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Sethi-Skiba point

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identified such indifference points for the first time in 1977. Further, Skiba, Sethi, and Deckert and Nishimura explored these indifference points in economic models. The term DNSS (Deckert, Nishimura, Sethi, Skiba) points, introduced by Grass et al., recognizes (alphabetically) the contributions of
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problems that exhibit multiple optimal solutions. A Sethi-Skiba point is an indifference point in an optimal control problem such that starting from such a point, the problem has more than one different optimal solutions. A good discussion of such points can be found in Grass et al.
167: 285: 1430:; Seidl, Andrea; Wrzaczek, Stefan (2022), Boado-Penas, MarĂ­a del Carmen; Eisenberg, Julia; Ĺžahin, Ĺžule (eds.), "COVID-19 and Optimal LockdownStrategies: The Effect of New and MoreVirulent Strains", 1177: 1287: 806: 862: 1064: 546: 1015: 907: 53: 1210: 1097: 690: 657: 314: 1395:
Sethi, S.P. (2021). " Optimal Control Theory: Applications to Management Science and Economics". Fourth Edition, Springer Nature Switzerland AG, ISBN 978-3-319-98236-6
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Zeiler, I., Caulkins, J., Grass, D., Tragler, G. (2009). Keeping Options Open: An Optimal Control Model with Trajectories that Reach a DNSS Point in Positive Time.
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Caulkins, J. P.; Feichtinger, G.; Grass, D.; Tragler, G. (2009). "Optimal control of terrorism and global reputation: A case study with novel threshold behavior".
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Deckert, D.W.; Nishimura, K. (1983). "A Complete Characterization of Optimal Growth Paths in an Aggregated Model with Nonconcave Production Function".
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if the system starting from it exhibits multiple optimal solutions or equilibria. Thus, at least in the neighborhood of
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are assumed to be continuously differentiable with respect to their arguments and they do not depend explicitly on time
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Some references on the applications of Sethi-Skiba points are Caulkins et al., Zeiler et al., and Carboni and Russu
1653:"Taxation, Corruption and Punishment: Integrating Evolutionary Game into the Optimal Control of Government Policy" 760: 1888: 810: 1020: 497: 974: 1693:(1977). "Nearest Feasible Paths in Optimal Control Problems: Theory, Examples, and Counterexamples". 1637:
I. Zeiler, J. P. Caulkins, and G. Tragler. When Two Become One: Optimal Control of Interacting Drug.
1491: 162:{\displaystyle \max _{u(t)\in \Omega }\int _{0}^{\infty }e^{-\rho t}\varphi \left(x(t),u(t)\right)dt} 1652: 867: 1819: 1745: 1710: 1182: 1069: 662: 629: 293: 1844: 1784: 1672: 1561: 1527: 1509: 1455: 1426:
Caulkins, Jonathan P.; Grass, Dieter; Feichtinger, Gustav; Hartl, Richard F.; Kort, Peter M.;
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Caulkins, Jonathan P.; Grass, Dieter; Feichtinger, Gustav; Hartl, Richard F.; Kort, Peter M.;
397: 912: 457: 1865: 1811: 1776: 1737: 1702: 1664: 1620: 1517: 1499: 1445: 1435: 1398: 1356: 1338: 1330: 1765:"Nearest feasible paths in optimal control problems: Theory, examples, and counterexamples" 719:
is an indifference point from which the system could move to either of the two equilibria.
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Optimal Control of Nonlinear Processes: With Applications in Drugs, Corruption, and Terror
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Caulkins, Jonathan; Grass, Dieter; Feichtinger, Gustav; Hartl, Richard; Kort, Peter M.;
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problems, Grass et al. and Zeiler et al. present examples that exhibit DNSS curves.
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Sethi, S.P., "Optimal Quarantine Programmes for Controlling an Epidemic Spread,"
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Grass, D.; Caulkins, J. P.; Feichtinger, G.; Tragler, G.; Behrens, D. A. (2008).
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Skiba, A.K. (1978). "Optimal Growth with a Convex-Concave Production Function".
