Get quick answers to your questions about the article from our AI researcher chatbot
{'id': 'https://openalex.org/W1764424207', 'doi': 'https://doi.org/10.1029/2001wr001183', 'title': 'Comment on “Bayesian recursive parameter estimation for hydrologic models” by M. Thiemann, M. Trosset, H. Gupta, and S. Sorooshian', 'display_name': 'Comment on “Bayesian recursive parameter estimation for hydrologic models” by M. Thiemann, M. Trosset, H. Gupta, and S. Sorooshian', 'publication_year': 2003, 'publication_date': '2003-05-01', 'ids': {'openalex': 'https://openalex.org/W1764424207', 'doi': 'https://doi.org/10.1029/2001wr001183', 'mag': '1764424207'}, 'language': 'en', 'primary_location': {'is_oa': True, 'landing_page_url': 'https://doi.org/10.1029/2001wr001183', 'pdf_url': 'https://onlinelibrary.wiley.com/doi/pdfdirect/10.1029/2001WR001183', 'source': {'id': 'https://openalex.org/S204847658', 'display_name': 'Water Resources Research', 'issn_l': '0043-1397', 'issn': ['0043-1397', '1944-7973'], 'is_oa': True, 'is_in_doaj': False, 'is_core': True, 'host_organization': 'https://openalex.org/P4310320595', 'host_organization_name': 'Wiley', 'host_organization_lineage': ['https://openalex.org/P4310320595'], 'host_organization_lineage_names': ['Wiley'], 'type': 'journal'}, 'license': None, 'license_id': None, 'version': 'publishedVersion', 'is_accepted': True, 'is_published': True}, 'type': 'article', 'type_crossref': 'journal-article', 'indexed_in': ['crossref'], 'open_access': {'is_oa': True, 'oa_status': 'bronze', 'oa_url': 'https://onlinelibrary.wiley.com/doi/pdfdirect/10.1029/2001WR001183', 'any_repository_has_fulltext': True}, 'authorships': [{'author_position': 'first', 'author': {'id': 'https://openalex.org/A5030563324', 'display_name': 'Keith Beven', 'orcid': 'https://orcid.org/0000-0001-7465-3934'}, 'institutions': [{'id': 'https://openalex.org/I67415387', 'display_name': 'Lancaster University', 'ror': 'https://ror.org/04f2nsd36', 'country_code': 'GB', 'type': 'education', 'lineage': ['https://openalex.org/I67415387']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'Keith Beven', 'raw_affiliation_strings': ['Environmental Science, Lancaster University,Lancaster,UK'], 'affiliations': [{'raw_affiliation_string': 'Environmental Science, Lancaster University,Lancaster,UK', 'institution_ids': ['https://openalex.org/I67415387']}]}, {'author_position': 'last', 'author': {'id': 'https://openalex.org/A5031146693', 'display_name': 'Peter C. Young', 'orcid': 'https://orcid.org/0000-0002-9984-3432'}, 'institutions': [{'id': 'https://openalex.org/I67415387', 'display_name': 'Lancaster University', 'ror': 'https://ror.org/04f2nsd36', 'country_code': 'GB', 'type': 'education', 'lineage': ['https://openalex.org/I67415387']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'Peter Young', 'raw_affiliation_strings': ['Environmental Science, Lancaster University,Lancaster,UK'], 'affiliations': [{'raw_affiliation_string': 'Environmental Science, Lancaster University,Lancaster,UK', 'institution_ids': ['https://openalex.org/I67415387']}]}], 'institution_assertions': [], 'countries_distinct_count': 1, 'institutions_distinct_count': 1, 'corresponding_author_ids': [], 'corresponding_institution_ids': [], 'apc_list': {'value': 3000, 'currency': 'USD', 'value_usd': 3000, 'provenance': 'doaj'}, 'apc_paid': None, 'fwci': 11.233, 'has_fulltext': True, 'fulltext_origin': 'pdf', 'cited_by_count': 45, 'citation_normalized_percentile': {'value': 0.881546, 'is_in_top_1_percent': False, 'is_in_top_10_percent': False}, 'cited_by_percentile_year': {'min': 91, 'max': 92}, 'biblio': {'volume': '39', 'issue': '5', 'first_page': None, 'last_page': None}, 'is_retracted': False, 'is_paratext': False, 'primary_topic': {'id': 'https://openalex.org/T10330', 'display_name': 'Hydrology and Watershed Management Studies', 'score': 0.9994, 'subfield': {'id': 'https://openalex.org/subfields/2312', 'display_name': 'Water Science and Technology'}, 'field': {'id': 'https://openalex.org/fields/23', 'display_name': 'Environmental Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, 'topics': [{'id': 'https://openalex.org/T10330', 'display_name': 'Hydrology and Watershed Management Studies', 'score': 0.9994, 'subfield': {'id': 'https://openalex.org/subfields/2312', 'display_name': 'Water Science and Technology'}, 'field': {'id': 'https://openalex.org/fields/23', 'display_name': 'Environmental Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, {'id': 'https://openalex.org/T11186', 