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Zero-order hold

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846: 149: 157: 176: 27: 1198: 799: 1034: 1401: 604: 1025: 344: 1648: 1211: 886: 205: 1193:{\displaystyle h_{\mathrm {ZOH} }(t)\,={\frac {1}{T}}\mathrm {rect} \left({\frac {t}{T}}-{\frac {1}{2}}\right)={\begin{cases}{\frac {1}{T}}&{\text{if }}0\leq t<T\\0&{\text{otherwise}}\end{cases}}} 456: 609: 794:{\displaystyle {\begin{aligned}x_{s}(t)&=\sum _{n=-\infty }^{\infty }x\cdot \delta \left({\frac {t-nT}{T}}\right)\\&{}=T\sum _{n=-\infty }^{\infty }x\cdot \delta (t-nT).\end{aligned}}} 1523: 1493: 834:) is equal to the mean value of the samples, so that the lowpass filter needed will have a DC gain of 1. Some authors use this scaling, while many others omit the time-scaling and the 384: 500: 1441: 1671:) (that, if ideally low-pass filtered, would result in the unique underlying bandlimited signal before sampling), but instead output a sequence of rectangular pulses, 821: 523: 522:
scaled to the sample values. The filter can then be analyzed in the frequency domain, for comparison with other reconstruction methods such as the
37: 1396:{\displaystyle H_{\mathrm {ZOH} }(f)={\mathcal {F}}\{h_{\mathrm {ZOH} }(t)\}={\frac {1-e^{-i2\pi fT}}{i2\pi fT}}=e^{-i\pi fT}\mathrm {sinc} (fT)} 1719: 527: 1815: 1020:{\displaystyle x_{\mathrm {ZOH} }(t)=\sum _{n=-\infty }^{\infty }x\cdot \mathrm {rect} \left({\frac {t-nT}{T}}-{\frac {1}{2}}\right)} 1793: 1768: 860:). It is identical to the rect function of Figure 1, except now scaled to have an area of 1 so the filter will have a DC gain of 1. 396: 1686:
function), means that there is an inherent effect of the ZOH on the effective frequency response of the DAC, resulting in a mild
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Begin by defining a continuous-time signal from the sample values, as above but using delta functions instead of rect functions:
1820: 95: 52: 339:{\displaystyle x_{\mathrm {ZOH} }(t)\,=\sum _{n=-\infty }^{\infty }x\cdot \mathrm {rect} \left({\frac {t-T/2-nT}{T}}\right)} 67: 1203: 74: 1707: 1653: 129: 1830: 865: 579:
what a DAC does in reality, the DAC output can be modeled by applying the hypothetical sequence of dirac impulses,
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by holding each sample value for one sample interval. It has several applications in electrical communication.
349: 1825: 63: 461: 561: 137: 1643:{\displaystyle H_{\mathrm {ZOH} }(s)={\mathcal {L}}\{h_{\mathrm {ZOH} }(t)\}\,={\frac {1-e^{-sT}}{sT}}\ } 1406: 125: 152:
Figure 1. The time-shifted and time-scaled rect function used in the time-domain analysis of the ZOH.
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A zero-order hold reconstructs the following continuous-time waveform from a sample sequence
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The equation above for the output of the ZOH can also be modeled as the output of a
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with impulse response equal to a rect function, and with input being a sequence of
598:) so that each input impulse results in the correct constant pulse in the output. 1694:, corresponding to a gain of sinc(1/2) = 2/Ď€). This drop is a consequence of the 1657: 594:
with such characteristics (which, for an LTI system, are fully described by the
