{"id":377,"date":"2020-06-22T23:23:00","date_gmt":"2020-06-22T20:23:00","guid":{"rendered":"https:\/\/hydro-chemistry-ecology.knu.ua\/?page_id=377"},"modified":"2020-08-25T11:54:29","modified_gmt":"2020-08-25T08:54:29","slug":"%d0%bf%d1%8f%d1%81%d0%b5%d1%86%d1%8c%d0%ba%d0%b0-%d1%81-%d1%96-%d1%81%d0%b0%d0%b2%d1%87%d1%83%d0%ba-%d1%81-%d0%b2-%d1%82%d0%b8%d0%bc%d0%be%d1%84%d0%b5%d1%94%d0%b2-%d0%b2-%d1%94-%d0%bf%d0%be%d0%b1","status":"publish","type":"page","link":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/%d0%bf%d1%8f%d1%81%d0%b5%d1%86%d1%8c%d0%ba%d0%b0-%d1%81-%d1%96-%d1%81%d0%b0%d0%b2%d1%87%d1%83%d0%ba-%d1%81-%d0%b2-%d1%82%d0%b8%d0%bc%d0%be%d1%84%d0%b5%d1%94%d0%b2-%d0%b2-%d1%94-%d0%bf%d0%be%d0%b1\/","title":{"rendered":"PYASETSKAYA S.I., SAVCHUK S.V., TIMOFEEV V.E. THE CONSTRUCTION OF THE LINEAR DISCRIMINANT ANALYSIS FUNCTION AND ITS EVALUATION TO DETERMINE EXTREME METEOROLOGICAL PHENOMENA (ICE DEPOSITS) IN UKRAINE"},"content":{"rendered":"\n<p><strong>DOI: <a href=\"https:\/\/doi.org\/10.17721\/2306-5680.2020.1.9\">https:\/\/doi.org\/10.17721\/2306-5680.2020.1.9<\/a><\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/issn2306-5680-%D0%B3%D1%96%D0%B4%D1%80%D0%BE%D0%BB%D0%BE%D0%B3%D1%96%D1%8F-%D0%B3%D1%96%D0%B4%D1%80%D0%BE%D1%85%D1%96%D0%BC%D1%96%D1%8F-%D1%96-%D0%B3%D1%96%D0%B4%D1%80%D0%BE%D0%B5%D0%BA%D0%BE%D0%BB-2\/\">Hydrology, Hydrochemistry and Hydroecology. 2020. \u2116 1 (56)<br><\/a><strong>Publication language: <\/strong>Ukrainian<br><strong>Authors:<br><\/strong>Pyasetska S.I., Ukrainian hydrometeorological institute<br>Grebenyuk N.P., Ukrainian hydrometeorological institute<br>Savchuk S.V.,Ukrainian hydrometeorological institute<\/p>\n\n\n\n<p><em>To predict the possibility of ice deposits on the territory of Ukraine in the winter season, an analogous approach is proposed using the construction of the equations of the linear discriminant function. For this, the correlation coefficients between 13 meteorological values (per day) at the start dates of ice deposits at all stations of Ukraine were calculated. Significant correlation coefficients were determined between individual meteorological variables, such as average air temperature, maximum, minimum average air humidity, average wind speed, and atmospheric pressure at sea level. It is these quantities that were used to construct the equations of the linear discriminant function and for the dates of the actual formation of ice deposits and the further forecast of its formation from a three-day lead time. As a result of the calculations for the winter season of 2001-2013&nbsp; an equation of the linear discriminant function was obtained for the dates of the actual formation of ice deposits and a sufficiently high justification was obtained. Also, to predict the possible formation of ice deposits with a three-day lead time, a prognostic function of linear discriminant analysis was obtained to determine possible such deposits for the winter season of 2001-2010. On the example of the regional centers, a satisfactory assessment of the justification on an independent material for the winter season of 2011-2016 was obtained.