 1824: 1823: 1811: 1799: 1798: 1797: 1785: 1784: 1772: 1771: 1757: 1752: 1751: 1746: 1742: 1729: 1721: 1713: 1712: 1704: 1694: 1692: 1691: 1686: 1681: 1673: 1672: 1664: 1663: 1655: 1648: 1640: 1639: 1631: 1622: 1614: 1613: 1610: 1608: 1607: 1599: 1588: 1586: 1585: 1580: 1575: 1567: 1566: 1563: 1543:Since this is a 1540: 1538: 1537: 1532: 1527: 1526: 1521: 1515: 1514: 1502: 1501: 1496: 1490: 1489: 1477: 1476: 1471: 1465: 1464: 1452: 1440: 1439: 1438: 1426: 1425: 1413: 1412: 1396: 1395: 1394: 1392: 1391: 1379: 1374: 1369: 1365: 1348: 1346: 1345: 1340: 1335: 1317:lattice function 1314: 1312: 1311: 1306: 1301: 1293: 1292: 1269: 1267: 1266: 1261: 1256: 1248: 1247: 1244: 1231: 1229: 1228: 1223: 1221: 1220: 1204: 1202: 1201: 1196: 1194: 1193: 1177: 1175: 1174: 1169: 1167: 1166: 1150: 1148: 1147: 1142: 1140: 1139: 1134: 1121: 1119: 1118: 1113: 1111: 1110: 1105: 1092: 1090: 1089: 1084: 1082: 1081: 1076: 1059: 1057: 1056: 1051: 1046: 1026: 1024: 1023: 1018: 1013: 1012: 1007: 1001: 1000: 988: 987: 982: 976: 975: 963: 962: 957: 951: 950: 938: 937: 932: 923: 912: 911: 901: 895: 894: 865: 864: 863: 851: 850: 838: 837: 821: 820: 819: 817: 816: 804: 799: 794: 790: 782: 781: 778: 765: 763: 762: 757: 755: 754: 738: 736: 735: 730: 725: 717: 716: 713: 696: 694: 693: 688: 683: 682: 677: 668: 657: 656: 646: 640: 639: 609: 608: 607: 605: 604: 592: 587: 582: 578: 570: 569: 550: 548: 547: 542: 540: 539: 523: 521: 520: 515: 513: 512: 507: 494: 492: 491: 486: 481: 473: 472: 453: 451: 450: 445: 440: 439: 434: 425: 417: 416: 402: 398: 397: 392: 383: 382: 367: 359: 358: 355: 348: 347: 342: 332: 318: 317: 271: 269: 268: 263: 258: 250: 249: 230: 228: 227: 222: 217: 209: 208: 189: 187: 186: 181: 173: 165: 164: 146: 138: 137: 123: 122: 121: 119: 118: 106: 101: 96: 92: 32:Paul Peter Ewald 21: 5323: 5322: 5318: 5317: 5316: 5314: 5313: 5312: 5268: 5267: 5266: 5216: 5183: 5179: 5178: 5136: 5135: 5131: 5093: 5092: 5088: 5047: 5046: 5042: 5020: 5019: 5015: 5010: 4978: 4935: 4934: 4915: 4914: 4890: 4879: 4878: 4871: 4855: 4829: 4828: 4805: 4785: 4766: 4758: 4752: 4737: 4721: 4702: 4694: 4688: 4645: 4644: 4579: 4578: 4554: 4553: 4516: 4499: 4498: 4477: 4476: 4454: 4453: 4429: 4424: 4423: 4397: 4392: 4391: 4361: 4332: 4331: 4327: 4299: 4298: 4294: 4293: 4272: 4268: 4252: 4251: 4232: 4231: 4210: 4209: 4188: 4187: 4152: 4151: 4100: 4099: 4077: 4063: 4062: 4041: 4036: 4035: 4016: 4015: 3985: 3980: 3979: 3976: 3903: 3902: 3846: 3845: 3812: 3807: 3806: 3758: 