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Convolution for optical broad-beam responses in scattering media

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3444: 3468: 2498: 3480: 22: 3456: 2171: 2944: 652: 1739: 3152: 353: 3264:. To calculate the optical broad-beam response, the impulse response of a pencil beam is convolved with the beam function. As shown by Equation 4, this is a 2-D convolution. To calculate the response of a light beam on a plane perpendicular to the z axis, the beam function (represented by a 2160: 2493:{\displaystyle I_{\phi }(r,r'')={\begin{cases}1,&{\mbox{if }}R\geq r+r'',\\{\tfrac {1}{\pi }}\cos ^{-1}\left({\tfrac {r^{2}+r''^{2}-R^{2}}{2rr''}}\right),&{\mbox{if }}\left|r-r''\right|\leq R<r+r'',\\0,&{\mbox{if }}R<\left|r+r''\right|.\end{cases}}\qquad (11)} 1900: 3368: 1157: 127:. Time invariance implies that a photon beam delayed by a given time produces a response shifted by the same delay. Linearity indicates that a given response will increase by the same amount if the input is scaled and obeys the property of 2651: 931: 2662: 131:. Translational invariance means that if a beam is shifted to a new location on the tissue surface, its response is also shifted in the same direction by the same distance. Here, only spatial convolution is considered. 3424:
L.-H. Wang, S. L. Jacques, and L.-Q. Zheng, "Convolution for responses to a finite diameter photon beam incident on multi-layered tissues," Computer Methods and Programs in Biomedicine 54, 141–150 (1997).
1506: 1999: 1225: 462: 1517: 2517:. Errors will result if absorption due to the first interactions is not recorded separately from absorption due to subsequent interactions. The total impulse response can be expressed in two parts: 1361: 164: 1777: 2955: 453: 408: 3421:
L.-H. Wang, S. L. Jacques, and L.-Q. Zheng, "Monte Carlo modeling of photon transport in multi-layered tissues," Computer Methods and Programs in Biomedicine 47, 131–146 (1995).
1405: 40: 697: 2010: 2523: 2939:{\displaystyle C(r,z)=G_{1}(0,z)S(r)+2\pi S_{0}\int _{0}^{\infty }G_{2}(r'',z)\,exp\leftI_{0e}\left({\frac {4rr''}{R^{2}}}\right)r''\,dr''.\qquad (13)} 103:. Photon transport methods can be directly used to compute broad-beam responses by distributing photons over the cross section of the beam. However, 3378: 88: 2513:
First photon-tissue interactions always occur on the z axis and hence contribute to the specific absorption or related physical quantities as a
135: 3443: 939: 705: 3347: − 1) matrices, so the time complexity is O. Comparing O and O, it is apparent that direct convolution will be faster if 1231:, it only needs to be calculated once for all depths. Thus this form of the broad-beam response is more computationally advantageous. 2656:
where the first term results from the first interactions and the second, from subsequent interactions. For a Gaussian beam, we have