<br>Thus, in constructing linear discriminant functions to determine the possibility of such an adverse event as ice deposition, a number of conclusions were obtained:<br>&#8211; The sufficiently high validity of the discriminant functions of extreme meteorological phenomena (ice deposits) for the winter season 2001-2013 was obtained. It ranges from 91 % (for the data set at selected dates with ice deposits) up to 90% (for an array of data at the date of extreme cold ).<br>&#8211;&nbsp; A sufficiently high estimate of the validity of the independent material for the winter season 2014-2016 was obtained.&nbsp; It is up to 78 % (for an array of data on extreme cold dates and from 90 % ( for an array of data on selected dates with ice deposits) .<br>&#8211;&nbsp; The prognostic function of linear discriminant analysis was obtained to determine possible (with 3-day timeliness) extreme meteorological phenomena (ice)&nbsp; during the winter season 2001-2010, using only meteorological values with statistically significant correlation, namely, the maximum air temperature; average humidity; and average wind speed.<br>&#8211;&nbsp; Sufficiently significant and satisfactory validity of the prognostic functions of possible (with 3-day timeliness) extreme meteorological phenomena (ice deposits) for the winter season 2001-2010 was obtained.<\/em><\/p>\n\n\n\n<p><strong><em>Keywords<\/em><\/strong><strong>: <\/strong><em>hazardous phenomena; ice deposits; correlation coefficient; discriminant analysis; construction of a linear discriminant function; forecast; skill assessment.<\/em><\/p>\n\n\n\n<p><strong>References<\/strong>:<br>1. Bedritskiy A.I. Korshunov A.A, Khandozhko L.A., Shaymardanov M.Z. Pokazateli vliyaniya pogodnykh usloviy na ekonomiku: regional&#8217;noye raspredeleniye ekonomicheskikh poter&#8217; i ekonomicheskoy vygody pr ispol&#8217;zovanii gidrometeorologicheskoy informatsii i produktsii. Meteorologiya i gidrologiya, 1999. \u2116 3. S. 5-17.<br>2. Bedritskiy A.I., Korshunov A.A., Khandozhko L.A., Shaymardanov M.Z. Pokazateli vliyaniya pogodnikh rusloviy na ekonomiku: chuvstvitel&#8217;nost&#8217; potrebitelya k vozdeystvuyushchemu gidrometeorologiyeskomu faktoru. Meteorologiya i gidrologiya, 2000. \u2116 2. S. 5-9.<br>3. Bedritskiy A.I., Korshunov A.A, Khandozhko L.A., Shaymardanov M.Z. Osnovy optimal&#8217;noy adaptatsii ekonomiki Rossii k opasnym proyavleniyam pogody i klimata. Meteorologiya i gidrologiya, 2009. \u2116 4. S. 5-14.<br>4. Volevakha N.M. O vliyanii orografii na gololednyye otlozheniya. Trudy UkrNIGMI, 1958. Vyp. 13. S. 82-86.<br>5. Volevakha V.A. Volkonskaya N.K, Bashkirova L.Ye. O vozmozhnosti prognozirovaniya intensivnosti otlozheniya gololeda. Trudy UkrNIGMI, 1986. Vyp. 219. 58-67.<br>6. Volevakha V.A. Prokhorenko V.M. Rekomendatsii k prognozu umerennogo i sil&#8217;nogo gololeda na Ukraine. Trudy UkrNIGMI, 1991. Vyp. 239. 