'display_name': 'Hydrology and Drought Analysis', 'score': 0.9958, 'subfield': {'id': 'https://openalex.org/subfields/2306', 'display_name': 'Global and Planetary Change'}, 'field': {'id': 'https://openalex.org/fields/23', 'display_name': 'Environmental Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, {'id': 'https://openalex.org/T11490', 'display_name': 'Hydrological Forecasting Using AI', 'score': 0.9955, 'subfield': {'id': 'https://openalex.org/subfields/2305', 'display_name': 'Environmental Engineering'}, 'field': {'id': 'https://openalex.org/fields/23', 'display_name': 'Environmental Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}], 'keywords': [], 'concepts': [{'id': 'https://openalex.org/C107673813', 'wikidata': 'https://www.wikidata.org/wiki/Q812534', 'display_name': 'Bayesian probability', 'level': 2, 'score': 0.62006235}, {'id': 'https://openalex.org/C33923547', 'wikidata': 'https://www.wikidata.org/wiki/Q395', 'display_name': 'Mathematics', 'level': 0, 'score': 0.47163746}, {'id': 'https://openalex.org/C149782125', 'wikidata': 'https://www.wikidata.org/wiki/Q160039', 'display_name': 'Econometrics', 'level': 1, 'score': 0.46609536}, {'id': 'https://openalex.org/C105795698', 'wikidata': 'https://www.wikidata.org/wiki/Q12483', 'display_name': 'Statistics', 'level': 1, 'score': 0.42101613}, {'id': 'https://openalex.org/C28826006', 'wikidata': 'https://www.wikidata.org/wiki/Q33521', 'display_name': 'Applied mathematics', 'level': 1, 'score': 0.3425035}], 'mesh': [], 'locations_count': 2, 'locations': [{'is_oa': True, 'landing_page_url': 'https://doi.org/10.1029/2001wr001183', 'pdf_url': 'https://onlinelibrary.wiley.com/doi/pdfdirect/10.1029/2001WR001183', 'source': {'id': 'https://openalex.org/S204847658', 'display_name': 'Water Resources Research', 'issn_l': '0043-1397', 'issn': ['0043-1397', '1944-7973'], 'is_oa': True, 'is_in_doaj': False, 'is_core': True, 'host_organization': 'https://openalex.org/P4310320595', 'host_organization_name': 'Wiley', 'host_organization_lineage': ['https://openalex.org/P4310320595'], 'host_organization_lineage_names': ['Wiley'], 'type': 'journal'}, 'license': None, 'license_id': None, 'version': 'publishedVersion', 'is_accepted': True, 'is_published': True}, {'is_oa': True, 'landing_page_url': 'https://escholarship.org/uc/item/7bg0c7xg', 'pdf_url': 'https://escholarship.org/content/qt7bg0c7xg/qt7bg0c7xg.pdf?t=q717n9', 'source': {'id': 'https://openalex.org/S4306400115', 'display_name': 'eScholarship (California Digital Library)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I2801248553', 'host_organization_name': 'California Digital Library', 'host_organization_lineage': ['https://openalex.org/I2801248553'], 'host_organization_lineage_names': ['California Digital Library'], 'type': 'repository'}, 'license': 'cc-by', 'license_id': 'https://openalex.org/licenses/cc-by', 'version': 'publishedVersion', 'is_accepted': True, 'is_published': True}], 'best_oa_location': {'is_oa': True, 'landing_page_url': 'https://doi.org/10.1029/2001wr001183', 'pdf_url': 'https://onlinelibrary.wiley.com/doi/pdfdirect/10.1029/2001WR001183', 'source': {'id': 'https://openalex.org/S204847658', 'display_name': 'Water Resources Research', 'issn_l': '0043-1397', 'issn': ['0043-1397', '1944-7973'], 'is_oa': True, 'is_in_doaj': False, 'is_core': True, 'host_organization': 'https://openalex.org/P4310320595', 'host_organization_name': 'Wiley', 'host_organization_lineage': ['https://openalex.org/P4310320595'], 'host_organization_lineage_names': ['Wiley'], 'type': 'journal'}, 'license': None, 'license_id': None, 'version': 'publishedVersion', 'is_accepted': True, 'is_published': True}, 'sustainable_development_goals': [], 'grants': [], 'datasets': [], 'versions': [], 'referenced_works_count': 24, 'referenced_works': ['https://openalex.org/W1501910339', 'https://openalex.org/W1597511115', 'https://openalex.org/W163200799', 'https://openalex.org/W1973333099', 'https://openalex.org/W1977081203', 'https://openalex.org/W1991921673', 'https://openalex.org/W200858817', 'https://openalex.org/W2016952331', 'https://openalex.org/W2017461955', 'https://openalex.org/W2040117584', 'https://openalex.org/W2046508589', 'https://openalex.org/W204926337', 'https://openalex.org/W2075235192', 'https://openalex.org/W2077611006', 'https://openalex.org/W2121032760', 'https://openalex.org/W2141345698', 'https://openalex.org/W2148615810', 'https://openalex.org/W2149071528', 'https://openalex.org/W2157539439', 