58: 1434: 647:{\displaystyle C(x,y,z)=\int _{-\infty }^{\infty }\!\int _{-\infty }^{\infty }\ G(x'',y'',z)S(x-x'',y-y'')\,dx''\,dy''.\qquad (2)} 1932: 1734:{\displaystyle C(r,z)=2\pi S(r)\int _{0}^{\infty }G(r'',z)\exp \leftI_{0}\left({\frac {4rr''}{R^{2}}}\right)r''\,dr'',\qquad (7)} 348:{\displaystyle C(x,y,z)=\int _{-\infty }^{\infty }\int _{-\infty }^{\infty }\ G(x-x',y-y',z)S(x',y')\,dx'\,dy'.\qquad (1)} 3434: 3393: 1895:{\displaystyle S(r')={\begin{cases}S_{0},&{\text{if }}r'\leq R\\\,0,&{\text{if }}r'>R\end{cases}}\qquad (8)} 3214:
holds. For a Gaussian beam, no simple upper integration limits exist because it theoretically extends to infinity. At
1254: 3147:{\displaystyle C(r,z)=G_{1}(0,z)S(r)+2\pi S_{0}\int _{0}^{\infty }G_{2}(r'',z)I_{\phi }(r,r'')r''\,dr''.\qquad (14)} 3500: 1165: 1752: 128: 1373: 3324: 3257: 124: 3307: − 1). The calculation of each of these elements (except those near boundaries) includes 116: 3467: 3256:
There are two common methods used to implement discrete convolution: the definition of convolution and
2514: 2213: 1806: 3261: 96: 84: 3472: 3373: 2155:{\displaystyle C(r,z)=2\pi S_{0}\int _{0}^{\infty }G(r'',z)I_{\phi }(r,r'')r''\,dr'',\qquad (10)} 660: 415: 370: 3426: 100: 3188:
direction does not affect the convolution. To convolve reliably for physical quantities at
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Radiative transfer equation and diffusion theory for photon transport in biological tissue
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In order for convolution to be used to calculate a broad-beam response, a system must be
154:, from a pencil beam in Cartesian space and a collimated light source with beam profile 3484: 3448: 3328: 158:, a broad-beam response can be calculated using the following 2-D convolution formula: 3494: 1245: 147: 2646:{\displaystyle C(r,z)=G_{1}(0,z){\frac {\delta (r)}{2\pi r}}+G_{2}(r,z),\qquad (12)} 3479: 3268:
matrix) is convolved with the impulse response on that plane (represented by an
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Responses from photon transport methods can be physical quantities such as
3284:. The calculation efficiency of these two methods depends largely on  699:
has cylindrical symmetry, its convolution integrals can be rewritten as:
76: 1152:{\displaystyle C(r,z)=\int _{0}^{\infty }G(r'',z)r''\leftdr''\qquad (4)} 3391:
Optical Imaging Laboratory at Washington University in St. Louis (MCML)
139: 72: 926:{\displaystyle C(r,z)=\int _{0}^{\infty }\ S(r')r'\leftdr'\qquad (3)} 120: 3402: 3162:
For a top-hat beam, the upper integration limits may be bounded by
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Similar to 1-D convolution, 2-D convolution is commutative between
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can be used in certain cases to improve computational efficiency.
