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Strömberg wavelet

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1066: 1494: 1694: 1042: 438: 1347: 1910: 1575: 600: 317: 667: 366: 1958: 1738: 1391: 528: 475: 1397: 1581: 36:
had not been coined at the time of publishing the discovery of Strömberg wavelet and Strömberg's motivation was to find an orthonormal basis for the
950: 1254:}. Using the defining properties of the Strömbeg wavelet, exact expressions for elements of this set can be computed and they are given below. 32:
was earlier known to be an orthonormal wavelet, Strömberg wavelet was the first smooth orthonormal wavelet to be discovered. The term
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The graph of the Strömberg wavelet of order 0. The graph is scaled such that the value of the wavelet function at 1 is 1.
2049: 2044: 1992:, Conference on Harmonic Analysis in Honor of A. Zygmond, Vol. II, W. Beckner, et al (eds.) Wadsworth, 1983, pp.475-494 1500: 533: 248: 160: 605: 323: 118: 81: 1915: 1699: 1352: 53: 484: 923: 25: 2018: 2014: 1799: 1065: 444: 146: 28:
discovered by Jan-Olov Strömberg and presented in a paper published in 1983. Even though the
1987:
A modified Franklin system and higher order spline systems on R as unconditional bases for
1073:
In the special case of Strömberg wavelets of order 0, the following facts may be observed:
61: 1489:{\displaystyle S^{0}({\tfrac {1}{2}})=-S^{0}(1)\left({\sqrt {3}}+{\tfrac {1}{2}}\right)} 2038: 2007: 1689:{\displaystyle S^{0}(-{\tfrac {k}{2}})=S^{0}(1)(2{\sqrt {3}}-2)({\sqrt {3}}-2)^{k}} 29: 1988: 1780: 1050: 69: 37: 17: 478: 181: 163: 1037:{\displaystyle \left\{2^{j/2}S^{m}(2^{j}t-k):j,k{\text{ integers }}\right\}} 210:= {. . . , -2, -3/2, -1, -1/2} ∪ {0} ∪ {1, 2, 3, . . .} and 1064: 1765:
The Strömberg wavelet of order 0 has the following properties.
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Some additional information about Strömberg wavelet of order 0
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The following result establishes the Strömberg wavelet as an
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system in the space of square integrable functions over
433:{\displaystyle \int _{R}\vert S^{m}(t)\vert ^{2}\,dt=1.} 1602: 1470: 1415: 1342:{\displaystyle S^{0}(k)=S^{0}(1)({\sqrt {3}}-2)^{k-1}} 1918: 1905:{\displaystyle S^{0}(-k/2)=(10-6{\sqrt {3}})S^{0}(k)} 1827: 1702: 1584: 1503: 1400: 1355: 1265: 953: 608: 536: 487: 447: 374: 326: 251: 687:
The following are some of the properties of the set