'https://openalex.org/W2205763761', 'https://openalex.org/W2251191866', 'https://openalex.org/W2480861642', 'https://openalex.org/W2573886699', 'https://openalex.org/W4231786831'], 'related_works': ['https://openalex.org/W4245490552', 'https://openalex.org/W4225152035', 'https://openalex.org/W3002753104', 'https://openalex.org/W2911598644', 'https://openalex.org/W2077600819', 'https://openalex.org/W2061531152', 'https://openalex.org/W2042127053', 'https://openalex.org/W2007980826', 'https://openalex.org/W1979597421', 'https://openalex.org/W1587224694'], 'abstract_inverted_index': {'[1]': [0], 'We': [1, 1588, 2306, 2348, 2450], 'believe': [2], 'that': [3, 51, 77, 250, 327, 342, 349, 400, 452, 479, 1068, 1090, 1196, 1254, 1271, 1304, 1325, 1591, 1627, 1641, 1692, 1747, 1775, 1807, 1878, 1963, 1983, 2024, 2115, 2210, 2219, 2226, 2254, 2261, 2283, 2310, 2318, 2373, 2390], 'the': [4, 20, 23, 38, 43, 65, 70, 74, 94, 98, 102, 107, 116, 127, 140, 145, 157, 162, 165, 174, 216, 221, 223, 226, 234, 243, 247, 251, 258, 294, 321, 328, 345, 354, 386, 391, 412, 431, 444, 463, 475, 480, 486, 492, 496, 506, 510, 513, 521, 526, 531, 534, 541, 544, 552, 555, 593, 607, 612, 615, 622, 634, 637, 641, 646, 652, 658, 661, 684, 692, 695, 701, 708, 727, 733, 745, 759, 799, 826, 832, 841, 847, 861, 880, 886, 889, 901, 914, 919, 925, 954, 982, 1030, 1033, 1044, 1056, 1064, 1069, 1078, 1094, 1116, 1123, 1126, 1165, 1185, 1200, 1207, 1227, 1236, 1245, 1248, 1266, 1272, 1277, 1296, 1307, 1311, 1331, 1340, 1344, 1359, 1383, 1399, 1402, 1437, 1440, 1454, 1466, 1482, 1498, 1508, 1513, 1532, 1554, 1570, 1573, 1592, 1612, 1617, 1625, 1630, 1634, 1642, 1654, 1658, 1662, 1665, 1669, 1673, 1682, 1698, 1716, 1720, 1748, 1762, 1766, 1773, 1777, 1788, 1799, 1809, 1828, 1833, 1844, 1848, 1880, 1883, 1887, 1935, 1943, 1964, 1987, 2018, 2029, 2035, 2047, 2052, 2074, 2077, 2093, 2110, 2127, 2188, 2195, 2211, 2221, 2227, 2239, 2244, 2262, 2268, 2284, 2287, 2296, 2353, 2374, 2396, 2403, 2434, 2471, 2498], 'paper': [5, 103, 245, 1649, 1835], 'by': [6, 112, 242, 264, 602, 1184, 1379, 1459, 1553, 1660, 1704, 1794, 1875, 1920, 2039, 2438], 'Thiemann': [7], 'et': [8, 788, 1580, 1585, 1996, 2182], 'al.': [9, 1581, 1586], '[2001]': [10, 1708], '(hereinafter': [11], 'referred': [12], 'to': [13, 32, 93, 148, 196, 213, 268, 281, 333, 569, 592, 640, 683, 905, 924, 952, 959, 961, 969, 975, 986, 1032, 1080, 1109, 1111, 1175, 1178, 1217, 1276, 1339, 1363, 1390, 1397, 1445, 1453, 1475, 1550, 1651, 1680, 1787, 1862, 1882, 2044, 2155, 2205, 2217, 2229, 2293, 2316, 2457, 2465, 2467, 2475, 2483, 2493], 'as': [14, 110, 120, 262, 600, 711, 929, 998, 1702, 1756, 1792, 1803, 1934, 2141, 2143, 2165, 2252, 2267], 'TTGS),': [15], 'while': [16], 'formally': [17], 'correct': [18], 'within': [19, 1491, 1842, 2150], 'limitations': [21], 'of': [22, 26, 37, 45, 63, 89, 115, 156, 167, 176, 201, 218, 323, 347, 390, 430, 495, 512, 533, 543, 554, 614, 636, 660, 675, 691, 707, 729, 758, 840, 860, 870, 874, 888, 900, 934, 945, 956, 979, 990, 1077, 1104, 1122, 1152, 1158, 1170, 1222, 1242, 1306, 1330, 1343, 1361, 1382, 1401, 1421, 1439, 1501, 1512, 1556, 1572, 1578, 1614, 1619, 1633, 1657, 1664, 1684, 1734, 1760, 1765, 1811, 1813, 1840, 1937, 1945, 1978, 1992, 2049, 2054, 2076, 2086, 2112, 2190, 2194, 2238, 2271, 2286, 2298, 2356, 2413, 2462, 2473, 2478], 'underlying': [24], 'assumptions': [25, 54, 183, 1256, 1846, 1993, 2030, 2364, 2375], 'their': [27, 359, 1179, 1188, 1255, 2203, 2366], 'analysis,': [28], 'does': [29, 1233, 1949, 2021], 'not': [30, 737, 751, 1008, 1234, 1261, 1327, 1599, 1929, 1950, 2022, 2215, 2249, 2387], 'lead': [31, 1110, 1444], 'sensible': [33], 'results': [34, 99, 853, 1470, 1519, 1873], 'in': [35, 86, 101, 106, 172, 220, 225, 233, 283, 293, 366, 374, 383, 433, 469, 523, 651, 681, 688, 724, 732, 741, 773, 780, 831, 838, 854, 931, 964, 981, 1019, 1029, 1043, 1055, 1093, 1101, 1125, 1155, 1164, 1187, 1199, 1206, 1215, 1247, 1257, 1281, 1429, 1449, 1473, 1481, 1497, 1520, 1647, 1668, 1672, 1742, 1832, 1879, 1911, 1925, 2012, 2073, 2088, 2108, 2124, 2130, 2175, 2243, 2295, 2332, 2343, 2383, 2395, 2402, 2444, 2455, 2481], 'respect': [36, 1338, 1927], 'uncertainties': [39], 'normally': [40, 752], 'associated': [41, 360, 1309, 2057, 2079], 'with': [42, 271, 308, 338, 677, 867, 893, 1310, 1337, 1369, 1531, 1538, 1569, 2058, 2080, 2118, 2326, 2334, 2426, 2453], 'parameters': [44, 130, 432, 498, 557, 654, 974, 1273, 2193], 'hydrological': [46], 'models.': [47, 2060], 'Moreover,': [48, 