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Discretization of linear state space models (assuming zero-order hold)
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Model of signal reconstruction in digital-to-analog (DAC) converters
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of gain at the higher frequencies (a 3.9224 dB loss at the
451:{\displaystyle \mathrm {rect} \left({\frac {t-T/2}{T}}\right)} 20: 1559: 1247: 1186: 842:, and hence dependent on the units of measurement of time. 838:, resulting in a low-pass filter model with a DC gain of 132:(DAC). That is, it describes the effect of converting a 883:)to the piecewise-constant signal (shown in Figure 2): 872:
that converts the sequence of modulated Dirac impulses
48: 1755:. Springer International Publishing AG. p. 459. 1526: 1452: 1409: 1214: 1037: 889: 809: 607: 464: 399: 352: 208: 1642: 1487: 1435: 1395: 1192: 1019: 815: 793: 494: 450: 378: 338: 534:or linear interpolation between sample values. 849:Figure 4. Impulse response of zero-order hold 8: 1594: 1564: 1495:commonly used in digital signal processing. 1488:{\displaystyle {\frac {\sin(\pi x)}{\pi x}}} 1282: 1252: 53:introducing citations to additional sources 124:) is a mathematical model of the practical 1752:Rudiments of Signal Processing and Systems 1614: 1601: 1597: 1572: 1571: 1558: 1557: 1532: 1531: 1525: 1453: 1451: 1410: 1408: 1367: 1349: 1301: 1288: 1260: 1259: 1246: 1245: 1220: 1219: 1213: 1178: 1149: 1137: 1129: 1111: 1098: 1079: 1069: 1065: 1043: 1042: 1036: 1002: 978: 959: 938: 924: 895: 894: 888: 808: 742: 728: 716: 684: 656: 642: 616: 608: 606: 470: 469: 463: 430: 418: 400: 398: 353: 351: 309: 297: 279: 258: 244: 236: 214: 213: 207: 1202:The effective frequency response is the 864:The zero-order hold is the hypothetical 198:, assuming one sample per time interval 43:Relevant discussion may be found on the 1741: 1698:property of a conventional DAC, and is 524:Whittaker–Shannon interpolation formula 379:{\displaystyle \mathrm {rect} (\cdot )} 552:), representing the discrete samples, 495:{\displaystyle x_{\mathrm {ZOH} }(t)} 160:Figure 2. Piecewise-constant signal 7: 1505:of the ZOH is found by substituting 1706:that might precede a conventional 1656:(DAC) do not output a sequence of 1579: 1576: 1573: 1539: 1536: 1533: 1436:{\displaystyle \mathrm {sinc} (x)} 1420: 1417: 1414: 1411: 1377: 1374: 1371: 1368: 1267: 1264: 1261: 1227: 1224: 1221: 1089: 1086: 1083: 1080: 1050: 1047: 1044: 969: 966: 963: 960: 939: 934: 902: 899: 896: 743: 738: 657: 652: 477: 474: 471: 410: 407: 404: 401: 363: 360: 357: 354: 289: 286: 283: 280: 259: 254: 221: 218: 215: 179:Figure 3. A modulated Dirac comb 14: 1720:Nyquist–Shannon sampling theorem 528:Nyquist–Shannon sampling theorem 36:relies largely or entirely on a 25: 1788:(fifth ed.). McGraw-Hill. 1591: 1585: 1551: 1545: 1471: 1462: 1430: 1424: 1390: 1381: 1279: 1273: 1239: 1233: 1062: 1056: 953: 947: 914: 908: 781: 766: 757: 751: 671: 665: 628: 622: 537:In this method, a sequence of 489: 483: 373: 367: 273: 267: 233: 227: 1: 592:linear, time-invariant filter 506:signal depicted in Figure 2. 458:is depicted in Figure 1, and 1654:digital-to-analog converters 1204:continuous Fourier transform 516:linear time-invariant filter 1786:Principles of Digital Audio 1708:analog-to-digital converter 130:digital-to-analog converter 1847: 1027:resulting in an effective 1816:Digital signal processing 1761:10.1007/978-3-030-76947-5 1206:of the impulse response. 