Przetwarzanie danych przyrodniczych - klucz do zrównoważonej przyszłości

W obliczu wyzwań środowiskowych i klimatycznych, przetwarzanie danych przyrodniczych staje się coraz ważniejsze. Dzięki analizie danych możemy lepiej zrozumieć zachowania środowiska i podejmować świadome decyzje dotyczące ochrony naszej planety. Zrównoważony rozwój jest możliwy tylko dzięki wykorzystaniu danych i wiedzy naukowej, dlatego przetwarzanie danych przyrodniczych jest kluczem do zrównoważonej przyszłości.

Dane przyrodnicze w badaniach naukowych są coraz bardziej istotne

W dzisiejszych czasach dane przyrodnicze odgrywają coraz ważniejszą rolę w badaniach naukowych. Dzięki rozwojowi technologii i metodologii, naukowcy mają dostęp do ogromnych ilości danych, które mogą być wykorzystane do lepszego zrozumienia środowiska naturalnego i ekosystemów.

Dane przyrodnicze są zbierane z różnych źródeł, takich jak satelity, czujniki i urządzenia pomiarowe. Są one następnie analizowane i interpretowane, aby uzyskać wiedzę na temat zmian klimatycznych, stanu środowiska i bioróżnorodności.

Wykorzystanie danych przyrodniczych w badaniach naukowych pozwala naukowcom na lepsze zrozumienie zależności między człowiekiem a środowiskiem. Dzięki temu mogą oni opracowywać skuteczne strategie ochrony środowiska i zarządzania zasobami naturalnymi.

Dane przyrodnicze

Wartość danych przyrodniczych w badaniach naukowych jest niezaprzeczalna. Pozwalają one na uzyskanie obiektywnej wiedzy na temat świata przyrody i ludzkich wpływów na środowisko. Dlatego też naukowcy powinni dążyć do upełniania i doskonalenia zbiorów danych przyrodniczych, aby móc podejmować skuteczne decyzje dotyczące ochrony środowiska i rozwoju zrównoważonego.

Analiza danych ekologicznych dla lepszej przyszlosci

W dzisiejszych czasach ochrona środowiska jest jednym z najważniejszych wyzwań, przed którymi staje ludzkość. Aby skutecznie chronić środowisko, konieczne jest analiza danych ekologicznych, która pozwala na lepsze zrozumienie procesów zachodzących w przyrodzie i identyfikację obszarów wymagających ochrony.

Analiza danych ekologicznych obejmuje szereg działań, w tym monitoring środowiska, gromadzenie danych oraz ich analiza. Dzięki tym działaniom możliwe jest poznanie stanu środowiska, identyfikacja zagrożeń i opracowanie skutecznych strategii ochrony.

Wśród narzędzi wykorzystywanych w analizie danych ekologicznych znajdują się systemy informacji geograficznej (GIS), modele matematyczne oraz techniki statystyczne. Te narzędzia pozwalają na efektywną analizę dużych zbiorów danych i uzyskanie ważnych informacji o środowisku.

data:image/png;base64,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

Analiza danych ekologicznych jest niezwykle ważna dla przyszłości naszej planety. Dzięki niej możemy lepiej zrozumieć środowisko, identyfikować zagrożenia i podejmować skuteczne działania w celu ochrony przyrody. Ochrona środowiska to wspólna odpowiedzialność, a analiza danych ekologicznych jest jednym z najważniejszych narzędzi w tej walce.

Przetwarzanie informacji przyrodniczych to nowoczesna dziedzina badan naukowych

Współczesna nauka coraz częściej wykorzystuje technologie informacyjne do gromadzenia, przetwarzania i analizy danych z dziedziny przyrody. Przetwarzanie informacji przyrodniczych to nowoczesna dziedzina badań naukowych, która łączy w sobie elementy informatyki, matematyki i przyrodoznawstwa. Dzięki tej dziedzinie naukowcy mogą lepiej zrozumieć złożone zjawiska przyrodnicze i podejmować bardziej skuteczne decyzje dotyczące ochrony środowiska.

W ramach przetwarzania informacji przyrodniczych wykorzystuje się modele matematyczne i algorytmy do analizy dużych zbiorów danych pochodzących z różnych źródeł, takich jak satelity, czujniki i stacje badawcze. Dzięki temu naukowcy mogą uzyskać nowe informacje o środowisku, klimacie i bioróżnorodności, co pozwala im lepiej zrozumieć złożone zależności pomiędzy różnymi składnikami ekosystemu.

Przetwarzanie informacji przyrodniczych

Przetwarzanie informacji przyrodniczych ma wiele praktycznych zastosowań, takich jak monitoring środowiska, zarządzanie zasobami naturalnymi i prognozowanie klimatu. Dzięki tej dziedzinie naukowcy mogą również identyfikować nowe zagrożenia dla środowiska i bioróżnorodności, co pozwala im podejmować skuteczne działania prewencyjne.

W podsumowaniu, przetwarzanie informacji przyrodniczych to nowoczesna dziedzina badań naukowych, która łączy w sobie elementy informatyki, matematyki i przyrodoznawstwa. Dzięki tej dziedzinie naukowcy mogą lepiej zrozumieć złożone zjawiska przyrodnicze i podejmować bardziej skuteczne decyzje dotyczące ochrony środowiska.

Modelowanie danych przyrodniczych nowe możliwości w analizie środowiska

Wraz z rozwojem technologii i narzędzi analitycznych, modelowanie danych przyrodniczych stało się coraz bardziej zaawansowane i dostępne. Pozwala ono na lepsze zrozumienie złożonych procesów zachodzących w środowisku i umożliwia skuteczniejszą ochronę naszej planety.

Modelowanie danych przyrodniczych wykorzystuje zaawansowane techniki analityczne, takie jak uczenie maszynowe i analiza danych, aby opisać i przewidzieć zachowania się systemów przyrodniczych. Dzięki temu możliwe jest lepsze zarządzanie zasobami naturalnymi i minimalizowanie negatywnego wpływu człowieka na środowisko.

Modelowanie danych przyrodniczych

Modelowanie danych przyrodniczych ma wiele praktycznych zastosowań, takich jak monitorowanie jakości powietrza i wody, zarządzanie zasobami wodnymi oraz analiza zmian klimatu. Pozwala ono również na lepsze zrozumienie zależności pomiędzy człowiekiem a środowiskiem, co jest kluczowe dla zrównoważonego rozwoju.

W Podsumowaniu, modelowanie danych przyrodniczych to nowa i perspektywiczna dziedzina, która może przynieść wiele korzyści dla ochrony środowiska i zrównoważonego rozwoju. Dlatego też warto zainteresować się tym zagadnieniem i rozwijać wiedzę w tym obszarze.

Artykuł o Przetwarzanie danych przyrodniczych podkreśla jego znaczenie dla zrównoważonej przyszłości. Dane przyrodnicze są kluczem do zrozumienia zmian zachodzących w środowisku. Dzięki przetwarzaniu danych możemy lepiej zarządzać zasobami naturalnymi i redukować negatywny wpływ na środowisko. W ten sposób przyczyniamy się do zrównoważonej przyszłości dla przyszłych pokoleń.

Go up