353], 'we': [49, 1006, 1637, 2100, 2122, 2370], 'feel': [50], 'where': [52, 918, 1410, 2167, 2441], 'these': [53, 202, 1391, 2407], 'are': [55, 131, 169, 204, 396, 460, 467, 516, 525, 558, 618, 625, 778, 1023, 1036, 1049, 1071, 1326, 1334, 1387, 1457, 1488, 1984, 2031, 2069, 2116, 2123, 2307, 2319, 2376, 2392, 2490], 'reasonable,': [56], 'there': [57, 1035, 1048, 1290, 2255], 'may': [58, 1260, 2276, 2281], 'be': [59, 149, 212, 291, 364, 669, 738, 1015, 1107, 1262, 1287, 1695, 1754, 1868, 1892, 1967, 2042, 2148, 2163, 2250, 2277, 2282, 2381, 2448], 'more': [60, 369, 572, 765, 973, 1135, 2095, 2106], 'effective': [61], 'ways': [62], 'achieving': [64], 'same': [66, 827, 1278], 'ends.': [67], 'In': [68, 137, 159, 256, 318, 441, 796, 1191, 1225, 1264, 2202, 2368], 'effect,': [69, 1192], 'BARE': [71, 108, 259, 603, 685, 1536, 2212, 2369], 'methodology': [72, 1420, 1791, 1806, 1830, 1890], 'and': [73, 126, 229, 313, 340, 358, 394, 491, 502, 518, 530, 584, 589, 621, 664, 793, 811, 1025, 1038, 1047, 1051, 1137, 1209, 1333, 1348, 1426, 1559, 1583, 1624, 1706, 1815, 1822, 1855, 1860, 1870, 1928, 1957, 2006, 2066, 2198, 2225, 2247, 2279, 2302, 2322, 2362, 2379, 2419, 2433], 'GLUE': [75, 1778, 1796, 1915, 2040, 2384], 'approach': [76, 210, 1577, 2213], 'they': [78, 1725, 2391], 'contrast': [79, 682], 'it': [80, 122, 288, 566, 712, 949, 1193, 1515, 1628, 1745, 1852, 2280, 2385], 'with,': [81], 'represent': [82], 'two': [83, 302, 388, 456, 545, 1510, 2408], 'extreme': [84], 'positions': [85], 'a': [87, 185, 208, 300, 334, 367, 377, 447, 571, 754, 769, 855, 868, 907, 939, 1016, 1074, 1081, 1119, 1129, 1149, 1219, 1323, 1355, 1407, 1431, 1492, 1524, 1711, 1728, 1740, 1758, 1783, 1804, 1837, 1912, 1952, 1969, 1976, 2081, 2084, 2089, 2230, 2236, 2311, 2324, 2459], 'spectrum': [88], 'possible': [90, 951], 'Bayesian': [91, 379, 1644, 1700, 1790, 1829, 1889, 1913, 1953, 2312], 'approaches': [92], 'problem.': [95, 2097], 'For': [96, 410, 823], 'instance,': [97], 'presented': [100, 1874], 'suggest': [104, 1877], 'that,': [105, 723], 'algorithm': [109, 382, 420, 476, 801], 'implemented': [111], 'TTGS,': [113, 265, 1159, 1795], 'all': [114, 706, 943, 1244, 2352], 'error': [117, 168, 187, 647, 698, 1231, 1687, 1856, 2134, 2159, 2196, 2357], 'is': [118, 246, 254, 278, 405, 446, 453, 482, 538, 563, 567, 630, 666, 720, 750, 768, 802, 891, 911, 922, 937, 950, 1073, 1087, 1097, 1132, 1143, 1148, 1291, 1300, 1353, 1396, 1406, 1414, 1434, 1549, 1598, 1679, 1690, 1727, 1772, 1797, 1836, 1853, 1902, 1904, 1916, 1940, 1974, 2091, 2214, 2223, 2234, 2256, 2289, 2341, 2386, 2400], 'treated': [119, 170, 2071, 2393], 'if': [121, 1289, 2028], 'were': [123], '“measurement': [124], 'error”': [125], 'estimated': [128, 141, 365, 527, 546, 644, 696, 1293, 2038], 'model': [129, 142, 188, 194, 197, 227, 252, 307, 438, 653, 702, 757, 767, 772, 859, 902, 921, 1045, 1058, 1079, 1117, 1131, 1229, 1321, 1433, 1478, 1685, 1735, 1767, 1820, 1849, 2090, 2113, 2135, 2139, 2197, 2222, 2264, 2303, 2325, 2397], 'obtained': [132, 508, 601], 'without': [133, 181, 2358], 'any': [134, 284, 672, 2344], 'appreciable': [135], 'uncertainty.': [136, 275, 2338], 'other': [138, 163, 816], 'words,': [139], 'appears,': [143], 'from': [144, 193, 1001, 1318, 1436, 2046, 2063], 'TTGS': [146, 244, 693, 935, 1834, 1876, 2208, 2454], 'results,': [147], 'an': [150, 434, 470, 1012, 1139, 1252, 1503, 1600, 1905], 'almost': [151], 'deterministic,': [152], 'or': [153, 806, 968, 972, 984, 1372, 1981, 2336], 'true,': [154], 'representation': [155, 1121, 1977], 'system.': [158], 'GLUE,': [160, 1841], 'on': [161, 344, 505, 540, 700, 1295, 1986], 'hand,': [164], 'sources': [166, 2355], 'implicitly': [171, 2072, 2394], 'weighting': [173], 'predictions': [175], 'multiple': [177, 1373, 1560, 1818], '(non-error': [178, 1345], 'free)': [179, 1346], 'models,': [180, 1814, 2423], 'strong': [182, 1150, 2361, 2378], 'about': [184, 1847, 2017, 2365, 2470], 'measurement': [186, 231, 316, 678, 809, 1211], '(which': [189, 298], 'might': [190, 999, 2169, 2447], 'indeed': [191], 'vary': [192], 'realization': [195], 'realization).': [198], 'However,': [199, 1005, 1636, 1932], 'both': [200, 2064, 2299], 'extremes': [203], 'only': [205, 385, 1098, 1411, 1507, 2154, 2260], 'partially': [206], 'adequate:': [207], 'preferable': [209], 'would': [211, 668, 736, 1194, 1213, 1274, 1286, 1589, 1638, 2371, 2451], 'separate': [214, 2351], 'out': [215], 'effects': [217, 1613, 1663], 'errors': [219, 224, 232, 529, 1028, 1042, 1054, 