3331:. Using the FFT method, the major steps are the FFT and IFFT of ( 1227:. Because the inner integration of Equation 4 is independent of 15: 1501:{\displaystyle S_{0}={\frac {2P_{0}}{\pi R^{2}}}.\qquad (6)} 3291:
In direct convolution, the solution matrix is of the size (
2476: 1994:{\displaystyle S_{0}={\frac {P_{0}}{\pi R^{2}}}.\qquad (9)} 1878: 36: 3248:
can be used approximately for Gaussian beams as well.
2434: 2365: 2291: 2259: 2225: 1378: 3432: 2958: 2665: 2526: 2174: 2013: 1935: 1780: 1520: 1437: 1376: 1257: 1168: 942: 708: 663: 465: 418: 373: 167: 3192:in response to a top-hat beam, we must ensure that 95:incident on a scattering medium are referred to as 31:
may be too technical for most readers to understand
3146: 2938: 2645: 2492: 2154: 1993: 1894: 1733: 1500: 1399: 1355: 1219: 1151: 925: 691: 646: 447: 402: 347: 3222:, a Gaussian beam and a top-hat beam of the same 3199:in photon transport methods is large enough that 1414:denotes the intensity at the center of the beam. 511: 3233:have comparable convolution results. Therefore, 1356:{\displaystyle S(r')=S_{0}\exp \left.\qquad (5)} 8: 3416:Biomedical Optics: Principles and Imaging. 1220:{\displaystyle r'={\sqrt {x'^{2}+y'^{2}}}} 3184:. Thus, the limited grid coverage in the 3119: 3085: 3055: 3045: 3040: 3030: 2984: 2957: 2911: 2891: 2869: 2856: 2841: 2814: 2788: 2762: 2752: 2747: 2737: 2691: 2664: 2609: 2573: 2552: 2525: 2433: 2364: 2329: 2315: 2298: 2290: 2274: 2258: 2224: 2208: 2179: 2173: 2127: 2093: 2060: 2055: 2045: 2012: 2004:Substituting Eq. 8 into Eq. 4, we obtain 1969: 1955: 1949: 1940: 1934: 1856: 1847: 1824: 1813: 1801: 1779: 1706: 1686: 1664: 1654: 1639: 1620: 1569: 1564: 1519: 1511:Substituting Eq. 5 into Eq. 4, we obtain 1476: 1461: 1451: 1442: 1436: 1396: 1387: 1377: 1375: 1329: 1310: 1282: 1256: 1208: 1190: 1180: 1167: 1111: 1065: 1064: 1046: 1040: 1024: 1019: 973: 968: 941: 885: 832: 831: 813: 807: 787: 782: 739: 734: 707: 688: 662: 619: 607: 524: 516: 505: 497: 464: 444: 417: 399: 372: 320: 308: 225: 217: 207: 199: 166: 59:Learn how and when to remove this message 43:, without removing the technical details. 150:. Given a specific physical quantity, 3439: 3379:Monte Carlo method for photon transport 3355:, but the FFT method will be faster if 3323: − 1 additions, so the 2312: 1912:denotes the intensity inside the beam. 1205: 1187: 1400:{\displaystyle {\tfrac {1}{e^{2}}}\,} 41:make it understandable to non-experts 7: 3385:Links to other Monte Carlo resources 1248:, the intensity profile is given by 3339: − 1) × ( 3299: − 1) × ( 1919:is related to the total beam power 3046: 2753: 2061: 1570: 974: 740: 525: 520: 506: 501: 226: 221: 208: 203: 14: 3478: 3466: 3454: 3442: 3260:(FFT and IFFT) according to the 657:Because the broad-beam response 20: 3134: 2926: 2633: 2480: 2142: 1981: 1882: 1721: 1488: 1343: 1139: 913: 634: 335: 3288:, the size of the light beam. 3141: 3135: 3108: 3091: 3078: 3061: 3014: 3008: 3002: 2990: 2974: 2962: 2933: 2927: 2785: 2768: 