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is the set of feasible controls and it also is explicitly independent of time
1788: 1676: 1513: 1352: 1584:, Seidl, A., Wrzaczek, A. (2020). “When should the Covid-19 lockdown end?”. 1390: 1802:
Sethi, S.P. (1979). "Optimal Advertising Policy with the Contagion Model".
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For further details and extensions, the reader is referred to Grass et al.
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Caulkins, J. P., Grass, D., Feichtinger, G., Hartl, R. F., Kort, P. M.,
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these authors. These indifference points have been also referred to as
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problems that are autonomous. These problems can be formulated as
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is a Sethi-Skiba point for this problem because the optimal path
280:{\displaystyle {\dot {x}}(t)=f\left(x(t),u(t)\right),x(0)=x_{0},} 43:
Of particular interest here are discounted infinite horizon
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are the state and control variables, respectively, at time
1601:, Vol. 48, No. 6, pp. 3698-3707.| doi =10.1137/080719741 | 548:. In such a problem with one-dimensional state variable 757:
A simple problem exhibiting this behavior is given by
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The economics of epidemics and emerging diseases. 1281: 1204: 1172:{\displaystyle x(t)=-1+e^{-t\left(x_{0}+1\right)}} 1171: 1091: 1058: 1009: 963: 934: 901: 856: 800: 711: 684: 651: 618: 587: 560: 540: 486: 466: 446: 426: 406: 386: 366: 337: 308: 279: 161: 1651:Carboni, Oliviero A.; Russu, Paolo (2021-06-01). 1480:"How long should the COVID-19 lockdown continue?" 1282:{\displaystyle x(t)=1+e^{-t\left(x_{0}-1\right)}} 1641:Vienna University of Technology, Vienna, Austria 1478:; Seidl, Andrea; Wrzaczek, Stefan (2020-12-02). 1317:; Seidl, Andrea; Wrzaczek, Stefan (2021-03-01). 58: 1804:Journal of Optimization Theory and Applications 1769:Journal of Optimization Theory and Applications 1695:Journal of Optimization Theory and Applications 1319:"The optimal lockdown intensity for COVID-19" 8: 801:{\displaystyle \varphi \left(x,u\right)=xu,} 1432:Pandemics: Insurance and Social Protection 626:, the system moves to one equilibrium for 1521: 1503: 1449: 1439: 1360: 1342: 1260: 1244: 1217: 1190: 1184: 1150: 1134: 1104: 1077: 1071: 1042: 1022: 993: 976: 947: 920: 914: 869: 812: 762: 703: 697: 676: 664: 643: 631: 610: 604: 579: 573: 553: 499: 479: 459: 439: 419: 399: 379: 350: 321: 295: 268: 183: 182: 180: 101: 91: 86: 61: 55: 1599:SIAM Journal on Control and Optimization 1838:Journal of Operational Research Society 1551: 1549: 1547: 1545: 1543: 1541: 1305: 857:{\displaystyle f\left(x,u\right)=-x+u,} 1059:{\displaystyle \left(-1+e^{-t}\right)} 541:{\displaystyle \left(x(.),u(.)