1070, 1095, 1127, 2056, 2129, 2301], 'inputs,': [222], 'structures': [228, 1322, 1821, 2140, 2160], 'real': [230, 915], 'outputs.': [235, 1059], '[2]': [236], 'The': [237, 898, 1060, 1394, 1416, 1547, 1563, 1676, 1872, 1899, 2488], 'most': [238, 1305, 1721, 2269, 2491], 'critical': [239], 'issue': [240], 'raised': [241], 'implicit': [248], 'assumption': [249, 1067], 'structure': [253, 1850, 1857], 'correct.': [255], 'particular,': [257], 'parameter': [260, 274, 329, 356, 380, 418, 903, 909, 957, 1083, 1113, 1172, 1223, 1279, 1367, 1622, 1763, 1823, 2145, 2232], 'estimates,': [261, 1623], 'reported': [263], 'effectively': [266, 1335], 'converge': [267, 332, 1275], 'point': [269], 'estimates': [270, 330, 357, 429, 466, 494, 507, 553, 587, 610, 624, 1114, 2333], 'apparently': [272], 'little': [273, 2335], 'This': [276, 936, 1352, 1405, 1771], 'result': [277, 1000, 1061, 1214, 2027, 2045, 2237, 2331], 'surely': [279], 'difficult': [280, 2484], 'justify': [282], 'practical': [285, 725, 1521], 'terms;': [286], 'indeed,': [287], 'certainly': [289, 938], 'cannot': [290, 1891, 1966, 2349, 2380], 'justified': [292, 1017, 1869], 'first': [295, 387, 457, 1395, 1509], 'simulation': [296, 404, 834, 1477], 'example': [297, 735, 835, 2174], 'involves': [299], 'linear,': [301, 746], 'term': [303, 2178], 'Nash': [304], 'Cascade': [305], '(NC)': [306], 'assumed': [309], 'known': [310, 1089, 1303], 'rainfall': [311, 828], 'input': [312, 995, 1208, 1347, 2065], 'white,': [314], 'Gaussian': [315, 808], 'noise).': [317], 'this': [319, 442, 585, 665, 797, 1020, 1153, 1258, 1505, 1567, 1648, 1693, 1826, 1926, 2013, 2151, 2168, 2206, 2275, 2340], 'case,': [320, 798], 'presence': [322], 'additive': [324], 'noise': [325, 818, 1130], 'means': [326, 1746, 1962], 'should': [331, 713, 1106, 2248, 2330], 'normal': [335], 'probability': [336, 1167, 1971], 'distribution': [337, 392], 'mean': [339, 542, 2023], 'covariance': [341, 361], 'depend': [343], 'number': [346], 'samples': [348], 'have': [350, 2170], 'been': [351], 'processed.': [352], 'required': [355], 'matrix': [362], 'can': [363, 1014, 1516, 1694, 1751, 1867, 2041, 2147], 'much': [368, 580, 2094, 2105], 'computationally': [370, 1534, 2156], 'efficient': [371], 'manner': [372], 'than': [373, 582, 783, 846, 1781, 2121], 'BARE,': [375], 'using': [376, 825, 2323], 'recursive': [378, 493, 1493], 'estimation': [381, 419, 731, 1494, 2075, 2313, 2429, 2435], 'which': [384, 774, 1160, 1285, 1430, 1843], 'moments': [389, 1511], '(mean': [393], 'covariance)': [395], 'updated': [397, 425], 'sequentially,': [398], 'so': [399, 462], 'no': [401, 1269, 1292, 1752, 2257, 2337], 'Monte': [402, 1543, 2427], 'Carlo': [403, 1544], 'necessary': [406, 568], 'at': [407, 509, 536, 611, 657, 1523, 2051, 2187], 'all.': [408], '[3]': [409], 'example,': [411, 443, 824, 917, 948, 1484, 1886], 'optimal,': [413], 'refined': [414], 'instrumental': [415, 1140], 'variable': [416, 1141], '(RIV)': [417], '[Young,': [421, 439, 489, 851], '1984]': [422], 'yields': [423, 586, 1506], 'recursively': [424, 2417], 'Maximum': [426], 'Likelihood': [427], '(ML)': [428], 'unconstrained': [435, 608], 'transfer': [436, 450], 'function': [437, 451, 1714, 1724], '2002a].': [440, 717], 'NC': [445, 734, 749, 833, 848, 884, 1476, 1483], 'second': [448, 483, 1548], 'order': [449, 458, 484, 857, 883], 'constrained': [454, 574, 730], '(the': [455], 'elements': [459, 777], 'identical),': [461], 'standard': [464, 528, 697, 1499], 'RIV': [465, 609, 800], 'sub-optimal': [468], 'ML': [471, 575, 623], 'sense.': [472], 'Even': [473], 'so,': [474], 'clearly': [477], 'identifies': [478], 'TF': [481, 497, 556, 756, 771, 776, 1468], '(using': [485], 'YIC': [487], 'criterion': [488, 1597], '1990])': [490], '(true': [499, 604], 'values:': [500], '0.8521': [501], '0.0219)': [503], 'based': [504, 539], 'end': [511, 613, 659], 'data': [514, 616, 662, 676, 829, 890, 1202, 1239, 1350, 1441, 1659, 2300, 2317, 2502], 'set': [515, 617, 663, 674, 910, 955, 1221, 1280, 1490, 1576, 1991, 2111, 2233], '0.8568(0.0124)': [517], '0.0214(0.0009).': [519], 'Here': [520], 'figures': [522], 'brackets': [524], 'estimate': [532, 639], 'eigenvalue': [535, 638], '0.8521,': [537], 'eigenvalues': [547], '(normally': [548], 'slightly': [549], 'different': [550, 988, 994, 1220, 2144], 'because': [551, 633, 744, 1744], 'unconstrained).': [559], 'If': [560], 'complete': [561], 'optimality': [562], 'required,': [564], 'then': [565, 1901, 2070], 'use': [570, 953, 1555, 1571, 1910, 1936, 