2721: 2715: 2709: 2697: 2681: 2669: 2640: 2634: 2627: 2615: 2585: 2579: 2570: 2558: 2542: 2530: 2504:Errors in numerical evaluation 2487: 2481: 2202: 2185: 2149: 2143: 2116: 2099: 2086: 2069: 2029: 2017: 1988: 1982: 1889: 1883: 1795: 1784: 1771:, the source function becomes 1728: 1722: 1595: 1578: 1557: 1551: 1536: 1524: 1495: 1489: 1421:is related to the total power 1350: 1344: 1272: 1261: 1146: 1140: 999: 982: 958: 946: 920: 914: 762: 751: 724: 712: 685: 667: 641: 635: 604: 570: 564: 536: 487: 469: 342: 336: 305: 283: 277: 237: 189: 171: 87:), are commonly used to model 1: 3252:Implementation of convolution 71:Photon transport theories in 2949:For a top-hat beam, we have 111:General convolution formulas 3403:Oregon Medical Laser Center 3258:fast Fourier transformation 366:with a change of variables 89:light propagation in tissue 3517: 692:{\displaystyle C(x,y,z)\,} 448:{\displaystyle y''=y-y'\,} 403:{\displaystyle x''=x-x'\,} 3414:L.-H. Wang and H.-I. Wu. 1753:modified Bessel function 1407:radius of the beam, and 3148: 2940: 2647: 2494: 2156: 1995: 1896: 1735: 1502: 1401: 1357: 1221: 1153: 927: 693: 648: 449: 404: 349: 91:. The responses to a 3359:is relatively large. 3351:is much smaller than 3149: 2941: 2648: 2495: 2157: 1996: 1897: 1736: 1503: 1402: 1358: 1222: 1154: 928: 694: 649: 450: 405: 350: 125:translation invariant 3315:multiplications and 3218: >>  2956: 2663: 2524: 2515:Dirac delta function 2172: 2011: 1933: 1778: 1751:is the zeroth-order 1518: 1435: 1374: 1255: 1235:Common beam profiles 1166: 940: 706: 661: 463: 416: 371: 165: 3262:convolution theorem 3244: −  3210: −  3180: −  3050: 2757: 2065: 1574: 1032: 978: 795: 744: 529: 510: 230: 212: 3396:2009-12-02 at the 3374:Monte Carlo method 3276:matrix). Normally 3144: 3036: 2936: 2743: 2643: 2509:First interactions 2490: 2475: 2438: 2369: 2353: 2268: 2229: 2152: 2051: 1991: 1892: 1877: 1731: 1560: 1498: 1397: 1394: 1353: 1217: 1149: 1015: 964: 923: 778: 730: 689: 644: 512: 493: 445: 400: 345: 213: 195: 85:Monte Carlo method 3501:Scattering theory 2897: 2835: 2600: 2437: 2368: 2352: 2267: 2228: 1976: 1859: 1827: 1692: 1633: 1483: 1393: 1323: 1215: 1105: 872: 798: 747: 532: 455: 410: 233: 101:impulse responses 97:Green's functions 69: 68: 61: 3508: 3483: 3482: 3471: 3470: 3459: 3458: 3457: 3447: 3446: 3438: 3427:Download article 3280:is greater than 3158:Truncation error 3153: 3151: 3150: 3145: 3130: 3118: 3107: 3090: 3089: 3071: 3060: 3059: 3049: 3044: 3035: 3034: 2989: 2988: 2945: 2943: 2942: 2937: 2922: 2910: 2902: 2898: 2896: 2895: 2886: 2885: 2870: 2864: 2863: 2851: 2847: 2846: 2845: 2840: 2836: 2831: 2824: 2815: 2778: 2767: 2766: 2756: 2751: 2742: 2741: 2696: 2695: 2652: 2650: 2649: 2644: 2614: 2613: 2601: 2599: 2588: 2574: 2557: 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1093: 1090: 1086: 1083: 1079: 1076: 1073: 1068: 1061: 1058: 1054: 1049: 1045: 1039: 1035: 1030: 1027: 1022: 1018: 