3754: 3753: 3720: 3692: 3687: 3686: 3652: 3637: 3621: 3589: 3584: 3583: 3559: 3554: 3553: 3529: 3513: 3495: 3480: 3445: 3440: 3439: 3404: 3377: 3328: 3327: 3284: 3279: 3278: 3248: 3222: 3221: 3177: 3172: 3171: 3145: 3135: 3120: 3110: 3095: 3085: 3072: 3071: 2991: 2990: 2986: 2985: 2973: 2960: 2947: 2862: 2861: 2857: 2856: 2826: 2806: 2802: 2801: 2791: 2702: 2698: 2697: 2687: 2666: 2661: 2660: 2605: 2575: 2570: 2569: 2568:field integral 2526: 2464: 2463: 2396: 2338: 2337: 2309: 2285: 2267: 2251: 2238: 2183: 2182: 2140: 2139: 2109: 2108: 2076: 2061: 2060: 2056: 2041: 2003: 2002: 1973: 1958: 1957: 1907: 1902: 1901: 1875: 1865: 1850: 1840: 1825: 1815: 1789: 1776: 1763: 1735: 1731: 1730: 1697: 1696: 1652: 1596: 1591: 1590: 1558: 1553: 1552: 1516: 1506: 1491: 1481: 1466: 1456: 1430: 1417: 1404: 1350: 1349: 1320: 1319: 1281: 1276: 1275: 1239: 1234: 1233: 1212: 1207: 1206: 1185: 1180: 1179: 1158: 1153: 1152: 1129: 1124: 1123: 1100: 1095: 1094: 1071: 1066: 1065: 1031: 1030: 1002: 992: 977: 967: 952: 942: 927: 903: 855: 842: 829: 773: 768: 767: 746: 741: 740: 708: 703: 702: 672: 648: 558: 553: 552: 531: 526: 525: 524:of the charges 502: 497: 496: 461: 456: 455: 429: 405: 387: 371: 350: 337: 306: 301: 300: 238: 233: 232: 197: 192: 191: 153: 126: 77: 76: 73: 28:Ewald summation 23: 22: 15: 12: 11: 5: 5321: 5319: 5311: 5310: 5305: 5300: 5295: 5290: 5285: 5280: 5270: 5269: 5265: 5264: 5257: 5229:(3): R55–R60. 5214: 5196:(3): 253–287. 5180: 5177: 5176: 5129: 5102:(12): 124106. 5086: 5040: 5029:(5): 351–368. 5012: 5011: 5009: 5006: 5005: 5004: 5002:Wolf summation 4999: 4994: 4989: 4984: 4977: 4974: 4961: 4958: 4955: 4952: 4948: 4945: 4942: 4922: 4902: 4897: 4893: 4889: 4886: 4870: 4867: 4854: 4851: 4837: 4812: 4808: 4802: 4795: 4792: 4788: 4781: 4775: 4772: 4769: 4764: 4761: 4755: 4751: 4744: 4740: 4734: 4727: 4724: 4717: 4711: 4708: 4705: 4700: 4697: 4691: 4679: 4676: 4673: 4667: 4656: 4652: 4628: 4625: 4622: 4611: 4608: 4605: 4599: 4589: 4586: 4565: 4561: 4540: 4536: 4533: 4528: 4525: 4520: 4515: 4512: 4509: 4506: 4485: 4464: 4461: 4439: 4436: 4432: 4409: 4406: 4401: 4379: 4376: 4368: 4364: 4358: 4353: 4349: 4344: 4341: 4336: 4330: 4325: 4320: 4316: 4311: 4308: 4303: 4297: 4290: 4282: 4279: 4275: 4271: 4267: 4262: 4259: 4239: 4218: 4196: 4174: 4170: 4166: 4162: 4159: 4133: 4130: 4123: 4118: 4115: 4112: 4108: 4084: 4080: 4074: 4070: 4048: 4044: 4023: 3997: 3994: 3989: 3975: 3972: 3930: 3926: 3922: 3916: 3913: 3894:charge