2006: 1952: 1904: 1732: 1688: 1569: 1488: 1385: 1341: 1036: 661: 594: 522: 469: 432: 360: 311: 1570:{\displaystyle S^{0}(0)=S^{0}(1)(2{\sqrt {3}}-2)} 1223:Computation of the Strömberg wavelet of order 0 1101:) is defined uniquely by the discrete subset { 595:{\displaystyle \int _{R}S^{m}(t)\,f(t)\,dt=0} 8: 408: 385: 349: 327: 1981: 1979: 1977: 1975: 1227:As already observed, the Strömberg wavelet 918:Strömberg wavelet as an orthonormal wavelet 312:{\displaystyle S^{m}(t)\in P^{(m)}(A_{1}).} 1946: 1917: 1887: 1873: 1847: 1832: 1826: 1817:and for negative half-integral values of 1701: 1680: 1663: 1644: 1623: 1601: 1589: 1583: 1551: 1530: 1508: 1502: 1469: 1459: 1439: 1414: 1405: 1399: 1354: 1327: 1310: 1292: 1270: 1264: 1024: 994: 981: 967: 963: 952: 647: 628: 607: 579: 566: 551: 541: 535: 511: 492: 486: 452: 446: 417: 411: 392: 379: 373: 334: 325: 297: 278: 256: 250: 1235:) is completely determined by the set { 2013:. Cambridge University Press. pp.  2009:A Mathematical Introduction to Wavelets 1971: 699:Let the number of distinct elements in 662:{\displaystyle f(t)\in P^{(m)}(A_{0}).} 240:) satisfying the following conditions: 1148:is associated: It is defined by λ 361:{\displaystyle \Vert S^{m}(t)\Vert =1} 2000: 1998: 132:satisfying the following conditions: 7: 1953:{\displaystyle k=1,2,3,\ldots \,.} 1813:) for positive integral values of 938:be the Strömberg wavelet of order 101:denote the interval determined by 14: 1206:. The special simple tent λ 1733:{\displaystyle k=1,2,3,\ldots } 1386:{\displaystyle k=1,2,3,\ldots } 867:) where α is constant and 1899: 1893: 1880: 1861: 1855: 1838: 1677: 1660: 1657: 1638: 1635: 1629: 1613: 1595: 1564: 1545: 1542: 1536: 1520: 1514: 1451: 1445: 1426: 1411: 1324: 1307: 1304: 1298: 1282: 1276: 1009: 987: 653: 640: 635: 629: 618: 612: 576: 570: 563: 557: 523:{\displaystyle P^{(m)}(A_{0})} 517: 504: 499: 493: 464: 458: 404: 398: 346: 340: 303: 290: 285: 279: 268: 262: 1: 1061:Strömberg wavelets of order 0 746:) contains nonzero functions. 734:If the number of elements in 188:+ 1 in each of the intervals 1749:(1) is constant such that || 1191:. These special elements in 1135:, a special function λ 2066: 109:as the left endpoint. Let 942:. Then the following set 224:∪ { 1/2 } then the 1821:are related as follows: 763:are discrete subsets of 470:{\displaystyle S^{m}(t)} 117:) denote the set of all 2005:P. Wojtaszczyk (1997). 1214:) is denoted by λ( 1985:Janos-Olov Strömberg, 1954: 1906: 1790:The Strömberg wavelet 1771:The Strömberg wavelet 1734: 1690: 1571: 1490: 1387: 1343: 1070: 1038: 738:is three or more than 675:Properties of the set 663: 596: 524: 471: 434: 362: 313: 1955: 1907: 1735: 1691: 1572: 1491: 1388: 1344: 1068: 1039: 664: 597: 525: 472: 435: 363: 314: 80:into non-overlapping 1916: 1825: 1700: 1582: 1501: 1398: 1353: 1263: 1026: integers  951: 606: 534: 485: 445: 372: 324: 249: 166:of all orders up to 54:non-negative integer 2050:Continuous wavelets 2045:Orthogonal wavelets 1757:)|| = 1. 