Super cena

PREDICTING AIR POLLUTANTS BY IOT AND MACHINE LEARNING - ALLAMRAJU K VISWANATH

Name: PREDICTING AIR POLLUTANTS BY IOT AND MACHINE LEARNING - ALLAMRAJU K VISWANATH
Brand: KS OmniScriptum Publishing
Availability: InStock

+ Dodaj do porównania Dodaj do listy zakupowej

Rozmiar

uniwersalny

275,23 zł

/ szt.

Najniższa cena z 30 dni przed obniżką: ~~261,03 zł~~ / szt.+5%

Cena regularna: ~~277,14 zł~~ / szt.-1%

Możesz kupić także poprzez:

Produkt dostępny

Darmowa i szybka dostawa od 199,00 zł

14 dni na łatwy zwrot

Bezpieczne zakupy

we present and IoT-based smart bin using a machine and deep learning model to manage the disposal of garbage and to forecast the air pollutant present in the surrounding bin environment. We experimented with a traditional model (k-nearest neighbours algorithm (k-NN) and logistic reg) and a non-traditional (long short term memory (LSTM) network based deep learning) algorithm for the creation of alert messages regarding bin status and forecasting the amount of air pollutant carbon monoxide (CO) present in the air at a specific instance. The recalls of logistic regression and k-NN algorithm is 79% and 83%, respectively, in a real-time testing environment for predicting the status of the bin. The accuracy of modified LSTM and simple LSTM models is 90% and 88%, respectively, to predict the future concentration of gases present in the air. The system resulted in a delay of 4 s in the creation and transmission of the alert message to a sanitary worker. The system provided the realtime monitoring of garbage levels along with notifications from the alert mechanism.

EAN: 9786207641055

Producent

KS OmniScriptum Publishing

Kod produktu

624GQP03527KS

Rok wydania

2024

Strony

Oprawa

Miekka

Format

15.2x22.9cm

Język