density 3884:represent the 3873: 3869: 3865: 3859: 3856: 3831: 3828: 3821: 3818: 3790: 3785: 3781: 3777: 3773: 3767: 3764: 3757: 3752: 3748: 3744: 3739: 3736: 3729: 3726: 3716: 3711: 3707: 3702: 3699: 3695: 3666: 3661: 3656: 3651: 3646: 3641: 3636: 3631: 3628: 3624: 3618: 3615: 3612: 3608: 3604: 3599: 3596: 3592: 3569: 3566: 3562: 3539: 3536: 3532: 3528: 3523: 3520: 3516: 3512: 3509: 3504: 3499: 3494: 3489: 3484: 3479: 3476: 3471: 3468: 3465: 3461: 3457: 3448: 3427: 3423: 3419: 3414: 3411: 3407: 3403: 3400: 3396: 3392: 3387: 3384: 3380: 3368: 3365: 3362: 3356: 3346: 3342: 3338: 3335: 3294: 3291: 3287: 3275:electrostatics 3264:inverse square 3247: 3244: 3230: 3209: 3205: 3201: 3196: 3193: 3186: 3183: 3154: 3149: 3142: 3138: 3134: 3129: 3124: 3117: 3113: 3109: 3104: 3099: 3092: 3088: 3084: 3080: 3057: 3053: 3049: 3043: 3040: 3032: 3027: 3023: 3019: 3015: 3010: 3007: 3000: 2997: 2989: 2980: 2976: 2972: 2967: 2963: 2959: 2954: 2950: 2945: 2939: 2936: 2931: 2928: 2924: 2920: 2914: 2911: 2903: 2898: 2894: 2890: 2886: 2881: 2878: 2871: 2868: 2860: 2855: 2851: 2847: 2842: 2835: 2832: 2821: 2816: 2812: 2809: 2805: 2798: 2794: 2788: 2785: 2782: 2778: 2774: 2768: 2765: 2759: 2755: 2751: 2746: 2734: 2731: 2717: 2712: 2708: 2705: 2701: 2694: 2690: 2684: 2681: 2676: 2673: 2669: 2642: 2638: 2634: 2631: 2625: 2621: 2617: 2608: 2600: 2596: 2593: 2590: 2585: 2582: 2578: 2548: 2544: 2540: 2536: 2533: 2529: 2522: 2518: 2514: 2511: 2504: 2500: 2497: 2494: 2491: 2487: 2483: 2477: 2474: 2451: 2447: 2443: 2437: 2434: 2428: 2424: 2420: 2415: 2412: 2405: 2402: 2387: 2384: 2381: 2375: 2365: 2361: 2357: 2351: 2348: 2323: 2318: 2313: 2308: 2304: 2300: 2295: 2292: 2288: 2281: 2276: 2271: 2266: 2261: 2258: 2254: 2247: 2242: 2237: 2234: 2223: 2220: 2217: 2211: 2201: 2197: 2193: 2190: 2167: 2163: 2159: 2153: 2150: 2127: 2123: 2119: 2116: 2105:parallelepiped 2091: 2085: 2080: 2075: 2070: 2065: 2059: 2055: 2050: 2045: 2032: 2029: 2026: 2020: 2010: 1988: 1982: 1977: 1972: 1967: 1962: 1954: 1951: 1940: 1937: 1934: 1928: 1916: 1911: 1889: 1884: 1879: 1872: 1868: 1864: 1859: 1854: 1847: 1843: 1839: 1834: 1829: 1822: 1818: 1814: 1810: 1806: 1803: 1796: 1792: 1788: 1783: 1779: 1775: 1770: 1766: 1761: 1755: 1750: 1745: 1741: 1738: 1734: 1727: 1724: 1720: 1716: 1710: 1707: 1684: 1680: 1676: 1671: 1668: 1661: 1658: 1651: 1647: 1643: 1637: 1634: 1628: 1625: 1621: 1617: 1605: 1602: 1578: 1574: 1570: 1561: 1530: 1525: 1520: 1513: 1509: 1505: 1500: 1495: 1488: 