924:orthonormal wavelet 26:orthonormal wavelet 1950: 1902: 1730: 1686: 1611: 1567: 1486: 1479: 1424: 1383: 1339: 1071: 1034: 863:) + α λ( 803:). In particular, 659: 592: 520: 467: 430: 358: 309: 1878: 1800:exponential decay 1668: 1649: 1610: 1556: 1478: 1464: 1423: 1315: 1027: 719:) if and only if 226:Strömberg wavelet 147:square integrable 22:Strömberg wavelet 2057: 2029: 2028: 2012: 2002: 1993: 1983: 1959: 1957: 1956: 1951: 1911: 1909: 1908: 1903: 1892: 1891: 1879: 1874: 1851: 1837: 1836: 1739: 1737: 1736: 1731: 1695: 1693: 1692: 1687: 1685: 1684: 1669: 1664: 1650: 1645: 1628: 1627: 1612: 1603: 1594: 1593: 1576: 1574: 1573: 1568: 1557: 1552: 1535: 1534: 1513: 1512: 1495: 1493: 1492: 1487: 1485: 1481: 1480: 1471: 1465: 1460: 1444: 1443: 1425: 1416: 1410: 1409: 1392: 1390: 1389: 1384: 1348: 1346: 1345: 1340: 1338: 1337: 1316: 1311: 1297: 1296: 1275: 1274: 1043: 1041: 1040: 1035: 1033: 1029: 1028: 1025: 999: 998: 986: 985: 976: 975: 971: 886:) is defined by 668: 666: 665: 660: 652: 651: 639: 638: 601: 599: 598: 593: 556: 555: 546: 545: 529: 527: 526: 521: 516: 515: 503: 502: 476: 474: 473: 468: 457: 456: 439: 437: 436: 431: 416: 415: 397: 396: 384: 383: 367: 365: 364: 359: 339: 338: 318: 316: 315: 310: 302: 301: 289: 288: 261: 260: 2065: 2064: 2060: 2059: 2058: 2056: 2055: 2054: 2035: 2034: 2033: 2032: 2025: 2004: 2003: 1996: 1984: 1973: 1968: 1914: 1913: 1883: 1828: 1823: 1822: 1805:The values of 1763: 1698: 1697: 1676: 1619: 1585: 1580: 1579: 1526: 1504: 1499: 1498: 1458: 1454: 1435: 1401: 1396: 1395: 1351: 1350: 1323: 1288: 1266: 1261: 1260: 1253: 1225: 1209: 1201: 1190: 1171: 1153: 1147: 1140: 1134: 1063: 990: 977: 959: 958: 954: 949: 948: 932: 920: 912: 885: 846: 824: 813: 802: 791: 780: 773: 762: 755: 685: 643: 624: 604: 603: 547: 537: 532: 531: 507: 488: 483: 482: 448: 443: 442: 407: 388: 375: 370: 369: 330: 322: 321: 293: 274: 252: 247: 246: 223: 216: 209: 196: 100: 62:discrete subset 46: 12: 11: 5: 2063: 2061: 2053: 2052: 2047: 2037: 2036: 2031: 2030: 2023: 1994: 1970: 1969: 1967: 1964: 1963: 1962: 1961: 1960: 1949: 1945: 1942: 1939: 1936: 1933: 1930: 1927: 1924: 1921: 1901: 1898: 1895: 1890: 1886: 1882: 1877: 1872: 1869: 1866: 1863: 1860: 1857: 1854: 1850: 1846: 1843: 1840: 1835: 1831: 1803: 1788: 1762: 1759: 1743: 1742: 1741: 1740: 1729: 1726: 1723: 1720: 1717: 1714: 1711: 1708: 1705: 1683: 1679: 1675: 1672: 1667: 1662: 1659: 1656: 1653: 1648: 1643: 1640: 1637: 1634: 1631: 1626: 1622: 1618: 1615: 1609: 1606: 1600: 1597: 1592: 1588: 1577: 1566: 1563: 1560: 1555: 1550: 1547: 1544: 1541: 1538: 1533: 1529: 1525: 1522: 1519: 1516: 1511: 1507: 1496: 1484: 1477: 1474: 1468: 1463: 1457: 1453: 1450: 1447: 1442: 1438: 1434: 1431: 1428: 1422: 1419: 1413: 