RealForAll: real-time system for automatic detection of airborne pollen

被引：34

作者：

Tesendic, Danijela ^{[1
]}

Boberic Krsticev, Danijela ^{[1
]}

Matavulj, Predrag ^{[2
]}

Brdar, Sanja ^{[2
]}

Panic, Marko ^{[2
]}

Minic, Vladan ^{[2
]}

Sikoparija, Branko ^{[2
]}

机构：

[1] Univ Novi Sad, Sci, Novi Sad, Serbia

[2] Univ Novi Sad, Res Inst Informat Technol Biosyst, BioSense Inst, Novi Sad, Serbia

来源：

ENTERPRISE INFORMATION SYSTEMS | 2022年 / 16卷 / 05期

关键词：

Process automation; integrated information system; neural networks; classification; health care; CLUSTER-ANALYSIS;

D O I：

10.1080/17517575.2020.1793391

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The aim of this paper is to describe a solution suitable for the automation of standard pollen information service (EN 16868:2019). We are describing the RealForAll integrated information system developed for automatic airborne pollen detection and real-time data delivery to end-users. This solution is based on the measurements from the Rapid-E airborne particle monitor. The system incorporates an AI-enabled subsystem based on a convolutional neural network that continuously retrieves raw data from Rapid-E and performs the classification of airborne pollen. The main advantages of this system reflect in real-time data delivery and independence of aerobiology experts during the pollen season.

引用

页码：1 / 17

页数：17

共 48 条

[1]

Akdis CA, 2015, Global atlas of allergic rhinitis and chronic rhinosinusitis

[2]

Android app, 2019, REALFORALL

[3] Allergic Rhinitis and its Impact on Asthma (ARIA) Phase 4 (2018): Change management in allergic rhinitis and asthma multimorbidity using mobile technology [J].

Bousquet, Jean ;

Hellings, Peter W. ;

Agache, Ioana ;

Amat, Flore ;

Annesi-Maesano, Isabella ;

Ansotegui, Ignacio J. ;

Anto, Josep M. ;

Bachert, Claus ;

Bateman, Eric D. ;

Bedbrook, Anna ;

Bennoor, Kazi ;

Bewick, Mickael ;

Bindslev-Jensen, Carsten ;

Bosnic-Anticevich, Sinthia ;

Bosse, Isabelle ;

Brozek, Jan ;

Brussino, Luisa ;

Canonica, Giorgio W. ;

Cardona, Victoria ;

Casale, Thomas ;

Sarabia, Alfonso M. Cepeda ;

Chavannes, Niels H. ;

Cecchi, Lorenzo ;

de Sousa, Jaime Correia ;

Costa, Elisio ;

Cruz, Alvaro A. ;

Czarlewski, Wienczyslawa ;

De Carlo, Giuseppe ;

De Feo, Giulia ;

Demoly, Pascal ;

Devillier, Philippe ;

Dykewicz, Mark S. ;

El-Gamal, Yehia ;

Eller, Esben E. ;

Fonseca, Joao A. ;

Fontaine, Jean-Francois ;

Fokkens, Wytske J. ;

Guzman, Maria-Antonieta ;

Haahtela, Tari ;

Illario, Maddalena ;

Ivancevich, Juan-Carlos ;

Just, Jocelyne ;

Kaidashev, Igor ;

Khaitov, Musa ;

Kalayci, Omer ;

Keil, Thomas ;

Klimek, Ludger ;

Kowalski, Marek L. ;

Kuna, Piotr ;

Kvedariene, Violeta .

JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2019, 143 (03) :864-879

[4] Pollen and spore monitoring in the world [J].

Buters, J. T. M. ;

Antunes, C. ;

Galveias, A. ;

Bergmann, K. C. ;

Thibaudon, M. ;

Galan, C. ;

Schmidt-Weber, C. ;

Oteros, J. .

CLINICAL AND TRANSLATIONAL ALLERGY, 2018, 8

[5] Next-generation pollen monitoring and dissemination [J].

Buters, Jeroen ;

Schmidt-Weber, Carsten ;

Oteros, Jose .

ALLERGY, 2018, 73 (10) :1944-1945

[6] Evaluation of hierarchical agglomerative cluster analysis methods for discrimination of primary biological aerosol [J].

Crawford, I. ;

Ruske, S. ;

Topping, D. O. ;

Gallagher, M. W. .

ATMOSPHERIC MEASUREMENT TECHNIQUES, 2015, 8 (11) :4979-4991

[7] An integrated information system for snowmelt flood early-warning based on internet of things [J].

Fang, Shifeng ;

Xu, Lida ;

Zhu, Yunqiang ;

Liu, Yongqiang ;

Liu, Zhihui ;

Pei, Huan ;

Yan, Jianwu ;

Zhang, Huifang .

INFORMATION SYSTEMS FRONTIERS, 2015, 17 (02) :321-335

[8] An Integrated System for Regional Environmental Monitoring and Management Based on Internet of Things [J].

Fang, Shifeng ;

Xu, Li Da ;

Zhu, Yunqiang ;

Ahati, Jiaerheng ;

Pei, Huan ;

Yan, Jianwu ;

Liu, Zhihui .

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2014, 10 (02) :1596-1605

[9] Pollen monitoring: minimum requirements and reproducibility of analysis [J].

Galan, C. ;

Smith, M. ;

Thibaudon, M. ;

Frenguelli, G. ;

Oteros, J. ;

Gehrig, R. ;

Berger, U. ;

Clot, B. ;

Brandao, R. .

AEROBIOLOGIA, 2014, 30 (04) :385-395

[10]

García-Mozo H, 2011, ANN AGR ENV MED, V18, P1

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