1484: 1480: 1475: 1470: 1463: 1459: 1455: 1451: 1447: 1444: 1437: 1433: 1429: 1424: 1420: 1416: 1411: 1407: 1402: 1390: 1387: 1384: 1378: 1368: 1364: 1360: 1357: 1338: 1334: 1330: 1327: 1304: 1300: 1296: 1291: 1288: 1284: 1259: 1255: 1251: 1242: 1219: 1215: 1192: 1188: 1165: 1161: 1138: 1133: 1109: 1104: 1080: 1075: 1049: 1045: 1041: 1038: 1016: 1011: 1006: 999: 995: 991: 986: 981: 974: 970: 966: 961: 956: 949: 945: 941: 936: 931: 926: 922: 918: 915: 910: 906: 900: 893: 890: 887: 884: 881: 878: 875: 870: 862: 858: 854: 849: 845: 841: 836: 832: 827: 815: 812: 809: 803: 793: 789: 785: 776: 753: 749: 728: 724: 720: 711: 686: 681: 676: 671: 667: 663: 660: 655: 651: 645: 638: 635: 632: 629: 626: 623: 620: 615: 603: 600: 597: 591: 581: 577: 573: 568: 565: 561: 538: 534: 511: 506: 484: 480: 476: 471: 468: 464: 443: 438: 433: 428: 424: 420: 415: 412: 408: 401: 396: 391: 386: 381: 378: 374: 370: 366: 362: 353: 346: 341: 336: 331: 327: 324: 321: 316: 313: 309: 261: 257: 253: 248: 245: 241: 220: 216: 212: 207: 204: 200: 179: 176: 172: 168: 163: 160: 156: 152: 149: 145: 141: 136: 133: 129: 117: 114: 111: 105: 95: 91: 87: 84: 72: 69: 40:ionic crystals 30:, named after 24: 14: 13: 10: 9: 6: 4: 3: 2: 5320: 5309: 5306: 5304: 5301: 5299: 5296: 5294: 5291: 5289: 5286: 5284: 5281: 5279: 5276: 5275: 5273: 5262: 5258: 5254: 5250: 5246: 5242: 5237: 5232: 5228: 5224: 5220: 5215: 5211: 5207: 5203: 5199: 5195: 5191: 5187: 5182: 5181: 5172: 5168: 5164: 5160: 5156: 5152: 5148: 5144: 5140: 5133: 5130: 5125: 5121: 5117: 5113: 5109: 5105: 5101: 5097: 5090: 5087: 5083: 5079: 5074: 5069: 5065: 5061: 5057: 5053: 5052: 5044: 5041: 5036: 5032: 5028: 5024: 5017: 5014: 5007: 5003: 5000: 4998: 4995: 4993: 4990: 4988: 4985: 4983: 4980: 4979: 4975: 4973: 4956: 4953: 4950: 4946: 4940: 4920: 4895: 4891: 4884: 4876: 4868: 4866: 4864: 4860: 4852: 4850: 4810: 4806: 4793: 4790: 4786: 4779: 4773: 4770: 4767: 4762: 4759: 4753: 4749: 4742: 4738: 4725: 4722: 4715: 4709: 4706: 4703: 4698: 4695: 4689: 4665: 4650: 4642: 4641:Coulomb's law 4626: 4623: 4620: 4597: 4587: 4584: 4559: 4534: 4531: 4526: 4523: 4513: 4510: 4507: 4504: 4462: 4459: 4437: 4434: 4430: 4407: 4404: 4377: 4374: 4366: 4362: 4356: 4347: 4342: 4339: 4328: 4323: 4314: 4309: 4306: 4295: 4288: 4280: 4277: 4273: 4269: 4265: 4260: 4257: 4237: 4168: 4160: 4157: 4147: 4131: 4128: 4116: 4113: 4110: 4106: 4082: 4078: 4072: 4068: 4046: 4042: 4021: 4013: 3995: 3992: 3973: 3971: 3969: 3963: 3961: 3956: 3950: 