\right)} 30:, also known as DNSS points, arise in 1010:{\displaystyle \left(1-e^{-t}\right)} 7: 1384: 1382: 1380: 909:. It is shown in Grass et al. that 871: 461: 92: 77: 25: 1323:Journal of Mathematical Economics 1657:International Game Theory Review 1228: 1222: 1115: 1109: 958: 952: 530: 524: 515: 509: 361: 355: 332: 326: 258: 252: 238: 232: 223: 217: 200: 194: 145: 139: 130: 124: 71: 65: 1: 1335:10.1016/j.jmateco.2021.102489 902:{\displaystyle \Omega =\left} 1870:10.1016/0022-0531(83)90081-9 1505:10.1371/journal.pone.0243413 1763:Sethi, S. P. (1977-12-01). 1613:Operations Research Letters 1441:10.1007/978-3-030-78334-1_9 1910: 1858:Journal of Economic Theory 1205:{\displaystyle x_{0}>0} 1092:{\displaystyle x_{0}<0} 685:{\displaystyle x<x_{0}} 652:{\displaystyle x>x_{0}} 309:{\displaystyle \rho >0} 1669:10.1142/S021919892050019X 1625:10.1016/j.orl.2009.07.003 1403:10.1007/978-3-319-98237-3 1389:Sethi, Suresh P. (2021). 1344:10067/1777560151162165141 1840:, 29(3), 1978, 265-268. 1391:"Optimal Control Theory" 407:{\displaystyle \varphi } 935:{\displaystyle x_{0}=0} 749:in earlier literature. 467:{\displaystyle \Omega } 1894:Mathematical economics 1283: 1212:, the optimal path is 1206: 1173: 1099:, the optimal path is 1093: 1060: 1011: 965: 936: 903: 858: 802: 713: 686: 653: 620: 589: 562: 542: 488: 468: 448: 428: 408: 388: 368: 339: 316:is the discount rate, 310: 281: 163: 1284: 1207: 1174: 1094: 1061: 1012: 966: 937: 904: 859: 803: 714: 712:{\displaystyle x_{0}} 687: 654: 621: 619:{\displaystyle x_{0}} 590: 588:{\displaystyle x_{0}} 563: 543: 489: 469: 449: 429: 409: 389: 369: 340: 311: 282: 164: 1216: 1183: 1103: 1070: 1021: 975: 964:{\displaystyle x(t)} 946: 913: 868: 811: 761: 722:For two-dimensional 696: 663: 630: 603: 572: 568:, the initial state 552: 498: 478: 458: 438: 418: 398: 378: 367:{\displaystyle u(t)} 349: 338:{\displaystyle x(t)} 320: 294: 179: 54: 1496:2020PLoSO..1543413C 659:and to another for 96: 1816:10.1007/BF00934454 1781:10.1007/BF00933297 1707:10.1007/BF00933297 1279: 1202: 1169: 1089: 1056: 1007: 961: 932: 899: 854: 798: 709: 682: 649: 616: 585: 558: 538: 484: 464: 444: 424: 404: 384: 364: 335: 306: 277: 159: 82: 81: 28:Sethi-Skiba points 1588:Ausgabe 69: 10-13 1567:978-3-540-77646-8 1476:Prskawetz, Alexia 1461:978-3-030-78334-1 1428:Prskawetz, Alexia 1412:978-3-319-98236-6 1315:Prskawetz, Alexia 692:. In this sense, 597:Sethi-Skiba point 561:{\displaystyle x} 487:{\displaystyle t} 447:{\displaystyle t} 427:{\displaystyle f} 387:{\displaystyle t} 191: 57: 16:(Redirected from 1901: 1874: 1873: 1853: 1847: 1834: 1828: 1827: 1799: 1793: 1792: 1760: 1754: 1753: 1725: 1719: 1718: 1687: 1681: 1680: 1648: 1642: 1635: 1629: 1628: 1608: 1602: 1595: 1589: 1578: 1572: 1571: 1553: 1536: 1535: 1525: 1507: 1490:(12): e0243413. 