PROGNOZIROVANIE ZAGRYaZNITELEJ VOZDUHA S POMOShh'Ju IOT I MAShINNOGO OBUChENIYa

Name: PROGNOZIROVANIE ZAGRYaZNITELEJ VOZDUHA S POMOShh'Ju IOT I MAShINNOGO OBUChENIYa
Brand: Sciencia Scripts
Availability: OutOfStock
Rating: 5 (1 reviews)

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Description

My predstawlqem umnyj kontejner na baze IoT, ispol'zuüschij model' mashinnogo i glubokogo obucheniq dlq uprawleniq wywozom musora i prognozirowaniq urownq zagrqzneniq wozduha w okruzhaüschej kontejner srede. My proweli äxperimenty s tradicionnoj model'ü (algoritm k-nearest neighbours (k-NN) i logisticheskaq regressiq) i netradicionnym algoritmom (glubokoe obuchenie na osnowe seti long short term memory (LSTM)) dlq sozdaniq preduprezhdaüschih soobschenij o sostoqnii kontejnera i prognozirowaniq kolichestwa zagrqznqüschego wozduh ugarnogo gaza (CO), prisutstwuüschego w wozduhe w konkretnyj moment wremeni. Tochnost' logisticheskoj regressii i algoritma k-NN sostawlqet 79 % i 83 %, sootwetstwenno, w testowoj srede real'nogo wremeni dlq prognozirowaniq sostoqniq bunkera. Tochnost' modificirowannoj LSTM i prostoj LSTM-modelej sostawlqet 90 % i 88 % sootwetstwenno dlq predskazaniq buduschej koncentracii gazow w wozduhe. V rezul'tate raboty sistemy zaderzhka w sozdanii i peredache trewozhnogo soobscheniq rabotniku sanitarnoj sluzhby sostawila 4 s. Sistema obespechiwaet monitoring urownq musora w real'nom wremeni, a takzhe uwedomleniq ot mehanizma opowescheniq.

Product details

Binding:: Paperback
Languages:: Original: Russian
Number of Pages:: 80
Publisher:: Sciencia Scripts
Publication Date:: 2024-06-04
ISBN / EAN:: 9786207617289
Weight:: 137 g
Dimensions:: 15/22/1 cm
GPSR Manufacturer Reference:: [email protected]

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