3948: 3944: 3911: 3899: 3896:(this is the 3895: 3891: 3887: 3854: 3829: 3826: 3803: 3788: 3783: 3762: 3755: 3737: 3734: 3709: 3705: 3700: 3697: 3693: 3684: 3680: 3677:(this is the 3659: 3649: 3644: 3629: 3626: 3622: 3616: 3613: 3610: 3606: 3602: 3597: 3594: 3590: 3567: 3564: 3560: 3537: 3534: 3530: 3526: 3521: 3518: 3514: 3510: 3502: 3492: 3487: 3474: 3469: 3466: 3463: 3459: 3455: 3446: 3412: 3409: 3405: 3401: 3385: 3382: 3378: 3354: 3333: 3324: 3322: 3318: 3314: 3310: 3292: 3289: 3285: 3276: 3272: 3268: 3265: 3261: 3257: 3253: 3245: 3243: 3194: 3191: 3181: 3168: 3152: 3140: 3136: 3132: 3127: 3115: 3111: 3107: 3102: 3090: 3086: 3082: 3068: 3030: 3025: 3008: 3005: 2995: 2987: 2978: 2974: 2970: 2965: 2961: 2957: 2952: 2948: 2943: 2934: 2929: 2901: 2896: 2879: 2876: 2866: 2858: 2840: 2830: 2819: 2814: 2810: 2807: 2803: 2792: 2786: 2783: 2763: 2744: 2729: 2715: 2710: 2706: 2703: 2699: 2688: 2682: 2679: 2674: 2671: 2667: 2658: 2653: 2629: 2606: 2594: 2591: 2588: 2583: 2580: 2576: 2567: 2562: 2542: 2534: 2531: 2527: 2509: 2498: 2495: 2492: 2472: 2413: 2410: 2400: 2373: 2346: 2334: 2306: 2293: 2290: 2286: 2259: 2256: 2252: 2235: 2232: 2209: 2188: 2179: 2148: 2114: 2106: 2089: 2083: 2073: 2068: 2057: 2053: 2048: 2018: 1980: 1970: 1965: 1952: 1949: 1926: 1914: 1882: 1870: 1866: 1862: 1857: 1845: 1841: 1837: 1832: 1820: 1816: 1812: 1801: 1794: 1790: 1786: 1781: 1777: 1773: 1768: 1764: 1759: 1748: 1743: 1739: 1736: 1732: 1725: 1705: 1669: 1666: 1656: 1632: 1626: 1600: 1589:is a product 1559: 1550: 1546: 1541: 1523: 1511: 1507: 1503: 1498: 1486: 1482: 1478: 1473: 1461: 1457: 1453: 1442: 1435: 1431: 1427: 1422: 1418: 1414: 1409: 1405: 1400: 1376: 1355: 1325: 1318: 1289: 1286: 1282: 1273: 1240: 1217: 1213: 1190: 1186: 1163: 1159: 1136: 1107: 1078: 1063: 1036: 1027: 1009: 997: 993: 989: 984: 972: 968: 964: 959: 947: 943: 939: 934: 924: 913: 908: 904: 898: 868: 860: 856: 852: 847: 843: 839: 834: 830: 825: 801: 774: 751: 747: 709: 700: 679: 669: 658: 653: 649: 643: 613: 589: 566: 563: 559: 536: 532: 509: 469: 466: 462: 426: 413: 410: 406: 379: 376: 372: 351: 334: 325: 322: 319: 314: 311: 307: 298: 293: 291: 287: 283: 279: 275: 246: 243: 239: 205: 202: 198: 177: 161: 158: 154: 150: 134: 131: 127: 103: 82: 70: 68: 65: 61: 57: 53: 52:Fourier space 49: 45: 41: 37: 33: 29: 19: 5260: 5226: 5222: 5193: 5189: 5146: 5142: 5132: 5099: 5095: 5089: 5055: 5049: 5043: 5026: 5022: 5016: 4872: 4856: 4148: 3977: 3964: 3951: 3946: 3897: 3804: 3682: 3678: 3325: 3307:part of the 3269:law such as 3249: 3169: 3069: 2654: 2565: 2563: 2335: 2180: 1542: 1316: 1028: 698: 296: 294: 289: 285: 273: 74: 27: 26: 4034:grows like 3974:Dipole term 1545:convolution 1272:convolution 64:convergence 56:singularity 5272:Categories 5008:References 4146:diverges. 