1013: 1008: 1005: 1001: 998: 995: 991: 988: 984: 981: 976: 971: 967: 963: 960: 957: 954: 951: 948: 945: 934: 933: 922: 919: 916: 911: 908: 904: 900: 895: 892: 888: 883: 879: 876: 870: 867: 863: 860: 857: 853: 850: 846: 843: 840: 835: 828: 825: 821: 816: 812: 805: 801: 793: 790: 785: 781: 776: 771: 768: 764: 760: 757: 753: 750: 742: 737: 733: 729: 726: 723: 720: 717: 714: 711: 687: 684: 681: 678: 675: 672: 669: 666: 655: 654: 643: 640: 637: 633: 629: 626: 622: 617: 614: 610: 606: 602: 599: 595: 592: 589: 585: 582: 578: 575: 572: 569: 566: 563: 560: 556: 553: 549: 545: 542: 538: 535: 527: 522: 519: 515: 508: 503: 500: 496: 492: 489: 486: 483: 480: 477: 474: 471: 468: 442: 439: 435: 432: 429: 425: 422: 397: 394: 390: 387: 384: 380: 377: 356: 355: 344: 341: 338: 334: 330: 327: 323: 318: 315: 311: 307: 303: 300: 296: 292: 289: 285: 282: 279: 276: 273: 269: 266: 262: 259: 256: 252: 249: 245: 242: 239: 236: 228: 223: 220: 216: 210: 205: 202: 198: 194: 191: 188: 185: 182: 179: 176: 173: 170: 117:time invariant 112: 109: 67: 66: 28: 26: 19: 13: 10: 9: 6: 4: 3: 2: 3513: 3502: 3499: 3498: 3496: 3486: 3481: 3476: 3474: 3469: 3464: 3462: 3452: 3450: 3445: 3440: 3436: 3428: 3423: 3420: 3417: 3413: 3412: 3408: 3404: 3401: 3399: 3395: 3392: 3389: 3388: 3384: 3380: 3377: 3375: 3372: 3370: 3367: 3366: 3362: 3360: 3358: 3354: 3350: 3346: 3343: +  3342: 3338: 3335: +  3334: 3330: 3326: 3322: 3319: ×  3318: 3314: 3311: ×  3310: 3306: 3303: +  3302: 3298: 3295: +  3294: 3289: 3287: 3283: 3279: 3275: 3271: 3267: 3263: 3259: 3251: 3249: 3247: 3240: 3237: ≤  3236: 3229: 3225: 3221: 3217: 3213: 3206: 3203: ≤  3202: 3195: 3191: 3187: 3183: 3176: 3173: ≤  3172: 3165: 3157: 3138: 3131: 3127: 3124: 3120: 3115: 3112: 3104: 3101: 3097: 3094: 3086: 3082: 3075: 3072: 3068: 3065: 3056: 3052: 3041: 3037: 3031: 3027: 3023: 3020: 3017: 3011: 3005: 2999: 2996: 2993: 2985: 2981: 2977: 2971: 2968: 2965: 2959: 2952: 2951: 2950: 2930: 2923: 2919: 2916: 2912: 2907: 2904: 2899: 2892: 2888: 2882: 2879: 2875: 2872: 2866: 2860: 2857: 2853: 2848: 2842: 2837: 2832: 2828: 2825: 2821: 2818: 2811: 2806: 2803: 2799: 2795: 2792: 2789: 2782: 2779: 2775: 2772: 2763: 2759: 2748: 2744: 2738: 2734: 2730: 2727: 2724: 2718: 2712: 2706: 2703: 2700: 2692: 2688: 2684: 2678: 2675: 2672: 2666: 2659: 2658: 2657: 2637: 2630: 2624: 2621: 2618: 2610: 2606: 2602: 2596: 2593: 2590: 2582: 2576: 2567: 2564: 2561: 2553: 2549: 2545: 2539: 2536: 2533: 2527: 2520: 2519: 2518: 2516: 2508: 2503: 2484: 2470: 2466: 2461: 2458: 2454: 2451: 2447: 2443: 2440: 2428: 2425: 2418: 2414: 2411: 2407: 2404: 2401: 2398: 2395: 2391: 2386: 2383: 2379: 2376: 2372: 2359: 2355: 2347: 2344: 2340: 2337: 2330: 2326: 2322: 2316: 2308: 2304: 2299: 2295: 2287: 2283: 2278: 2275: 2271: 2264: 2261: 2251: 2247: 2244: 2240: 2237: 2234: 2231: 2219: 2216: 2210: 2205: 2198: 2195: 2191: 2188: 2180: 2176: 2168: 2167: 2166: 2146: 2139: 2135: 2132: 2128: 2123: 2120: 2112: 