1784:Ken C. Pohlmann (2000). 1652:The fact that practical 1031:(shown in Figure 4) of: 128:done by a conventional 1821:Electrical engineering 1644: 1489: 1437: 1397: 1194: 1021: 943: 861: 817: 795: 747: 661: 562:continuous-time signal 510:Frequency-domain model 496: 452: 380: 340: 263: 191: 172: 153: 138:continuous-time signal 1645: 1490: 1438: 1398: 1195: 1022: 920: 848: 818: 796: 724: 638: 497: 453: 381: 341: 240: 178: 159: 151: 126:signal reconstruction 1749:Tom J. Moir (2022). 1524: 1450: 1443:is the (normalized) 1407: 1212: 1035: 887: 807: 605: 575:Even though this is 462: 397: 388:rectangular function 350: 206: 134:discrete-time signal 49:improve this article 1684:piecewise constant 1640: 1485: 1433: 1393: 1190: 1185: 1017: 862: 813: 791: 789: 504:piecewise-constant 492: 448: 376: 336: 192: 173: 154: 1831:Signal processing 1692:Nyquist frequency 1639: 1635: 1503:transfer function 1500:Laplace transform 1483: 1340: 1181: 1152: 1145: 1119: 1106: 1077: 1010: 997: 816:{\displaystyle T} 703: 558:low-pass filtered 530:, or such as the 526:suggested by the 442: 330: 144:Time-domain model 114: 113: 99: 64:"Zero-order hold" 1838: 1800: 1799: 1781: 1775: 1774: 1746: 1725:First-order hold 1649: 1647: 1646: 1641: 1637: 1636: 1634: 1626: 1625: 1624: 1602: 1584: 1583: 1582: 1563: 1562: 1544: 1543: 1542: 1494: 1492: 1491: 1486: 1484: 1482: 1474: 1454: 1442: 1440: 1439: 1434: 1423: 1402: 1400: 1399: 1394: 1380: 1366: 1365: 1341: 1339: 1322: 1321: 1320: 1289: 1272: 1271: 1270: 1251: 1250: 1232: 1231: 1230: 1199: 1197: 1196: 1191: 1189: 1188: 1182: 1179: 1153: 1150: 1146: 1138: 1125: 1121: 1120: 1112: 1107: 1099: 1092: 1078: 1070: 1055: 1054: 1053: 1029:impulse response 1026: 1024: 1023: 1018: 1016: 1012: 1011: 1003: 998: 993: 979: 972: 942: 937: 907: 906: 905: 822: 820: 819: 814: 800: 798: 797: 792: 790: 746: 741: 717: 712: 708: 704: 699: 685: 660: 655: 621: 620: 596:impulse response 532:first-order hold 501: 499: 498: 493: 482: 481: 480: 457: 455: 454: 449: 447: 443: 438: 434: 419: 413: 385: 383: 382: 377: 366: 345: 343: 342: 337: 335: 331: 326: 313: 298: 292: 262: 257: 226: 225: 224: 109: 106: 100: 98: 57: 29: 21: 1846: 1845: 1841: 1840: 1839: 1837: 1836: 1835: 1806: 1805: 1804: 1803: 1796: 1783: 1782: 1778: 1771: 1748: 1747: 1743: 1738: 1716: 1704:sample and hold 1677: 1666: 1627: 1610: 1603: 1567: 1527: 1522: 1521: 1475: 1455: 1448: 1447: 1405: 1404: 1345: 1323: 1297: 1290: 1255: 1215: 1210: 1209: 1184: 1183: 1176: 1170: 1169: 1147: 1130: 1097: 1093: 1038: 1033: 1032: 980: 977: 973: 890: 885: 884: 877: 855: 828: 805: 804: 803:The scaling by 788: 787: 710: 709: 686: 680: 631: 612: 603: 602: 585: 547: 512: 465: 460: 459: 420: 414: 395: 394: 348: 347: 299: 293: 209: 204: 203: 185: 166: 146: 118:zero-order hold 110: 104: 101: 58: 56: 42: 30: 19: 12: 11: 5: 1844: 1842: 1834: 1833: 1828: 1826:Control theory 1823: 1818: 1808: 1807: 1802: 1801: 1794: 1776: 1769: 1740: 1739: 1737: 1734: 1733: 1732: 1727: 1722: 1715: 1712: 1675: 1664: 1658:dirac impulses 1633: 1630: 1623: 1620: 1617: 1613: 1609: 1606: 1600: 1596: 1593: 1590: 1587: 1581: 1578: 1575: 1570: 1566: 1561: 1556: 1553: 1550: 1547: 1541: 1538: 1535: 1530: 1481: 1478: 1473: 1470: 1467: 1464: 1461: 1458: 1432: 