1471: 1465: 1464: 1453: 1443: 1423: 1417: 1416: 1386: 1375: 1374: 1364: 1346: 1310: 1288: 1286: 1285: 1280: 1278: 1277: 1276: 1272: 1265: 1264: 1211: 1209: 1208: 1203: 1195: 1194: 1178: 1176: 1175: 1170: 1168: 1167: 1166: 1162: 1155: 1154: 1098: 1096: 1095: 1090: 1082: 1081: 1066:. Note that for 1065: 1063: 1062: 1057: 1055: 1051: 1050: 1049: 1016: 1014: 1013: 1008: 1006: 1002: 1001: 1000: 970: 968: 967: 962: 941: 939: 938: 933: 925: 924: 908: 906: 905: 900: 898: 894: 863: 861: 860: 855: 835: 831: 807: 805: 804: 799: 785: 781: 718: 716: 715: 710: 708: 707: 691: 689: 688: 683: 681: 680: 658: 656: 655: 650: 648: 647: 625: 623: 622: 617: 615: 614: 594: 592: 591: 586: 584: 583: 567: 565: 564: 559: 547: 545: 544: 539: 537: 533: 493: 491: 490: 485: 473: 471: 470: 465: 453: 451: 450: 445: 433: 431: 430: 425: 413: 411: 410: 405: 393: 391: 390: 385: 373: 371: 370: 365: 344: 342: 341: 336: 315: 313: 312: 307: 286: 284: 283: 278: 273: 272: 245: 241: 193: 192: 184: 168: 166: 165: 160: 152: 148: 112: 111: 95: 90: 80: 21: 1909: 1908: 1904: 1903: 1902: 1900: 1899: 1898: 1889:Optimal control 1879: 1878: 1877: 1855: 1854: 1850: 1835: 1831: 1801: 1800: 1796: 1762: 1761: 1757: 1742:10.2307/1914229 1727: 1726: 1722: 1689: 1688: 1684: 1650: 1649: 1645: 1639:Working paper, 1636: 1632: 1610: 1609: 1605: 1596: 1592: 1579: 1575: 1568: 1555: 1554: 1539: 1473: 1472: 1468: 1462: 1425: 1424: 1420: 1413: 1388: 1387: 1378: 1312: 1311: 1307: 1303: 1295: 1256: 1255: 1251: 1240: 1214: 1213: 1186: 1181: 1180: 1146: 1145: 1141: 1130: 1101: 1100: 1073: 1068: 1067: 1038: 1028: 1024: 1019: 1018: 989: 982: 978: 973: 972: 944: 943: 916: 911: 910: 881: 877: 866: 865: 821: 817: 809: 808: 771: 767: 759: 758: 755: 738:Suresh P. Sethi 735: 724:optimal control 699: 694: 693: 672: 661: 660: 639: 628: 627: 606: 601: 600: 575: 570: 569: 550: 549: 505: 501: 496: 495: 476: 475: 456: 455: 436: 435: 416: 415: 396: 395: 376: 375: 347: 346: 318: 317: 292: 291: 264: 213: 209: 177: 176: 120: 116: 97: 52: 51: 45:optimal control 41: 32:optimal control 23: 22: 15: 12: 11: 5: 1907: 1905: 1897: 1896: 1891: 1881: 1880: 1876: 1875: 1864:(2): 332–354. 1848: 1829: 1810:(4): 615–627. 1794: 1775:(4): 563–579. 1755: 1736:(3): 527–539. 1720: 1701:(4): 563–579. 1682: 1663:(2): 2050019. 1643: 1630: 1619:(6): 387–391. 1603: 1590: 1573: 1566: 1537: 1466: 1460: 1418: 1411: 1376: 1304: 1302: 1299: 1294: 1291: 1275: 1271: 1268: 1263: 1259: 1254: 1250: 1247: 1243: 1239: 1236: 1233: 1230: 1227: 1224: 1221: 1201: 1198: 1193: 1189: 1165: 1161: 1158: 1153: 1149: 1144: 1140: 1137: 1133: 1129: 1126: 1123: 1120: 1117: 1114: 1111: 1108: 1088: 1085: 1080: 1076: 1054: 1048: 1045: 1041: 1037: 1034: 1031: 1027: 1005: 999: 996: 992: 988: 985: 981: 971:can be either 960: 957: 954: 951: 931: 928: 923: 919: 897: 893: 890: 887: 884: 880: 876: 873: 853: 850: 847: 844: 841: 838: 834: 830: 827: 824: 820: 816: 797: 794: 791: 788: 784: 780: 777: 774: 770: 