2109: 2105: 2102: 2094: 2090: 2083: 2080: 2076: 2073: 2066: 2056: 2052: 2046: 2042: 2038: 2035: 2032: 2026: 2023: 2020: 2014: 2007: 2006: 2005: 1985: 1978: 1970: 1966: 1962: 1956: 1952: 1946: 1941: 1937: 1929: 1928: 1927: 1922: 1915: 1908: 1886: 1872: 1869: 1865: 1862: 1851: 1848: 1840: 1837: 1833: 1830: 1819: 1814: 1810: 1803: 1798: 1791: 1788: 1781: 1774: 1773: 1772: 1770: 1766: 1758: 1756: 1754: 1747: 1725: 1718: 1714: 1711: 1707: 1702: 1699: 1694: 1687: 1683: 1677: 1674: 1670: 1667: 1661: 1655: 1651: 1646: 1640: 1635: 1630: 1626: 1623: 1617: 1612: 1609: 1605: 1601: 1598: 1592: 1589: 1585: 1582: 1575: 1565: 1561: 1554: 1548: 1545: 1542: 1539: 1533: 1530: 1527: 1521: 1514: 1513: 1512: 1492: 1485: 1477: 1473: 1469: 1462: 1458: 1454: 1448: 1443: 1439: 1431: 1430: 1429: 1424: 1417: 1410: 1388: 1384: 1380: 1369: 1347: 1340: 1336: 1330: 1325: 1320: 1316: 1313: 1307: 1302: 1299: 1295: 1291: 1288: 1283: 1279: 1275: 1268: 1265: 1258: 1251: 1250: 1249: 1247: 1246:Gaussian beam 1240:Gaussian beam 1239: 1234: 1232: 1230: 1209: 1201: 1197: 1191: 1183: 1177: 1173: 1170: 1143: 1135: 1132: 1128: 1124: 1119: 1116: 1112: 1107: 1101: 1098: 1094: 1091: 1088: 1084: 1081: 1077: 1074: 1071: 1066: 1059: 1056: 1052: 1047: 1043: 1037: 1033: 1028: 1025: 1020: 1016: 1011: 1006: 1003: 996: 993: 989: 986: 979: 969: 965: 961: 955: 952: 949: 943: 936: 935: 917: 909: 906: 902: 898: 893: 890: 886: 881: 877: 874: 868: 865: 861: 858: 855: 851: 848: 844: 841: 838: 833: 826: 823: 819: 814: 810: 803: 799: 791: 788: 783: 779: 774: 769: 766: 758: 755: 748: 735: 731: 727: 721: 718: 715: 709: 702: 701: 700: 682: 679: 676: 673: 670: 664: 638: 631: 627: 624: 620: 615: 612: 608: 600: 597: 593: 590: 587: 583: 580: 576: 573: 567: 561: 558: 554: 551: 547: 543: 540: 533: 517: 513: 498: 494: 490: 484: 481: 478: 475: 472: 466: 459: 458: 457: 440: 437: 433: 430: 427: 423: 420: 395: 392: 388: 385: 382: 378: 375: 365: 361: 339: 332: 328: 325: 321: 316: 313: 309: 301: 298: 294: 290: 287: 280: 274: 271: 267: 264: 260: 257: 254: 250: 247: 243: 240: 234: 218: 214: 200: 196: 192: 186: 183: 180: 177: 174: 168: 161: 160: 159: 157: 153: 149: 148:transmittance 145: 141: 137: 132: 130: 129:superposition 126: 122: 118: 110: 108: 106: 102: 98: 94: 90: 86: 83:(such as the 82: 78: 74: 63: 60: 52: 42: 38: 32: 29:This article 27: 18: 17: 3415: 3356: 3352: 3348: 3344: 3340: 3336: 3332: 3320: 3316: 3312: 3308: 3304: 3300: 3296: 3292: 3290: 3285: 3281: 3277: 3273: 3269: 3265: 3255: 3245: 3238: 3234: 3227: 3223: 3219: 3215: 3211: 3204: 3200: 3193: 3189: 3185: 3181: 3174: 3170: 3169:, such that 3163: 3161: 2948: 2655: 2512: 2164: 2003: 1920: 1913: 1906: 1904: 1768: 1765:top-hat beam 1762: 1759:Top-hat beam 1745: 1743: 1510: 1422: 1415: 1408: 1370:denotes the 1367: 1365: 1243: 1228: 1161: 656: 363: 359: 357: 155: 151: 133: 114: 70: 55: 49:October 2021 46: 30: 3473:Mathematics 3418:Wiley 2007. 