48-55.<br>7. Klimat Ukrainy [Monografiya] \/ Pod red. G.F. Prikhot&#8217;ko, A.V. Tkachenko, V.N. Babichenko. L.: Gidrometeoizdat, 1967. 413 s.<br>8. Kl\u00edmat Ukra\u00ed\u0308ni [Monografiya] \/ Za red. V.M. L\u00edp\u00edns&#8217;kogo, V.A. Dyachuka, V.M. Bab\u00edchenko. K.: Vid-vo. Ra\u00eavs&#8217;kogo, 2003. \u2013 343 s.<br>9. Koshenko A.M. Osobo opasnyye gololedy na Ukraine. Trudy UkrNIGMI, 1976. Vyp. 134. S. 79-91.<br>10. Koshenko A.M. Osobo opasnyye otlozheniya gololeda v Gornom Krymu. Trudy UkrNIGMI, \u2013 1977. Vyp. 160. S. 3-12.<br>11. Koshenko A.M. Rekomendatsii k prognozu osobo opasnykh otlozheniy gololeda vnutrimassovogo proiskhozhdeniya na Ukraine.Trudy UkrNIGMI, 1977. Vyp. 160. S. 13-20.<br>12. Koshenko A.M. Rekomendatsii k prognozu frontal&#8217;nykh gololedov na Ukraine TrudyUkrNIGMI,1972. Vyp. 113. S. 3-8.<br>13. Koshenko A.M. Nekotoryye kharakteristiki vnutrimassovykh gololedov na Ukraine. Trudy UkrGMI, 1972. Vyp. 113. S. 9-18.<br>14. Martazinova V.F., Ivanova Ye.K., Chayka D.YU. Izmeneniya krupnomasshtabnoy atmosfernoy tsirkulyatsii vozdukha na protyazhenii KHKH veka i yeye vliyaniye na pogodnyye usloviya i regional&#8217;nuyu tsirkulyatsiyu vozdukha v Ukraine. Geofizicheskiy zhurnal, 2006. T. 28. \u2116 1. S. 51-60.<br>15. Opasnyye yavleniya pogody na Ukraine \/ Pod red. K.T. Logvinova. Trudy UkrNIGMI, 1972. Vyp. 110. 235 s.<br>16. Priroda Ukrainskoy SSR. Klimat [Monografiya] \/ Pod red. K.T. Logvinova, M.I. Shcherbanya. K.: Naukova dumka, 1984. 231 s.<br>17. Prokhorenko M.M., Rayevskiy A.N. Osobennosti raspredeleniya gololedno-izmorozevykh otlozheniy na territorii Ukrainy v anomal&#8217;nyye zimy. Meteorologiya, klimatologiya i gidrologiya, 1975. Vyp. 11. S. 33-37.<br>18. Prokhorenko M.M., Rayevskiy A.N. Raspredeleniye i usloviya vozniknoveniya osobo opasnykh otlozheniy atmosfernogo l&#8217;da na territorii Ukrainy. Trudy UkrNIGMI, 1973. Vyp. 124. S. 84-90.<br>19. Prognozirovaniye i adaptatsiya obshchestva k ekstremal&#8217;nym klimaticheskim izmeneniyam \/ Pod red. A.A. Vasil&#8217;yeva. M.: Triada Ltd., 2007. 312 s.<br>20. Predotvrashcheniye opasnosti i smyagcheniye posledstviy stikhiynykh bedstviy. Byul. VMO. Zheneva, 2006. \u2116 993. 34 s.<br>21. Pyasets&#8217;ka S.\u00cd., Grebenyuk N.P., Savchuk S.V. Viznachennya korelyats\u00edynogo zv\u2019yazku m\u00edzh okremimi meteorolog\u00edchnimi parametrami pri yekstremal&#8217;nikh meteorolog\u00edchnikh yavishchakh (v\u00eddkladennya ozheled\u00ed) po sezonakh roku. G\u00eddrolog\u00edya, g\u00eddrokh\u00edm\u00edya \u00ed g\u00eddroyekolog\u00edya, 2019. Tom 2. \u2116 53. S. 74-87.<br>22. Pyasets&#8217;ka S.\u00cd., Grebenyuk N.P., Savchuk S.V. Viznachennya korelyats\u00edynogo zv\u2019yazku m\u00edzh okremimi meteorolog\u00edchnimi velichinami u dati pochatku v\u00eddkladennya ozheled\u00ed na teritor\u00ed\u00ed\u0308 Ukra\u00ed\u0308ni po m\u00edsyatsyakh kholodnogo per\u00edodu roku protyagom 2001-2013 rr. ta \u00ed\u0308kh prostoroviy rozpod\u00edl. G\u00eddrolog\u00edya, g\u00eddrokh\u00edm\u00edya \u00ed g\u00eddroyekolog\u00edya. 2019. Tom 4. \u2116 55. S. 140-151.