1944, 2294], 'complex,': [573], 'numerical': [576], 'optimization': [577], 'procedure': [578], '(still': [579], 'simpler': [581], 'BARE)': [583], '0.8511(0.0023)': [588], '0.0213(0.0007).': [590], 'Converted': [591], 'residence': [594, 642], 'time': [595, 643, 1026, 1040, 1052], '(or': [596, 1203], 'recession': [597], 'coefficient)': [598], 'estimate,': [599], 'value': [605], '25),': [606], '25.8766(+2.6574,': [619], '−2.2340)': [620], '24.8187(+0.4221,': [626], '−0.4093).': [627], '(The': [628], 'range': [629], 'given': [631, 1458], 'here': [632], 'transformation': [635], 'distorts': [645], 'distribution.)': [648], 'Clearly,': [649], 'uncertainty': [650, 1294, 2037, 2048], 'still': [655, 1354, 2308], 'exists': [656], 'what': [667, 1903, 2290], 'expected': [670, 1108], 'for': [671, 804, 815, 879, 913, 942, 947, 1240, 1314, 1541, 1607, 1817, 1909, 1922, 2173, 2416, 2496], 'finite': [673], 'noise.': [679], 'Finally,': [680], 'situation': [686], 'shown': [687, 930], 'figure': [689], '3': [690], 'paper,': [694, 2014], 'band': [699], 'predicted': [703], 'output': [704, 1210, 1349, 2067], 'encompasses': [705], 'modeling': [709, 837, 1469], 'errors,': [710, 1616], 'do': [714, 1007], '[see': [715, 1955, 2180], 'Young,': [716, 791, 1424], '[4]': [718], 'It': [719, 1086, 1299, 1689, 1960, 1973, 2399], 'worth': [721], 'noting': [722], 'terms,': [726], 'complication': [728], 'necessary,': [739], 'except': [740], 'exceptional': [742], 'circumstances,': [743], 'identical': [747], 'element,': [748], 'considered': [753, 1755, 1968, 2043], 'good': [755], 'obviously': [760], 'nonlinear': [761, 770, 858, 1467], 'rainfall-flow': [762], 'process.': [763], 'A': [764, 1731], 'appropriate': [766, 1906, 2479], 'nonidentical': [775], 'connected': [779], 'parallel,': [781], 'rather': [782, 845, 1784, 1975], 'serial': [784], 'form': [785], '[e.g.,': [786, 1423], 'Jakeman': [787], 'al.,': [789, 1997, 2183], '1990;': [790], '2001a,': [792, 2001], 'references': [794, 1427], 'therein].': [795], 'optimal': [803, 1366, 1575], 'white': [805], 'colored,': [807], 'errors;': [810], 'consistent': [812, 2117], '(asymptotically': [813], 'unbiased)': [814], 'non-Gaussian': [817], 'processes': [819], '(see': [820, 1145], 'later': [821], 'comments).': [822], 'used': [830, 1144, 1594, 1646, 2242], 'but': [836, 2186], 'terms': [839], 'actual': [842], 'measured': [843], 'flow,': [844], 'simulated': [849], 'flow': [850, 863], '2002a],': [852], 'third': [856, 882, 1677], 'parallel': [862], 'type': [864], 'mentioned': [865], 'above,': [866], 'coefficient': [869], 'determination': [871], '(Nash-Sutcliffe': [872], 'efficiency)': [873], 'RT2': [875, 894], '=': [876, 895], '0.865;': [877], 'whereas': [878], 'equivalent': [881], 'model,': [885], 'explanation': [887], 'poor,': [892], '0.647.': [896], '[5]': [897], 'convergence': [899, 1216, 2228], 'values': [904, 958, 1181, 1764], '(essentially)': [906], 'single': [908, 1082, 1371, 1558, 2231], 'repeated': [912], 'world': [916], 'SAC-SMA': [920], 'applied': [923, 2315], 'Leaf': [926, 1884, 2500], 'River': [927, 1885, 2501], 'catchment,': [928], 'Figure': [932, 1102, 1156], '6': [933, 1157], 'convenient': [940], 'outcome': [941, 1013], 'sorts': [944], 'reasons:': [946], 'relate': [960], 'catchment': [962], 'characteristics': [963], 'some': [965, 977, 2131, 2171], 'regionalization': [966], 'exercise;': [967], 'change': [970, 980, 1003, 1741], 'one': [971], 'reflect': [976], 'aspect': [978], 'catchment;': [983], 'simply': [985, 1136, 1757], 'compare': [987], 'sets': [989, 1368, 2146], 'deterministic': [991], 'outputs': [992], 'under': [993, 1063], 'conditions,': [996], 'such': [997, 1011, 1485, 1502], 'climate': [1002], 'scenarios.': [1004], 'see': [1009, 1464], 'how': [1010, 2474], 'conclusion': [1018], 'case.': [1021], 'There': [1022, 1147, 1386], '(unknown': [1024, 1037, 1050], 'variable)': [1027, 1041, 1053], 'inputs': [1031], 'model;': [1034], 'probably': [1039, 2424], 'structure;': [1046], 'observed': [1057, 1237], '(particularly': [1062], 'additionally': [1065], 'restrictive': [1066], 'independent)': [1072], 'dramatic': [1075], 'overconditioning': [1076, 1154, 1670], 'set.': [1084, 2503], '[6]': [1085], 'well': [1088, 1302, 2010, 2142], 'ignoring': [1091], 'correlation': [1092, 1124], '(as': [1096, 1182, 1376, 1798, 1919], 'too': [1099, 2377], 'evident': [1100, 1671], '5': [1103], 'TTGS)': [1105, 1921], 'biased': [1112, 1621], 'unless': [1115], 'includes': [1118], 'stochastic': [1120, 2345], '(i.e.': [1128], 