1408: 1404: 1393: 1382: 1379: 1376: 1373: 1370: 1367: 1364: 1361: 1358: 1336: 1333: 1330: 1326: 1322: 1319: 1314: 1309: 1306: 1303: 1300: 1295: 1291: 1287: 1284: 1281: 1278: 1273: 1269: 1251: 1224: 1221: 1220: 1219: 1207: 1199: 1188: 1167: 1149: 1145: 1136: 1132: 1122: 1062: 1059: 1049:is a complete 1047: 1046: 1045: 1044: 1032: 1023: 1020: 1017: 1014: 1011: 1008: 1005: 1002: 997: 993: 989: 984: 980: 974: 970: 966: 962: 957: 931: 928: 919: 916: 915: 914: 910: 883: 844: 826: 822: 811: 800: 789: 778: 771: 760: 753: 747: 732: 727:) = 0 for all 684: 673: 672: 671: 670: 669: 658: 655: 650: 646: 642: 637: 634: 631: 627: 623: 620: 617: 614: 611: 591: 588: 585: 582: 578: 575: 572: 569: 565: 562: 559: 554: 550: 544: 540: 519: 514: 510: 506: 501: 498: 495: 491: 466: 463: 460: 455: 451: 440: 429: 426: 423: 420: 414: 410: 406: 403: 400: 395: 391: 387: 382: 378: 357: 354: 351: 348: 345: 342: 337: 333: 329: 319: 308: 305: 300: 296: 292: 287: 284: 281: 277: 273: 270: 267: 264: 259: 255: 232:is a function 221: 214: 207: 201: 200: 199: 198: 192: 171: 150: 96: 45: 42: 13: 10: 9: 6: 4: 3: 2: 2062: 2051: 2048: 2046: 2043: 2042: 2040: 2026: 2020: 2016: 2011: 2010: 2001: 1999: 1995: 1991: 1990: 1982: 1980: 1978: 1976: 1972: 1965: 1947: 1943: 1940: 1937: 1934: 1931: 1928: 1925: 1922: 1919: 1896: 1888: 1884: 1875: 1870: 1867: 1864: 1858: 1852: 1848: 1844: 1841: 1833: 1829: 1820: 1816: 1812: 1808: 1804: 1801: 1797: 1793: 1789: 1786: 1782: 1778: 1774: 1770: 1769: 1768: 1767: 1766: 1760: 1758: 1756: 1752: 1748: 1727: 1724: 1721: 1718: 1715: 1712: 1709: 1706: 1703: 1681: 1673: 1670: 1665: 1654: 1651: 1646: 1641: 1632: 1624: 1620: 1616: 1607: 1604: 1598: 1590: 1586: 1578: 1561: 1558: 1553: 1548: 1539: 1531: 1527: 1523: 1517: 1509: 1505: 1497: 1482: 1475: 1472: 1466: 1461: 1455: 1448: 1440: 1436: 1432: 1429: 1420: 1417: 1406: 1402: 1394: 1380: 1377: 1374: 1371: 1368: 1365: 1362: 1359: 1356: 1334: 1331: 1328: 1320: 1317: 1312: 1301: 1293: 1289: 1285: 1279: 1271: 1267: 1259: 1258: 1257: 1256: 1255: 1250: 1246: 1242: 1238: 1234: 1230: 1222: 1217: 1213: 1205: 1202:) are called 1198: 1194: 1187: 1183: 1179: 1175: 1170: 1165: 1161: 1157: 1152: 1144: 1139: 1131: 1127: 1123: 1120: 1116: 1112: 1108: 1104: 1100: 1096: 1092: 1088: 1084: 1080: 1076: 1075: 1074: 1067: 1060: 1058: 1056: 1052: 1030: 1021: 1018: 1015: 1012: 1006: 1003: 1000: 995: 991: 982: 978: 972: 968: 964: 960: 955: 947: 946: 945: 944: 943: 941: 937: 929: 927: 925: 917: 909: 905: 901: 897: 893: 889: 882: 878: 874: 870: 866: 862: 858: 854: 850: 843: 839: 835: 831: 827: 821: 817: 810: 806: 799: 795: 788: 784: 777: 770: 766: 759: 752: 748: 745: 741: 737: 733: 730: 726: 722: 718: 714: 710: 706: 703:be two. Then 702: 698: 697: 696: 694: 690: 682: 678: 674: 656: 648: 644: 632: 