144:reflectance 105:convolution 93:pencil beam 3409:References 1767:of radius 136:absorption 81:Statistics 3087:ϕ 3047:∞ 3038:∫ 3024:π 2826:− 2804:− 2754:∞ 2745:∫ 2731:π 2594:π 2577:δ 2396:≤ 2380:− 2323:− 2284:⁡ 2276:− 2265:π 2235:≥ 2181:ϕ 2095:ϕ 2062:∞ 2053:∫ 2039:π 1963:π 1838:≤ 1610:− 1602:⁡ 1571:∞ 1562:∫ 1546:π 1470:π 1300:− 1292:⁡ 1117:ϕ 1099:ϕ 1072:− 1029:π 1017:∫ 975:∞ 966:∫ 891:ϕ 866:ϕ 839:− 792:π 780:∫ 741:∞ 732:∫ 594:− 577:− 526:∞ 521:∞ 518:− 514:∫ 507:∞ 502:∞ 499:− 495:∫ 434:− 389:− 261:− 244:− 227:∞ 222:∞ 219:− 215:∫ 209:∞ 204:∞ 201:− 197:∫ 3495:Category 3461:Medicine 3394:Archived 3363:See also 3128:″ 3116:″ 3105:″ 3069:″ 2920:″ 2908:″ 2883:″ 2822:″ 2776:″ 2462:″ 2436:if  2415:″ 2387:″ 2367:if  2348:″ 2313:″ 2248:″ 2227:if  2199:″ 2136:″ 2124:″ 2113:″ 2077:″ 1866:′ 1858:if  1834:′ 1826:if  1792:′ 1715:″ 1703:″ 1678:″ 1627:″ 1586:″ 1317:′ 1269:′ 1206:′ 1188:′ 1174:′ 1136:″ 1120:″ 1102:″ 1085:″ 1060:″ 1007:″ 990:″ 910:′ 894:′ 869:′ 852:′ 827:′ 770:′ 759:′ 628:″ 616:″ 601:″ 584:″ 555:″ 544:″ 441:′ 424:″ 396:′ 379:″ 329:′ 317:′ 302:′ 291:′ 268:′ 251:′ 152:G(x,y,z) 77:Medicine 3485:Science 3449:Physics 3435:Portals 140:fluence 73:Physics 35:Please 2165:where 1905:where 1763:For a 1744:where 1366:Here, 1244:For a 1162:where 797:  746:  531:  232:  156:S(x,y) 123:, and 121:linear 79:, and 3266:b × b 146:, or 3226:and 2444:< 2402:< 1870:> 411:and 362:and 3327:is 3242:max 3208:max 3197:max 3178:max 3167:max 2272:cos 1926:by 1599:exp 1428:by 1289:exp 99:or 39:to 3497:: 3272:× 3139:14 2931:13 2638:12 2485:11 2147:10 1755:. 456:: 142:, 138:, 119:, 75:, 3437:: 3429:. 3357:b 3353:a 3349:b 3345:b 3341:a 3337:b 3333:a 3329:O 3321:b 3317:b 3313:b 3309:b 3305:b 3301:a 3297:b 3293:a 3286:b 3282:b 3278:a 3274:a 3270:a 3246:R 3239:r 3235:r 3231:0 3228:S 3224:R 3220:R 3216:r 3212:R 3205:r 3201:r 3194:r 3190:r 3186:r 3182:R 3175:r 3171:r 3164:r 3142:) 3136:( 3132:. 3125:r 3121:d 3113:r 3109:) 3102:r 3098:, 3095:r 3092:( 3083:I 3079:) 3076:z 3073:, 3066:r 3062:( 3057:2 3053:G 3042:0 3032:0 3028:S 3021:2 3018:+ 3015:) 3012:r 3009:( 3006:S 3003:) 3000:z 2997:, 2994:0 2991:( 2986:1 2982:G 2978:= 2975:) 2972:z 2969:, 2966:r 2963:( 2960:C 2934:) 2928:( 2924:. 2917:r 2913:d 2905:r 2900:) 2893:2 2889:R 2880:r 2876:r 2873:4 2867:( 2861:e 2858:0 2854:I 2849:] 2843:2 2838:) 2833:R 2829:r 2819:r 2812:( 2807:2 2800:[ 2796:p 2793:x 2790:e 2786:) 2783:z 2780:, 2773:r 2769:( 2764:2 2760:G 2749:0 2739:0 2735:S 2728:2 2725:+ 2722:) 2719:r 2716:( 2713:S 2710:) 2707:z 2704:, 2701:0 2698:( 2693:1 2689:G 2685:= 2682:) 2679:z 2676:, 2673:r 2670:( 2667:C 2641:) 2635:( 2631:, 2628:) 2625:z 2622:, 2619:r 2616:( 2611:2 2607:G 2603:+ 2597:r 2591:2 2586:) 2583:r 2580:( 2571:) 2568:z 2565:, 2562:0 2559:( 2554:1 2550:G 2546:= 2543:) 2540:z 2537:, 2534:r 2531:( 2528:C 2488:) 2482:( 2471:. 