71:Derivation 5223:Structure 5190:Ann. Phys 5171:0021-9606 4954:⁡ 4787:σ 4774:ϵ 4771:π 4760:− 4710:ϵ 4707:π 4696:− 4621:σ 4532:⋅ 4514:− 4348:⋅ 4315:⋅ 4289:∫ 4169:⋅ 4158:σ 4122:∞ 4107:∑ 3915:~ 3912:ρ 3890:potential 3858:~ 3855:ρ 3827:ℓ 3820:~ 3817:Φ 3766:~ 3763:ρ 3735:ℓ 3728:~ 3725:Φ 3710:∑ 3698:ℓ 3650:− 3623:φ 3607:∑ 3535:ℓ 3493:− 3475:φ 3460:∑ 3410:ℓ 3406:φ 3379:φ 3334:φ 3321:molecules 3290:− 3256:computers 3185:~ 3182:ρ 3042:~ 3039:Φ 2999:~ 2996:ρ 2944:∑ 2938:Ω 2913:~ 2910:Φ 2870:~ 2867:ρ 2841:∗ 2834:~ 2811:π 2787:∫ 2767:~ 2745:∗ 2733:~ 2730:ρ 2707:π 2683:∫ 2672:ℓ 2607:ρ 2592:∫ 2581:ℓ 2543:⋅ 2532:− 2496:∫ 2476:~ 2436:~ 2433:Φ 2404:~ 2401:ρ 2350:~ 2317:′ 2307:− 2291:ℓ 2287:φ 2275:′ 2253:ρ 2246:′ 2233:∫ 2152:~ 2074:× 2054:⋅ 2009:Ω 1987:Ω 1971:× 1953:π 1863:− 1838:− 1813:− 1802:δ 1760:∑ 1754:Ω 1740:π 1709:~ 1660:~ 1657:ρ 1636:~ 1604:~ 1601:ρ 1560:ρ 1504:− 1479:− 1454:− 1443:δ 1401:∑ 1283:ρ 1241:ρ 1037:δ 990:− 965:− 940:− 925:− 914:δ 869:∑ 826:∑ 775:ρ 710:ρ 670:− 659:δ 614:∑ 560:ρ 463:ρ 437:′ 427:− 411:ℓ 407:φ 395:′ 373:ρ 352:ρ 345:′ 323:∬ 312:ℓ 286:unit cell 244:ℓ 240:φ 199:φ 159:ℓ 155:φ 128:φ 83:φ 5253:40964921 5245:10368306 5124:17411107 5082:26616351 4976:See also 4913:, where 3892:and the 3681:part of 3679:particle 3317:galaxies 697:and the 282:periodic 5198:Bibcode 5151:Bibcode 5104:Bibcode 5073:4890727 4869:Scaling 4853:History 3949:part). 3888:of the 3313:plasmas 3271:gravity 1315:with a 1060:is the 5251:  5243:  5169:  5122:  5080:  5070:  4797:  4729:  4686:  4659:  4618:  4591:  4552:where 4390:where 4186:where 3805:where 3375:  3348:  3070:where 2723:  2655:Using 2627:  2603:  2566:single 2524:  2507:  2394:  2367:  2283:  2230:  2203:  2039:  2012:  1947:  1920:  1547:, the 1397:  1370:  1029:Here, 896:  822:  795:  641:  610:  583:  403:  297:double 290:images 190:where 124:  97:  5249:S2CID 3898:Ewald 3267:force 699:total 5241:PMID 5167:ISSN 5120:PMID 5078:PMID 4422:and 3947:mesh 3844:and 3319:and 2138:and 1205:and 1122:and 5231:doi 5206:doi 5194:369 5159:doi 5112:doi 5100:126 5068:PMC 5060:doi 5031:doi 4951:log 3451:TOT 3273:or 2740:TOT 2611:TOT 1611:TOT 1564:TOT 1551:of 1274:of 1245:TOT 779:TOT 714:TOT 356:TOT 5274:: 5247:. 