766: 754: 751: 734: 731: 706: 702: 679: 675: 671: 668: 646: 642: 638: 635: 613: 609: 582: 578: 557: 536: 532: 529: 526: 523: 520: 517: 514: 511: 508: 504: 483: 463: 443: 423: 403: 383: 363: 360: 357: 354: 334: 331: 328: 325: 305: 302: 299: 288: 287: 276: 271: 267: 263: 260: 257: 254: 251: 248: 244: 240: 237: 234: 231: 228: 225: 222: 219: 216: 212: 208: 205: 202: 199: 196: 190: 187: 170: 169: 158: 155: 151: 147: 144: 141: 138: 135: 132: 129: 126: 123: 119: 115: 110: 107: 104: 100: 94: 89: 85: 79: 76: 73: 70: 67: 64: 60: 40: 37: 24: 14: 13: 10: 9: 6: 4: 3: 2: 1906: 1895: 1892: 1890: 1887: 1886: 1884: 1871: 1867: 1863: 1859: 1852: 1849: 1846: 1843: 1842:JSTOR 3009454 1839: 1833: 1830: 1825: 1821: 1817: 1813: 1809: 1805: 1798: 1795: 1790: 1786: 1782: 1778: 1774: 1770: 1766: 1759: 1756: 1751: 1747: 1743: 1739: 1735: 1731: 1724: 1721: 1716: 1712: 1708: 1704: 1700: 1696: 1692: 1686: 1683: 1678: 1674: 1670: 1666: 1662: 1658: 1654: 1647: 1644: 1640: 1634: 1631: 1626: 1622: 1618: 1614: 1607: 1604: 1600: 1594: 1591: 1587: 1583: 1582:Prskawetz, A. 1577: 1574: 1569: 1563: 1559: 1552: 1550: 1548: 1546: 1544: 1542: 1538: 1533: 1529: 1524: 1519: 1515: 1511: 1506: 1501: 1497: 1493: 1489: 1485: 1481: 1477: 1470: 1467: 1463: 1457: 1452: 1447: 1442: 1437: 1433: 1429: 1422: 1419: 1414: 1408: 1404: 1400: 1396: 1392: 1385: 1383: 1381: 1377: 1372: 1368: 1363: 1358: 1354: 1350: 1345: 1340: 1336: 1332: 1328: 1324: 1320: 1316: 1309: 1306: 1300: 1298: 1292: 1290: 1273: 1269: 1266: 1261: 1257: 1252: 1248: 1245: 1241: 1237: 1234: 1231: 1225: 1219: 1199: 1196: 1191: 1187: 1163: 1159: 1156: 1151: 1147: 1142: 1138: 1135: 1131: 1127: 1124: 1121: 1118: 1112: 1106: 1086: 1083: 1078: 1074: 1052: 1046: 1043: 1039: 1035: 1032: 1029: 1025: 1003: 997: 994: 990: 986: 983: 979: 955: 949: 929: 926: 921: 917: 895: 891: 888: 885: 882: 878: 874: 851: 848: 845: 842: 839: 836: 832: 828: 825: 822: 818: 814: 795: 792: 789: 786: 782: 778: 775: 772: 768: 764: 752: 750: 748: 744: 739: 732: 730: 727: 725: 720: 704: 700: 677: 673: 669: 666: 644: 640: 636: 633: 611: 607: 598: 580: 576: 555: 534: 527: 521: 518: 512: 506: 502: 481: 441: 421: 401: 381: 358: 352: 329: 323: 303: 300: 297: 274: 269: 265: 261: 255: 249: 246: 242: 235: 229: 226: 220: 214: 210: 206: 203: 197: 188: 185: 175: 174: 173: 156: 153: 149: 142: 136: 133: 127: 121: 117: 113: 108: 105: 102: 98: 87: 83: 74: 68: 62: 50: 49: 48: 46: 38: 36: 33: 29: 19: 1861: 1857: 1851: 1845:SSRN 3587573 1837: 1832: 1807: 1803: 1797: 1772: 1768: 1758: 1733: 1730:Econometrica 1729: 1723: 1698: 1694: 1685: 1660: 1656: 1646: 1638: 1633: 1616: 1612: 1606: 1598: 1593: 1585: 1576: 1560:. Springer. 1557: 1487: 1483: 1469: 1451:10419/229887 1431: 1421: 1394: 1326: 1322: 1308: 1296: 756: 746: 743:Skiba points 742: 736: 728: 721: 596: 595:is called a 394:, functions 289: 171: 42: 27: 26: 1691:Sethi, S.P. 1883:Categories 1329:: 102489. 