1429: 1426: 1422: 1419: 1416: 1413: 1392: 1389: 1386: 1383: 1379: 1376: 1373: 1370: 1364: 1361: 1358: 1355: 1352: 1348: 1344: 1338: 1335: 1332: 1329: 1326: 1319: 1316: 1313: 1310: 1307: 1304: 1300: 1296: 1293: 1287: 1284: 1281: 1278: 1275: 1269: 1266: 1263: 1258: 1254: 1249: 1244: 1241: 1238: 1235: 1229: 1226: 1223: 1218: 1187: 1177: 1175: 1172: 1171: 1168: 1165: 1162: 1159: 1156: 1148: 1144: 1141: 1136: 1135: 1133: 1128: 1124: 1118: 1115: 1110: 1105: 1102: 1096: 1091: 1088: 1085: 1082: 1076: 1073: 1068: 1064: 1061: 1058: 1052: 1049: 1046: 1041: 1015: 1009: 1006: 1001: 996: 992: 989: 986: 983: 976: 971: 968: 965: 962: 958: 955: 952: 949: 946: 941: 936: 933: 930: 927: 923: 919: 916: 913: 910: 904: 901: 898: 893: 875: 853: 826: 812: 786: 783: 780: 777: 774: 771: 768: 765: 762: 759: 756: 753: 750: 745: 740: 737: 734: 731: 727: 723: 720: 715: 713: 711: 707: 702: 698: 695: 692: 689: 683: 679: 676: 673: 670: 667: 664: 659: 654: 651: 648: 645: 641: 637: 634: 632: 630: 627: 624: 619: 615: 611: 610: 583: 545: 539:Dirac impulses 520:dirac impulses 511: 508: 491: 488: 485: 479: 476: 473: 468: 446: 441: 437: 433: 429: 426: 423: 417: 412: 409: 406: 403: 375: 372: 369: 365: 362: 359: 356: 334: 329: 325: 322: 319: 316: 312: 308: 305: 302: 296: 291: 288: 285: 282: 278: 275: 272: 269: 266: 261: 256: 253: 250: 247: 243: 239: 235: 232: 229: 223: 220: 217: 212: 183: 164: 145: 142: 112: 111: 47:. Please help 33: 31: 24: 17: 13: 10: 9: 6: 4: 3: 2: 1843: 1832: 1829: 1827: 1824: 1822: 1819: 1817: 1814: 1813: 1811: 1797: 1795:0-07-144156-5 1791: 1787: 1780: 1777: 1772: 1770:9783030769475 1766: 1762: 1758: 1754: 1753: 1745: 1742: 1735: 1731: 1728: 1726: 1723: 1721: 1718: 1717: 1713: 1711: 1709: 1705: 1701: 1697: 1693: 1689: 1685: 1681: 1674: 1670: 1663: 1659: 1655: 1650: 1631: 1628: 1621: 1618: 1615: 1611: 1607: 1604: 1598: 1588: 1568: 1554: 1548: 1528: 1519: 1516: 1512: 1508: 1504: 1501: 1496: 1479: 1476: 1468: 1465: 1459: 1456: 1446: 1445:sinc function 1427: 1387: 1384: 1362: 1359: 1356: 1353: 1350: 1346: 1342: 1336: 1333: 1330: 1327: 1324: 1317: 1314: 1311: 1308: 1305: 1302: 1298: 1294: 1291: 1285: 1276: 1256: 1242: 1236: 1216: 1207: 1205: 1200: 1173: 1166: 1163: 1160: 1157: 1154: 1142: 1139: 1131: 1126: 1122: 1116: 1113: 1108: 1103: 1100: 1094: 1074: 1071: 1066: 1059: 1039: 1030: 1013: 1007: 1004: 999: 994: 990: 987: 984: 981: 974: 956: 950: 944: 931: 928: 925: 921: 917: 911: 891: 882: 878: 871: 867: 859: 852: 847: 843: 841: 837: 833: 829: 810: 801: 784: 778: 775: 772: 769: 763: 760: 754: 748: 735: 732: 729: 725: 721: 718: 714: 705: 700: 696: 693: 690: 687: 681: 677: 674: 668: 662: 649: 646: 643: 639: 635: 633: 625: 617: 613: 599: 597: 593: 589: 582: 578: 573: 571: 567: 563: 560:to recover a 559: 555: 551: 544: 540: 535: 533: 529: 525: 521: 517: 509: 507: 505: 486: 466: 444: 439: 435: 431: 427: 424: 421: 415: 393:The function 391: 389: 370: 332: 327: 323: 320: 317: 314: 310: 306: 303: 300: 294: 276: 270: 264: 251: 248: 245: 241: 237: 230: 210: 201: 197: 189: 182: 177: 170: 163: 158: 150: 143: 141: 139: 135: 131: 127: 123: 119: 108: 97: 94: 90: 87: 83: 80: 76: 73: 69: 66: â€“  65: 61: 60:Find sources: 54: 50: 46: 40: 39: 38:single source 34:This article 32: 28: 23: 22: 16: 1785: 1779: 1751: 1744: 1699: 1695: 1679: 1672: 1668: 1661: 1651: 1517: 1514: 1510: 1506: 1497: 1208: 1201: 880: 873: 863: 857: 850: 839: 