5239:. 5225:. 5221:. 5204:. 5192:. 5188:. 5165:. 5157:. 5147:98 5145:. 5141:. 5118:. 5110:. 5098:. 5076:, 5066:, 5056:11 5054:, 5025:. 4972:. 4643:) 3323:. 3315:, 1178:, 1093:, 1064:, 292:. 5255:. 5233:: 5227:7 5212:. 5208:: 5200:: 5173:. 5161:: 5153:: 5126:. 5114:: 5106:: 5062:: 5037:. 5033:: 5027:9 4960:) 4957:N 4947:N 4944:( 4941:O 4921:N 4901:) 4896:2 4892:N 4888:( 4885:O 4836:r 4811:3 4807:r 4801:r 4794:S 4791:d 4780:) 4768:4 4763:1 4754:( 4750:= 4743:3 4739:r 4733:r 4726:q 4723:d 4716:) 4704:4 4699:1 4690:( 4678:f 4675:e 4672:d 4666:= 4655:E 4651:d 4639:( 4627:S 4624:d 4610:f 4607:e 4604:d 4598:= 4588:q 4585:d 4564:E 4560:d 4539:E 4535:d 4527:c 4524:u 4519:p 4511:= 4508:U 4505:d 4484:r 4463:S 4460:d 4438:c 4435:u 4431:V 4408:c 4405:u 4400:p 4378:S 4375:d 4367:3 4363:r 4357:) 4352:n 4343:c 4340:u 4335:p 4329:( 4324:) 4319:r 4310:c 4307:u 4302:p 4296:( 4281:c 4278:u 4274:V 4270:2 4266:1 4261:= 4258:U 4238:U 4217:P 4195:n 4173:n 4165:P 4161:= 4132:n 4129:1 4117:1 4114:= 4111:n 4083:3 4079:R 4073:/ 4069:1 4047:2 4043:R 4022:R 3996:c 3993:u 3988:p 3929:) 3925:k 3921:( 3872:) 3868:k 3864:( 3830:r 3789:2 3784:| 3780:) 3776:k 3772:( 3756:| 3751:) 3747:k 3743:( 3738:r 3715:k 3706:= 3701:r 3694:E 3665:) 3660:i 3655:r 3645:j 3640:r 3635:( 3630:r 3627:s 3617:j 3614:, 3611:i 3603:= 3598:r 3595:s 3591:E 3568:r 3565:s 3561:E 3538:r 3531:E 3527:+ 3522:r 3519:s 3515:E 3511:= 3508:) 3503:i 3498:r 3488:j 3483:r 3478:( 3470:j 3467:, 3464:i 3456:= 3447:E 3426:) 3422:r 3418:( 3413:r 3402:+ 3399:) 3395:r 3391:( 3386:r 3383:s 3367:f 3364:e 3361:d 3355:= 3345:) 3341:r 3337:( 3293:6 3286:r 3229:k 3208:) 3204:k 3200:( 3195:c 3192:u 3153:3 3148:b 3141:3 3137:m 3133:+ 3128:2 3123:b 3116:2 3112:m 3108:+ 3103:1 3098:b 3091:1 3087:m 3083:= 3079:k 3056:) 3052:k 3048:( 3031:2 3026:| 3022:) 3018:k 3014:( 3009:c 3006:u 2988:| 2979:3 2975:m 2971:, 2966:2 2962:m 2958:, 2953:1 2949:m 2935:1 2930:= 2927:) 2923:k 2919:( 2902:2 2897:| 2893:) 2889:k 2885:( 2880:c 2877:u 2859:| 2854:) 2850:k 2846:( 2831:L 2820:3 2815:) 2808:2 2804:( 2797:k 2793:d 2784:= 2781:) 2777:k 2773:( 2764:V 2758:) 2754:k 2750:( 2716:3 2711:) 2704:2 2700:( 2693:k 2689:d 2680:= 2675:r 2668:E 2641:) 2637:r 2633:( 2630:v 2624:) 2620:r 2616:( 2599:r 2595:d 2589:= 2584:r 2577:E 2547:r 2539:k 2535:i 2528:e 2521:) 2517:r 2513:( 2510:v 2503:r 2499:d 2493:= 2490:) 2486:k 2482:( 2473:V 2450:) 2446:k 2442:( 2427:) 2423:k 2419:( 2414:c 2411:u 2386:f 2383:e 2380:d 