625: 621: 615: 609: 589: 586: 583: 580: 573: 567: 560: 552: 548: 542: 538: 512: 508: 496: 489: 480: 461: 453: 449: 441: 427: 424: 421: 418: 412: 401: 393: 389: 380: 376: 355: 352: 343: 335: 331: 320: 306: 298: 294: 282: 275: 271: 265: 257: 253: 245: 244: 243: 242: 241: 239: 235: 231: 227: 220: 213: 206: 195: 191: 187: 183: 179: 175: 172: 169: 165: 162: 158: 154: 151: 148: 144: 140: 137: 136: 135: 134: 133: 131: 127: 123: 120: 116: 112: 108: 104: 99: 95: 91: 87: 83: 79: 75: 71: 67: 63: 59: 55: 51: 43: 41: 39: 35: 31: 27: 24:is a certain 23: 19: 2008: 1989:Hardy spaces 1986: 1818: 1814: 1810: 1806: 1795: 1791: 1784: 1776: 1772: 1764: 1754: 1750: 1746: 1744: 1248: 1244: 1240: 1236: 1232: 1228: 1226: 1215: 1211: 1204:simple tents 1203: 1196: 1192: 1185: 1181: 1177: 1173: 1168: 1163: 1159: 1155: 1150: 1142: 1137: 1129: 1125: 1118: 1114: 1110: 1106: 1102: 1098: 1094: 1090: 1086: 1082: 1078: 1072: 1054: 1048: 939: 935: 933: 921: 907: 903: 899: 895: 891: 887: 880: 876: 872: 868: 864: 860: 856: 852: 848: 841: 837: 833: 829: 819: 815: 808: 804: 797: 793: 786: 782: 775: 768: 764: 757: 750: 743: 739: 735: 728: 724: 720: 716: 712: 708: 704: 700: 692: 688: 686: 680: 676: 530:, that is, 237: 233: 229: 225: 218: 211: 204: 202: 193: 189: 185: 177: 173: 167: 156: 152: 142: 138: 129: 125: 121: 114: 110: 106: 102: 97: 93: 89: 85: 77: 73: 70:real numbers 65: 57: 49: 47: 38:Hardy spaces 33: 30:Haar wavelet 21: 15: 1051:orthonormal 368:, that is, 164:derivatives 64:of the set 18:mathematics 2039:Categories 2024:0521570204 1966:References 1781:oscillates 1176:) = 0 if 1166:and λ 1085:) ∈ 875:) ∈ 836:) ∈ 814:) ⊂ 792:) ⊂ 767:such that 711:) ∈ 479:orthogonal 184:of degree 182:polynomial 161:continuous 84:. For any 44:Definition 1944:… 1868:− 1842:− 1728:… 1671:− 1652:− 1599:− 1559:− 1433:− 1381:… 1332:− 1318:− 1243:) : 1158:) = 1 if 1109:) : 1004:− 622:∈ 539:∫ 377:∫ 350:‖ 328:‖ 272:∈ 228:of order 119:functions 82:intervals 1247:∈ 1184:∈ 1180:≠ 1128:∈ 1124:To each 1113:∈ 906:∈ 774:⊂ 602:for all 1093:) then 930:Theorem 847:) then 180:) is a 128:) over 76:splits 72:. Then 60:be any 52:be any 34:wavelet 2021:  1798:) has 1787:-axis. 1783:about 902:) for 159:) has 92:, let 56:. Let 20:, the 2017:–14. 1745:Here 1117:} of 781:then 145:) is 105:with 2019:ISBN 1912:for 1696:for 1349:for 934:Let 894:) = 855:) = 756:and 48:Let 1208:1/2 1141:in 1077:If 828:If 749:If 695:): 481:to 477:is 203:If 88:in 68:of 16:In 2041:: 1997:^ 1974:^ 1865:10 1779:) 1162:= 1057:. 926:. 825:). 428:1. 217:= 40:. 2027:. 2015:5 1948:. 1941:, 1938:3 1935:, 1932:2 1929:, 1926:1 1923:= 1920:k 1900:) 1897:k 1894:( 1889:0 1885:S 1881:) 1876:3 1871:6 1862:( 1859:= 1856:) 1853:2 1849:/ 1845:k 1839:( 1834:0 1830:S 1819:t 1815:t 1811:t 1809:( 1807:S 1802:. 