<br>23. Pyasets&#8217;ka S.\u00cd., Grebenyuk N.P. Viznachennya korelyats\u00edynogo zv\u2019yazku m\u00edzh meteorolog\u00edchnimi parametrami u dati pochatku v\u00eddkladen&#8217; ozheled\u00ed po okremikh sezonakh roku na teritor\u00ed\u00ed\u0308 Ukra\u00ed\u0308ni protyagom 2001-2013 rr. Zb\u00edrnik mater\u00edal\u00edv naukovo-praktichno\u00ed\u0308 konferents\u00ed\u00ed\u0308 (z m\u00edzhnarodnoyu uchastyu) \u00abKarkasn\u00ed (sel\u00edtebn\u00ed \u00ed dorozhn\u00ed) antropogenn\u00ed lvndshafti: teoretichn\u00ed ta prikladn\u00ed aspekti\u00bb 24-25.04.2019 r. m. V\u00ednnitsya,&nbsp; 2019. Sekts\u00edya 4. Perspektivi prirodokorisuvannya, upravl\u00ednnya ta okhorona karkasnikh antropogennikh landshaft\u00edv. S. 89-93.<br>24. Pyasets&#8217;ka S.\u00cd., Grebenyuk N.P. Korelyats\u00edyniy zv\u2019yazok m\u00edzh okremimi meteorolog\u00edchnimi velichinami u dati pochatku v\u00eddkladennya ozheled\u00ed na teritor\u00ed\u00ed\u0308 Ukra\u00ed\u0308ni u m\u00edsyats\u00ed kholodnogo per\u00edodu roku protyagom 2001-2013 rr. ta \u00ed\u0308kh prostoroviy rozpod\u00edl. M\u00edzhnarodna naukovo-praktichna konferents\u00edya \u201dRel&#8217;\u00eaf, kl\u00edmat ta poverkhnev\u00ed vodi yak ob\u2019\u00eakti prirodnicho-geograf\u00edchnikh dosl\u00eddzhen&#8217; (do 70-r\u00edchchya kafedr zemleznavstva ta geomorfolog\u00ed\u00ed\u0308, meteorolog\u00ed\u00ed\u0308 ta kl\u00edmatolog\u00ed\u00ed\u0308, g\u00eddrolog\u00ed\u00ed\u0308 ta g\u00eddroyekolog\u00ed\u00ed\u0308)\u201d. 2-4 zhovtnya 2019 r. Ki\u00ed\u0308v (Ukra\u00ed\u0308na). \u2212 Ki\u00ed\u0308v: KNU \u00edm.. Tarasa Shevchenka. G\u00eddrolog\u00edya, g\u00eddrokh\u00edm\u00edya \u00ed g\u00eddroyekolog\u00edya, 2019. Tom 3. \u2116 54. S. 147-148.<br>25. Rayevskiy A.N. K voprosu o povtoryayemosti gololeda. Meteorologiya i gidrologiya, 1953. \u2116 1. S. 28-31.<br>26. Rayevskiy A.N. Vliyaniye rel&#8217;yefa na raspredeleniye gololedno-izmorozevykh otlozheniy. Trudy OGMI, 1961. Vyp. XXIII. S. 3-10.<br>27. Rayevskiy A.N. O raspredelenii gololeda na territorii Ukrainy. Trudy UkrNIGMI., 1961. Vyp. 29. S. 50-62.<br>28. Rayevskiy A.N. Vliyaniye osobennostey rel&#8217;yefa na raspredeleniye gololednykh otlozheniy. Trudy GGO,1961. Vyp. 122. S. 75-80.<br>29. Rayevskiy A.N. K voprosu o vliyanii rel&#8217;yefa na raspredeleniye otlozheniy gololeda v Ukrainskikh Karpatakh. Meteorologiya, klimatologiya i gidrologiya, 1968. Vyp. 3. S. 80-84.<br>30. Rayevskiy A.N., Vyazovchenko Ye.A. Sinopticheskiye usloviya obrazovaniya znachitel&#8217;nogo gololeda v Ukrainskikh Karpatakh. Meteorologiya, klimatologiya i gidrologiya, 1969. Vyp. 5. S. 64-70.<br>31. Rayevskiy A.N. K voprosu o vliyanii kharaktera rel&#8217;yefa i lesistosti na raspredeleniye gololedno-izmorozevykh otlozheniy. Trudy UkrNIGMI, 1967. Vyp. 65. S. 113-117.<br>32. Stikhiynyye meteorologicheskiye yavleniya na Ukraine i Moldavii [Monografiya] \/ Pod red. V.N. Babichenko. L.: Gidrometeoizdat, 1991. 