2374:= 2364:) 2360:k 2356:( 2347:V 2322:) 2312:r 2303:r 2299:( 2294:r 2280:) 2270:r 2265:( 2260:c 2257:u 2241:r 2236:d 2222:f 2219:e 2216:d 2210:= 2200:) 2196:r 2192:( 2189:v 2166:) 2162:k 2158:( 2149:L 2126:) 2122:r 2118:( 2115:L 2090:) 2084:3 2079:a 2069:2 2064:a 2058:( 2049:1 2044:a 2031:f 2028:e 2025:d 2019:= 1981:3 1976:a 1966:2 1961:a 1950:2 1939:f 1936:e 1933:d 1927:= 1915:1 1910:b 1888:) 1883:3 1878:b 1871:3 1867:m 1858:2 1853:b 1846:2 1842:m 1833:1 1828:b 1821:1 1817:m 1809:k 1805:( 1795:3 1791:m 1787:, 1782:2 1778:m 1774:, 1769:1 1765:m 1749:3 1744:) 1737:2 1733:( 1726:= 1723:) 1719:k 1715:( 1706:L 1683:) 1679:k 1675:( 1670:c 1667:u 1650:) 1646:k 1642:( 1633:L 1627:= 1624:) 1620:k 1616:( 1577:) 1573:r 1569:( 1529:) 1524:3 1519:a 1512:3 1508:n 1499:2 1494:a 1487:2 1483:n 1474:1 1469:a 1462:1 1458:n 1450:r 1446:( 1436:3 1432:n 1428:, 1423:2 1419:n 1415:, 1410:1 1406:n 1389:f 1386:e 1383:d 1377:= 1367:) 1363:r 1359:( 1356:L 1337:) 1333:r 1329:( 1326:L 1303:) 1299:r 1295:( 1290:c 1287:u 1258:) 1254:r 1250:( 1218:3 1214:n 1191:2 1187:n 1164:1 1160:n 1137:3 1132:a 1108:2 1103:a 1079:1 1074:a 1048:) 1044:x 1040:( 1015:) 1010:3 1005:a 998:3 994:n 985:2 980:a 973:2 969:n 960:1 955:a 948:1 944:n 935:k 930:r 921:r 917:( 909:k 905:q 899:k 892:s 889:e 886:g 883:r 880:a 877:h 874:c 861:3 857:n 853:, 848:2 844:n 840:, 835:1 831:n 814:f 811:e 808:d 802:= 792:) 788:r 784:( 752:k 748:q 727:) 723:r 719:( 685:) 680:k 675:r 666:r 662:( 654:k 650:q 644:k 637:s 634:e 631:g 628:r 625:a 622:h 619:c 602:f 599:e 596:d 590:= 580:) 576:r 572:( 567:c 564:u 537:k 533:q 510:k 505:r 483:) 479:r 475:( 470:c 467:u 442:) 432:r 423:r 419:( 414:r 400:) 390:r 385:( 380:c 377:u 369:) 365:r 361:( 340:r 335:d 330:r 326:d 320:= 315:r 308:E 274:r 260:) 256:r 252:( 247:r 219:) 215:r 211:( 206:r 203:s 178:, 175:) 171:r 167:( 162:r 151:+ 148:) 144:r 140:( 135:r 132:s 116:f 113:e 110:d 104:= 94:) 90:r 86:( 20:)

Index

Particle mesh Ewald
Paul Peter Ewald
electrostatic interactions
ionic crystals
computational chemistry
Poisson summation formula
Fourier space
singularity
Fourier transform
convergence
Gaussian distribution
periodic
Dirac delta function
convolution
convolution
Fourier transformation
parallelepiped
Plancherel theorem
theoretical physics
computers
computer simulations
inverse square
force
gravity
electrostatics
Lennard-Jones potential
plasmas
galaxies
molecules
Fourier transforms

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