2467:| 2459:r 2455:+ 2452:r 2448:| 2441:R 2429:, 2426:0 2419:, 2412:r 2408:+ 2405:r 2399:R 2392:| 2384:r 2377:r 2373:| 2360:, 2356:) 2345:r 2341:r 2338:2 2331:2 2327:R 2317:2 2309:r 2305:+ 2300:2 2296:r 2288:( 2279:1 2262:1 2252:, 2245:r 2241:+ 2238:r 2232:R 2220:, 2217:1 2211:{ 2206:= 2203:) 2196:r 2192:, 2189:r 2186:( 2177:I 2150:) 2144:( 2140:, 2133:r 2129:d 2121:r 2117:) 2110:r 2106:, 2103:r 2100:( 2091:I 2087:) 2084:z 2081:, 2074:r 2070:( 2067:G 2057:0 2047:0 2043:S 2036:2 2033:= 2030:) 2027:z 2024:, 2021:r 2018:( 2015:C 1989:) 1986:9 1983:( 1979:. 1971:2 1967:R 1957:0 1953:P 1947:= 1942:0 1938:S 1924:0 1921:P 1917:0 1914:S 1910:0 1907:S 1890:) 1887:8 1884:( 1873:R 1863:r 1852:, 1849:0 1841:R 1831:r 1820:, 1815:0 1811:S 1804:{ 1799:= 1796:) 1789:r 1785:( 1782:S 1769:R 1749:0 1746:I 1729:) 1726:7 1723:( 1719:, 1712:r 1708:d 1700:r 1695:) 1688:2 1684:R 1675:r 1671:r 1668:4 1662:( 1656:0 1652:I 1647:] 1641:2 1636:) 1631:R 1624:r 1618:( 1613:2 1606:[ 1596:) 1593:z 1590:, 1583:r 1579:( 1576:G 1566:0 1558:) 1555:r 1552:( 1549:S 1543:2 1540:= 1537:) 1534:z 1531:, 1528:r 1525:( 1522:C 1496:) 1493:6 1490:( 1486:. 1478:2 1474:R 1463:0 1459:P 1455:2 1449:= 1444:0 1440:S 1426:0 1423:P 1419:0 1416:S 1412:0 1409:S 1389:2 1385:e 1381:1 1368:R 1351:) 1348:5 1345:( 1341:. 1337:] 1331:2 1326:) 1321:R 1314:r 1308:( 1303:2 1296:[ 1284:0 1280:S 1276:= 1273:) 1266:r 1262:( 1259:S 1229:z 1210:2 1202:y 1198:+ 1192:2 1184:x 1178:= 1171:r 1147:) 1144:4 1141:( 1133:r 1129:d 1125:] 1113:d 1108:) 1095:s 1092:o 1089:c 1082:r 1078:r 1075:2 1067:2 1057:r 1053:+ 1048:2 1044:r 1038:( 1034:S 1026:2 1021:0 1012:[ 1004:r 1000:) 997:z 994:, 987:r 983:( 980:G 970:0 962:= 959:) 956:z 953:, 950:r 947:( 944:C 921:) 918:3 915:( 907:r 903:d 899:] 887:d 882:) 878:z 875:, 862:s 859:o 856:c 849:r 845:r 842:2 834:2 824:r 820:+ 815:2 811:r 804:( 800:G 789:2 784:0 775:[ 767:r 763:) 756:r 752:( 749:S 736:0 728:= 725:) 722:z 719:, 716:r 713:( 710:C 686:) 683:z 680:, 677:y 674:, 671:x 668:( 665:C 642:) 639:2 636:( 632:. 625:y 621:d 613:x 609:d 605:) 598:y 591:y 588:, 581:x 574:x 571:( 568:S 565:) 562:z 559:, 552:y 548:, 541:x 537:( 534:G 491:= 488:) 485:z 482:, 479:y 476:, 473:x 470:( 467:C 438:y 431:y 428:= 421:y 393:x 386:x 383:= 376:x 364:S 360:G 343:) 340:1 337:( 333:. 326:y 322:d 314:x 310:d 306:) 299:y 295:, 288:x 284:( 281:S 278:) 275:z 272:, 265:y 258:y 255:, 248:x 241:x 238:( 235:G 193:= 190:) 187:z 184:, 181:y 178:, 175:x 172:( 169:C 62:) 56:( 51:) 47:( 33:.

Index

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Physics
Medicine
Statistics
Monte Carlo method
light propagation in tissue
pencil beam
Green's functions
impulse responses
convolution
time invariant
linear
translation invariant
superposition
absorption
fluence
reflectance
transmittance
Gaussian beam
modified Bessel function
top-hat beam
Dirac delta function
fast Fourier transformation
convolution theorem
time complexity
O
Radiative transfer equation and diffusion theory for photon transport in biological tissue
Monte Carlo method

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