1796:t 1794:( 1792:S 1785:t 1777:t 1775:( 1773:S 1755:t 1753:( 1751:S 1747:S 1725:, 1722:3 1719:, 1716:2 1713:, 1710:1 1707:= 1704:k 1682:k 1678:) 1674:2 1666:3 1661:( 1658:) 1655:2 1647:3 1642:2 1639:( 1636:) 1633:1 1630:( 1625:0 1621:S 1617:= 1614:) 1608:2 1605:k 1596:( 1591:0 1587:S 1565:) 1562:2 1554:3 1549:2 1546:( 1543:) 1540:1 1537:( 1532:0 1528:S 1524:= 1521:) 1518:0 1515:( 1510:0 1506:S 1483:) 1476:2 1473:1 1467:+ 1462:3 1456:( 1452:) 1449:1 1446:( 1441:0 1437:S 1430:= 1427:) 1421:2 1418:1 1412:( 1407:0 1403:S 1378:, 1375:3 1372:, 1369:2 1366:, 1363:1 1360:= 1357:k 1335:1 1329:k 1325:) 1321:2 1313:3 1308:( 1305:) 1302:1 1299:( 1294:0 1290:S 1286:= 1283:) 1280:k 1277:( 1272:0 1268:S 1252:1 1249:A 1245:r 1241:r 1239:( 1237:S 1233:t 1231:( 1229:S 1218:) 1216:t 1212:t 1210:( 1200:0 1197:A 1195:( 1193:P 1189:0 1186:A 1182:r 1178:s 1174:r 1172:( 1169:s 1164:s 1160:r 1156:r 1154:( 1151:s 1146:0 1143:A 1138:s 1133:0 1130:A 1126:s 1121:. 1119:R 1115:V 1111:r 1107:r 1105:( 1103:f 1099:t 1097:( 1095:f 1091:V 1089:( 1087:P 1083:t 1081:( 1079:f 1055:R 1031:} 1022:k 1019:, 1016:j 1013:: 1010:) 1007:k 1001:t 996:j 992:2 988:( 983:m 979:S 973:2 969:/ 965:j 961:2 956:{ 940:m 936:S 913:. 911:0 908:A 904:r 900:r 898:( 896:f 892:r 890:( 888:g 884:0 881:A 879:( 877:P 873:t 871:( 869:g 865:t 861:t 859:( 857:g 853:t 851:( 849:f 845:1 842:A 840:( 838:P 834:t 832:( 830:f 823:1 820:A 818:( 816:P 812:0 809:A 807:( 805:P 801:2 798:V 796:( 794:P 790:1 787:V 785:( 783:P 779:2 776:V 772:1 769:V 765:R 761:2 758:V 754:1 751:V 744:V 742:( 740:P 736:V 731:. 729:t 725:t 723:( 721:f 717:V 715:( 713:P 709:t 707:( 705:f 701:V 693:V 691:( 689:P 683:) 681:V 679:( 677:P 657:. 654:) 649:0 645:A 641:( 636:) 633:m 630:( 626:P 619:) 616:t 613:( 610:f 590:0 587:= 584:t 581:d 577:) 574:t 571:( 568:f 564:) 561:t 558:( 553:m 549:S 543:R 518:) 513:0 509:A 505:( 500:) 497:m 494:( 490:P 465:) 462:t 459:( 454:m 450:S 425:= 422:t 419:d 413:2 409:| 405:) 402:t 399:( 394:m 390:S 386:| 381:R 356:1 353:= 347:) 344:t 341:( 336:m 332:S 307:. 304:) 299:1 295:A 291:( 286:) 283:m 280:( 276:P 269:) 266:t 263:( 258:m 254:S 238:t 236:( 234:S 230:m 222:0 219:A 215:1 212:A 208:0 205:A 197:. 194:r 190:I 186:m 178:t 176:( 174:f 170:. 168:m 157:t 155:( 153:f 149:. 143:t 141:( 139:f 130:R 126:t 124:( 122:f 115:V 113:( 111:P 107:r 103:V 98:r 94:I 90:V 86:r 78:R 74:V 66:R 58:V 50:m

Index

mathematics
orthonormal wavelet
Haar wavelet
Hardy spaces
non-negative integer
discrete subset
real numbers
intervals
functions
square integrable
continuous
derivatives
polynomial
orthogonal
orthonormal wavelet
orthonormal

oscillates
exponential decay




Hardy spaces


A Mathematical Introduction to Wavelets
5
ISBN
0521570204

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