'included);': [1133], 'or,': [1134], 'robustly,': [1138], 'estimator': [1142], 'above).': [1146], 'hint': [1151], 'reveals': [1161], 'significant': [1162], 'jumps': [1163], 'high': [1166], 'density': [1168], 'region': [1169], 'individual': [1171, 2059], 'values,': [1173], 'prior': [1174], 'settling': [1176], 'down': [1177], 'final': [1180, 1189, 1228, 2263], 'noted': [1183], 'authors': [1186, 1267, 2489], 'discussion).': [1190], 'appear': [1195], 'small': [1197], 'changes': [1198], 'calibration': [1201, 1249, 1283, 1312, 1749, 2445], 'possibly': [1204], 'even': [1205], 'errors)': [1212], 'quite': [1218], 'values.': [1224], 'addition,': [1226, 1265], '(plus': [1230], 'estimates)': [1232], 'bracket': [1235], 'discharge': [1238, 1412], 'parts': [1241], 'nearly': [1243], 'hydrographs': [1246], 'period;': [1250], 'again': [1251], 'indication': [1253], 'regard': [1259], 'justified.': [1263], 'give': [1268], 'demonstration': [1270], 'another': [1282], 'period,': [1284], 'implied': [1288], 'parameters.': [1297], '[7]': [1298], 'also': [1301, 1465, 1639], 'difficulties': [1308], 'problem': [1313, 1456, 1683, 1750], 'rainfall-runoff': [1315, 1455], 'models': [1316, 1487, 2050, 2477], 'comes': [1317], 'assuming': [1319], 'conceptual': [1320], 'priori': [1324], 'reasonable': [1328, 1518], 'representations': [1329, 2114], 'system': [1332], 'overparameterized': [1336], 'information': [1341, 1631, 1655], 'content': [1342, 1632, 1656], 'series.': [1351], 'common': [1356, 1605], 'practice,': [1357], 'despite': [1358, 1603, 1894], 'problems': [1360, 2472], 'trying': [1362], 'find': [1364], 'global': [1365], 'either': [1370], 'objective': [1374, 2016], 'functions': [1375], 'amply': [1377], 'demonstrated': [1378, 1703, 2011], 'previous': [1380], 'work': [1381], 'Arizona': [1384, 1564], 'group).': [1385], 'several': [1388], 'responses': [1389], 'problems.': [1392], '[8]': [1393], 'improve': [1398, 1551], 'identifiability': [1400, 1448, 1552], 'chosen': [1403], 'model.': [1404, 2082], 'viable': [1408], 'strategy': [1409, 1568, 1678], 'prediction': [1413, 2128], 'required.': [1415], 'data-based': [1417], 'mechanistic': [1418], '(DBM)': [1419], 'Young': [1422, 1460], '1998,': [1425], 'therein],': [1428], 'parsimonious': [1432, 1486, 2422], 'determined': [1435], 'nature': [1438], 'itself,': [1442], 'will': [1443], 'significantly': [1446], 'improved': [1447], 'many': [1450, 1608], 'cases.': [1451], 'Applications': [1452], '[2001a,': [1461], '2001b,': [1462, 2002], '2002b]:': [1463], 'discussed': [1471], 'above': [1472], 'relation': [1474], 'example.': [1479], 'As': [1480, 2009, 2098], 'easily': [1489], 'framework.': [1495], 'Although,': [1496], 'application': [1500, 1881], 'approach,': [1504, 1537], 'distribution,': [1514], 'yield': [1517], 'situations': [1522], 'very': [1525, 2360], 'modest': [1526], 'computational': [1527, 2199], 'cost': [1528], 'when': [1529], 'compared': [1530], 'alternative,': [1533], 'expensive': [1535], 'its': [1539, 1604, 1895], 'requirement': [1540], 'extensive': [1542], 'simulation.': [1545], '[9]': [1546], '“better”': [1557], 'performance': [1561], 'measures.': [1562], 'group': [1565], 'pursued': [1566], 'Pareto': [1574], 'Yapo': [1579], '[1998]': [1582], 'Gupta': [1584, 2495], '[1998].': [1587], 'agree': [1590], 'commonly': [1593], 'Nash-Sutcliffe': [1595], 'efficiency': [1596], 'adequate': [1601], 'measure,': [1602], 'usage,': [1606], 'reasons.': [1609], 'These': [1610], 'include': [1611, 1726], 'timing': [1615], 'possibility': [1618, 1626, 1810], 'obtaining': [1620], 'underestimates': [1629], 'data.': [1635], 'argue': [1640, 2372], 'formal': [1643, 1699, 1789, 1845, 1888], 'measure': [1645, 1908, 2020, 2085], 'appears': [1650], 'grossly': [1652], 'overestimate': [1653], 'underestimating': [1661], 'noise,': [1666], 'resulting': [1667, 2062], 'results.': [1674], '[10]': [1675], 'confront': [1681], 'structural': [1686, 1736, 2304, 2328], 'directly.': [1688], 'true': [1691, 2025, 2278], 'incorporated': [1696], 'into': [1697, 1715], 'framework': [1701], 'Kennedy': [1705], "O'Hagan": [1707], 'who': [1709], 'incorporate': [1710], '“model': [1712], 'inadequacy”': [1713], 'identification': [1717], 'process': [1718], '(although': [1719], 'complex': [1722], 'inadequacy': [1723], 'constant': [1729, 1864], 'bias!).': [1730], 'full': [1732, 2411], 'acceptance': [1733], 'error,': [1737, 2329], 'however,': [1738], 'requires': [1739], 'philosophy': [1743, 1774], 'longer': [1753], 'matter': [1759], 'finding': [1761], '[Beven,': [1768, 