1301:References 1293:Extensions 747:DNS points 39:Definition 18:DNSS point 1824:121398518 1789:1573-2878 1715:123705828 1677:0219-1989 1514:1932-6203 1353:0304-4068 1267:− 1246:− 1136:− 1122:− 1044:− 1030:− 995:− 987:− 883:− 872:Ω 840:− 765:φ 462:Ω 402:φ 298:ρ 189:˙ 114:φ 106:ρ 103:− 93:∞ 84:∫ 78:Ω 75:∈ 1586:OR News, 1532:33264368 1484:PLOS ONE 1371:33558783 1179:and for 1750:1914229 1523:7710360 1492:Bibcode 1362:7857053 753:Example 733:History 1822:  1787:  1748:  1713:  1675:  1564:  1530:  1520:  1512:  1458:  1409:  1369:  1359:  1351:  454:, and 290:where 1820:S2CID 1746:JSTOR 1711:S2CID 172:s.t. 1785:ISSN 1673:ISSN 1562:ISBN 1528:PMID 1510:ISSN 1456:ISBN 1407:ISBN 1367:PMID 1349:ISSN 1197:> 1084:< 864:and 670:< 637:> 414:and 345:and 301:> 1866:doi 1812:doi 1777:doi 1738:doi 1703:doi 1665:doi 1621:doi 1518:PMC 1500:doi 1446:hdl 1436:doi 1399:doi 1357:PMC 1339:hdl 1331:doi 1017:or 745:or 59:max 1885:: 1862:31 1860:. 1818:. 1808:29 1806:. 1783:. 1773:23 1771:. 1767:. 1744:. 1734:46 1732:. 1709:. 1699:23 1697:. 1671:. 1661:23 1659:. 1655:. 1617:37 1615:. 1540:^ 1526:. 1516:. 1508:. 1498:. 1488:15 1486:. 1482:. 1454:, 1444:, 1405:. 1397:. 1393:. 1379:^ 1365:. 1355:. 1347:. 1337:. 1327:93 1321:. 1289:. 1872:. 1868:: 1826:. 1814:: 1791:. 1779:: 1752:. 1740:: 1717:. 1705:: 1679:. 1667:: 1627:. 1623:: 1570:. 1534:. 1502:: 1494:: 1448:: 1438:: 1415:. 1401:: 1373:. 1341:: 1333:: 1274:) 1270:1 1262:0 1258:x 1253:( 1249:t 1242:e 1238:+ 1235:1 1232:= 1229:) 1226:t 1223:( 1220:x 1200:0 1192:0 1188:x 1164:) 1160:1 1157:+ 1152:0 1148:x 1143:( 1139:t 1132:e 1128:+ 1125:1 1119:= 1116:) 1113:t 1110:( 1107:x 1087:0 1079:0 1075:x 1053:) 1047:t 1040:e 1036:+ 1033:1 1026:( 1004:) 998:t 991:e 984:1 980:( 959:) 956:t 953:( 950:x 930:0 927:= 922:0 918:x 896:] 892:1 889:, 886:1 879:[ 875:= 852:, 849:u 846:+ 843:x 837:= 833:) 829:u 826:, 823:x 819:( 815:f 796:, 793:u 790:x 787:= 783:) 779:u 776:, 773:x 769:( 705:0 701:x 678:0 674:x 667:x 645:0 641:x 634:x 612:0 608:x 581:0 577:x 556:x 535:) 531:) 528:. 525:( 522:u 519:, 516:) 513:. 510:( 507:x 503:( 482:t 442:t 422:f 382:t 362:) 359:t 356:( 353:u 333:) 330:t 327:( 324:x 304:0 275:, 270:0 266:x 262:= 259:) 256:0 253:( 250:x 247:, 243:) 239:) 236:t 233:( 230:u 227:, 224:) 221:t 218:( 215:x 211:( 207:f 204:= 201:) 198:t 195:( 186:x 157:t 154:d 150:) 146:) 143:t 140:( 137:u 134:, 131:) 128:t 125:( 122:x 118:( 109:t 99:e 88:0 72:) 69:t 66:( 63:u 20:)

Index

DNSS point
optimal control
optimal control
optimal control
Suresh P. Sethi
Prskawetz, Alexia
"The optimal lockdown intensity for COVID-19"
doi
10.1016/j.jmateco.2021.102489
hdl
10067/1777560151162165141
ISSN
0304-4068
PMC
7857053
PMID
33558783



"Optimal Control Theory"
doi
10.1007/978-3-319-98237-3
ISBN
978-3-319-98236-6
Prskawetz, Alexia
doi
10.1007/978-3-030-78334-1_9
hdl
10419/229887

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