223 s.<br>33. Stikh\u00edyn\u00ed meteorolog\u00edchn\u00ed yavishcha na teritor\u00ed\u00ed\u0308 Ukra\u00ed\u0308ni za ostann\u00ea dvadtsyatir\u00edchchya (1986-2005 rr.) [Monografiya] \/ Za red. V.M. L\u00edp\u00edns&#8217;kogo, V.\u00cd. Osadchogo, V.M. Bab\u00edchenko. K.: Vid-vo N\u00edka-Tsentr, 2006. 311 s.<br>34. Annual Review: Natural Catastrophes 2002? Munich Re Group Topics. 48p.<br>35. IPCC, 2007. Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. \/ S. Solomon, D. Qin, M. Manning et al. (eds.). Cambridge, United Kingdom and New York, NY, USA, Cambridge University Press, 2007.<br>36. Changnon S. A., Pielke R.A. Jr., Changnon D., et al. Human factors explaine the increased losses from weather and climate extremes. Bull. Amer. Meteorol. Soc., 2000. Vol. 81. \u2116 3. pp. 417-425.<br>37. Robenburg E., Tunstall D. and Van Bulhuis F. Environmental indicators for global cooperation. \u2013 Global Environment Facility, Working Paper. 1996. \u2116 11.<\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/hydro-chemistry-ecology.knu.ua\/wp-content\/uploads\/2020\/06\/2020_\u2116156_11.pdf\" target=\"_blank\">READ THE FULL ARTICLE<\/a><\/p>\n\n\n\n<p>HOW TO CITE<\/p>\n\n\n\n<p>Pyasetskaya, S.I., Savchuk, S.V., Timofeev, V.E. (2020). The construction of the linear discriminant analysis function and its evaluation to determine extreme meteorological phenomena (ice deposits) in Ukraine. <em>Hidrolohiia, hidrokhimiia i hidroekolohiia<\/em> [Hydrology, Hydrochemistry and Hydroecology], 1(56), 82-94 (in Ukrainian, abstr. in English). https:\/\/doi.org\/10.17721\/2306-5680.2020.1.9.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DOI: https:\/\/doi.org\/10.17721\/2306-5680.2020.1.9 Hydrology, Hydrochemistry and Hydroecology. 2020. \u2116 1 (56)Publication language: UkrainianAuthors:Pyasetska S.I., Ukrainian hydrometeorological instituteGrebenyuk N.P., Ukrainian hydrometeorological instituteSavchuk S.V.,Ukrainian hydrometeorological institute To predict the possibility of ice deposits on the territory of Ukraine in the winter season, an [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-377","page","type-page","status-publish","hentry"],"translation":{"provider":"WPGlobus","version":"3.0.0","language":"en","enabled_languages":["uk","en"],"languages":{"uk":{"title":true,"content":true,"excerpt":false},"en":{"title":true,"content":true,"excerpt":false}}},"_links":{"self":[{"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/pages\/377","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/comments?post=377"}],"version-history":[{"count":4,"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/pages\/377\/revisions"}],"predecessor-version":[{"id":610,"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/pages\/377\/revisions\/610"}],"wp:attachment":[{"href":"https:\/\/hydro-chemistry-ecology.knu.ua\/en\/wp-json\/wp\/v2\/media?parent=377"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}