835: 831: 824: 802: 600: 587: 580: 576: 574: 569: 565: 553: 549: 542: 536: 513: 392: 199: 195: 193: 187: 180: 168: 161: 121: 117: 115: 102: 92: 85: 78: 71: 59: 35: 15: 1702:due to the 105:August 2021 1810:Categories 1736:References 870:LTI system 75:newspapers 1616:− 1608:− 1477:π 1466:π 1460:⁡ 1357:π 1351:− 1331:π 1312:π 1303:− 1295:− 1180:otherwise 1158:≤ 1109:− 1000:− 985:− 957:⋅ 940:∞ 935:∞ 932:− 922:∑ 773:− 764:δ 761:⋅ 744:∞ 739:∞ 736:− 726:∑ 691:− 678:δ 675:⋅ 658:∞ 653:∞ 650:− 640:∑ 425:− 371:⋅ 318:− 304:− 277:⋅ 260:∞ 255:∞ 252:− 242:∑ 45:talk page 1714:See also 1688:roll-off 1151:if  590:), to a 1710:(ADC). 502:is the 386:is the 89:scholar 1792:  1767:  1638:  1403:where 866:filter 346:where 91:  84:  77:  70:  62:  1682:) (a 556:, is 136:to a 96:JSTOR 82:books 1790:ISBN 1765:ISBN 1696:hold 1498:The 1164:< 116:The 68:news 1757:doi 1700:not 1676:ZOH 1457:sin 868:or 854:ZOH 577:not 572:). 165:ZOH 122:ZOH 51:by 1812:: 1763:. 1660:, 1520:: 1513:2 1509:= 564:, 541:, 390:. 202:: 190:). 171:). 1798:. 1773:. 1759:: 1680:t 1678:( 1673:x 1669:t 1667:( 1665:s 1662:x 1632:T 1629:s 1622:T 1619:s 1612:e 1605:1 1599:= 1595:} 1592:) 1589:t 1586:( 1580:H 1577:O 1574:Z 1569:h 1565:{ 1560:L 1555:= 1552:) 1549:s 1546:( 1540:H 1537:O 1534:Z 1529:H 1518:f 1515:Ď€ 1511:i 1507:s 1480:x 1472:) 1469:x 1463:( 1431:) 1428:x 1425:( 1421:c 1418:n 1415:i 1412:s 1391:) 1388:T 1385:f 1382:( 1378:c 1375:n 1372:i 1369:s 1363:T 1360:f 1354:i 1347:e 1343:= 1337:T 1334:f 1328:2 1325:i 1318:T 1315:f 1309:2 1306:i 1299:e 1292:1 1286:= 1283:} 1280:) 1277:t 1274:( 1268:H 1265:O 1262:Z 1257:h 1253:{ 1248:F 1243:= 1240:) 1237:f 1234:( 1228:H 1225:O 1222:Z 1217:H 1174:0 1167:T 1161:t 1155:0 1143:T 1140:1 1132:{ 1127:= 1123:) 1117:2 1114:1 1104:T 1101:t 1095:( 1090:t 1087:c 1084:e 1081:r 1075:T 1072:1 1067:= 1063:) 1060:t 1057:( 1051:H 1048:O 1045:Z 1040:h 1014:) 1008:2 1005:1 995:T 991:T 988:n 982:t 975:( 970:t 967:c 964:e 961:r 954:] 951:n 948:[ 945:x 929:= 926:n 918:= 915:) 912:t 909:( 903:H 900:O 897:Z 892:x 881:t 879:( 876:s 874:x 858:t 856:( 851:h 840:T 836:T 832:t 830:( 827:s 825:x 811:T 785:. 782:) 779:T 776:n 770:t 767:( 758:] 755:n 752:[ 749:x 733:= 730:n 722:T 719:= 706:) 701:T 697:T 694:n 688:t 682:( 672:] 669:n 666:[ 663:x 647:= 644:n 636:= 629:) 626:t 623:( 618:s 614:x 588:t 586:( 584:s 581:x 570:t 568:( 566:x 554:x 550:t 548:( 546:s 543:x 490:) 487:t 484:( 478:H 475:O 472:Z 467:x 445:) 440:T 436:2 432:/ 428:T 422:t 416:( 411:t 408:c 405:e 402:r 374:) 368:( 364:t 361:c 358:e 355:r 333:) 328:T 324:T 321:n 315:2 311:/ 307:T 301:t 295:( 290:t 287:c 284:e 281:r 274:] 271:n 268:[ 265:x 249:= 246:n 238:= 234:) 231:t 228:( 222:H 219:O 216:Z 211:x 200:T 196:x 188:t 186:( 184:s 181:x 169:t 167:( 162:x 120:( 107:) 103:( 93:· 86:· 79:· 72:· 55:. 41:.

Index


single source
talk page
improve this article
introducing citations to additional sources
"Zero-order hold"
news
newspapers
books
scholar
JSTOR
signal reconstruction
digital-to-analog converter
discrete-time signal
continuous-time signal



rectangular function
piecewise-constant
linear time-invariant filter
dirac impulses
Whittaker–Shannon interpolation formula
Nyquist–Shannon sampling theorem
first-order hold
Dirac impulses
low-pass filtered
continuous-time signal
linear, time-invariant filter
impulse response

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