2136], '2001c,': [1769, 2003], '2001d].': [1770], 'underlies': [1776], 'methodology.': [1779], 'Rather': [1780], 'being': [1782, 1923, 2015], 'poor': [1785], 'approximation': [1786], 'suggested': [1793, 2437], 'name': [1800], 'suggests)': [1801], 'intended': [1802], 'wider-ranging': [1805], 'accepts': [1808], 'equifinality': [1812], 'allows': [1816], 'competing': [1819], 'sets.': [1824], 'From': [1825], 'perspective,': [1827], 'proposed': [1831], 'special': [1838], 'case': [1839], '(that': [1851], 'true)': [1854], '(additive,': [1858], 'independent': [1859], 'converging': [1861], 'near': [1863], '(transformed)': [1865], 'variance)': [1866], 'tested.': [1871], 'justified,': [1893], 'apparent': [1896], 'objectivity.': [1897], '[11]': [1898], 'question': [1900], 'likelihood': [1907, 1947, 2019, 2078, 2291], 'context.': [1914], 'often': [1917], 'criticized': [1918], 'subjective': [1924, 1938, 1946, 1979], 'properly': [1930], 'Bayesian.': [1931], 'just': [1933, 1961], 'priors': [1939], 'perfectly': [1941], 'acceptable,': [1942], 'measures': [1948], 'preclude': [1951], 'analysis': [1954], 'Howson': [1956], 'Urbach,': [1958], '1993].': [1959], 'posterior': [1965], '“true”': [1970], 'distribution.': [1972], 'probabilities': [1980, 1982, 2026], 'conditional': [1985], 'specific': [1988, 2363], '(and': [1989], 'explicit)': [1990], 'made': [1994], '[Beven': [1995], '2000;': [1998], 'Beven,': [1999], '2000,': [2000], '2002a;': [2004], 'Beven': [2005], 'Freer,': [2007], '2001].': [2008], 'incorrect.': [2032], '[13]': [2033], 'Thus': [2034], 'predictive': [2036], 'expense': [2053, 2189], 'estimating': [2055, 2420], 'Errors': [2061], 'measurements': [2068], 'Estimating': [2083], 'belief': [2087], 'really': [2092, 2104], 'interesting': [2096], 'hydrologists,': [2099], 'are,': [2101], 'after': [2102], 'all,': [2103], 'interested': [2107], 'identifying': [2109, 2418], 'our': [2119], 'observations,': [2120], 'soaking': [2125], 'up': [2126], '(nonphysical)': [2132], 'statistical': [2133], '2002b].': [2137], 'Different': [2138, 2158], 'included': [2149, 2164], 'framework,': [2152], 'subject': [2153], 'constraints.': [2157], 'could': [2161], 'actually': [2162], 'well,': [2166], 'advantage,': [2172], 'improving': [2176], 'short': [2177], 'forecasts': [2179], 'Romanowicz': [2181], '1994,': [2184], '1996],': [2185], 'introducing': [2191], 'additional': [2192], 'complexity.': [2200], '[14]': [2201], 'response': [2204], 'comment,': [2207], 'note': [2209], 'limited': [2216, 2240], 'cases': [2218], 'assume': [2220], 'correct,': [2224], 'largely': [2235], 'sampling': [2241], 'current': [2245], 'implementation': [2246], 'interpreted': [2251], 'suggesting': [2253], 'residual': [2258], 'uncertainty,': [2259], 'was': [2265], 'identified': [2266], 'likely': [2270], 'those': [2272], 'available.': [2273], 'Formally,': [2274], 'essence': [2285], 'argument': [2288], 'function/measure(s)': [2292], 'face': [2297], 'errors.': [2305], 'worried': [2309], 'algorithm,': [2314], 'admittedly': [2320], 'noisy': [2321], 'undoubted': [2327], 'Surely': [2339], 'unacceptable': [2342], 'analysis?': [2346], '[15]': [2347], 'currently': [2350], 'potential': [2354], 'making': [2359], 'nature.': [2367], 'justified;': [2382], 'entirely': [2388], 'satisfactory': [2389], 'evaluation.': [2398], 'perhaps': [2401], 'middle': [2404], 'ground': [2405], 'between': [2406], 'approaches,': [2409], 'taking': [2410], 'advantage': [2412], 'modern': [2414], 'techniques': [2415], 'parametrically': [2421], 'combined': [2425], 'Carlo-based': [2428], '(e.g.,': [2430], 'particle-filter': [2431], 'methods': [2432], 'procedures': [2436], 'Kitagawa': [2439], '[1996]),': [2440], 'future': [2442], 'advances': [2443], 'methodologies': [2446], 'found.': [2449], 'join': [2452], 'hoping': [2456], 'stimulate': [2458], 'new': [2460], 'generation': [2461], 'graduate': [2463], 'students': [2464], 'start': [2466], 'think': [2468], 'deeply': [2469], 'identify': [2476], 'complexity': [2480], 'applications': [2482], 'environmental': [2485], 'systems.': [2486], '[16]': [2487], 'grateful': [2492], 'Hoshin': [2494], 'providing': [2497], 'relevant': [2499]}, 'cited_by_api_url': 'https://api.openalex.org/works?filter=cites:W1764424207', 'counts_by_year': [{'year': 2024, 'cited_by_count': 1}, {'year': 2016, 'cited_by_count': 1}, {'year': 2014, 'cited_by_count': 1}, {'year': 2013, 'cited_by_count': 3}, {'year': 2012, 'cited_by_count': 2}], 'updated_date': '2025-01-08T09:08:51.535514', 'created_date': '2016-06-24'}