FR3128276B1 - Mesures de polluant augmentées par réseau de neurones - Google Patents

Mesures de polluant augmentées par réseau de neurones Download PDF

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Publication number
FR3128276B1
FR3128276B1 FR2110983A FR2110983A FR3128276B1 FR 3128276 B1 FR3128276 B1 FR 3128276B1 FR 2110983 A FR2110983 A FR 2110983A FR 2110983 A FR2110983 A FR 2110983A FR 3128276 B1 FR3128276 B1 FR 3128276B1
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France
Prior art keywords
neural network
measurement
pollutant
measurement sensor
raw data
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Active
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FR2110983A
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English (en)
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FR3128276A1 (fr
Inventor
Damien Pelletier
Fabio Furlan
Thomas Broussard
Aymane Souani
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ECOMESURE
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ECOMESURE
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Priority to FR2110983A priority Critical patent/FR3128276B1/fr
Priority to PCT/EP2022/078306 priority patent/WO2023062036A1/fr
Publication of FR3128276A1 publication Critical patent/FR3128276A1/fr
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    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/30Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • F24F11/48Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring prior to normal operation, e.g. pre-heating or pre-cooling
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/0004Gaseous mixtures, e.g. polluted air
    • G01N33/0006Calibrating gas analysers
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/0004Gaseous mixtures, e.g. polluted air
    • G01N33/0009General constructional details of gas analysers, e.g. portable test equipment
    • G01N33/0027General constructional details of gas analysers, e.g. portable test equipment concerning the detector
    • G01N33/0031General constructional details of gas analysers, e.g. portable test equipment concerning the detector comprising two or more sensors, e.g. a sensor array
    • G01N33/0034General constructional details of gas analysers, e.g. portable test equipment concerning the detector comprising two or more sensors, e.g. a sensor array comprising neural networks or related mathematical techniques
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N2015/0042Investigating dispersion of solids
    • G01N2015/0046Investigating dispersion of solids in gas, e.g. smoke

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  • Chemical & Material Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Analytical Chemistry (AREA)
  • Pathology (AREA)
  • Immunology (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Combustion & Propulsion (AREA)
  • Biochemistry (AREA)
  • Medicinal Chemistry (AREA)
  • Food Science & Technology (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Dispersion Chemistry (AREA)
  • Investigating Or Analyzing Materials By The Use Of Electric Means (AREA)

Abstract

Procédé d’augmentation de mesures d’un capteur de mesure (1) de polluant, le capteur de mesure (1) étant connecté à un serveur distant spécialisé (3) comprenant un réseau de neurones, le procédé comprenant les étapes suivantes : - création d’un modèle neuronal entrainé à partir du réseau de neurones, et - pour chaque mesure réalisée par le capteur de mesure (1) : - mesure d’au moins une donnée brute par le capteur de mesure (1), - envoi de l’au moins une donnée brute vers le serveur distant spécialisé (3), - augmentation de l’au moins une donnée brute par le modèle neuronal entrainé permettant d’obtenir la mesure de la concentration du polluant. Figure pour l’abrégé : Fig. 2
FR2110983A 2021-10-15 2021-10-15 Mesures de polluant augmentées par réseau de neurones Active FR3128276B1 (fr)

Priority Applications (2)

Application Number Priority Date Filing Date Title
FR2110983A FR3128276B1 (fr) 2021-10-15 2021-10-15 Mesures de polluant augmentées par réseau de neurones
PCT/EP2022/078306 WO2023062036A1 (fr) 2021-10-15 2022-10-11 Mesures de polluant augmentées par réseau de neurones

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
FR2110983 2021-10-15
FR2110983A FR3128276B1 (fr) 2021-10-15 2021-10-15 Mesures de polluant augmentées par réseau de neurones

Publications (2)

Publication Number Publication Date
FR3128276A1 FR3128276A1 (fr) 2023-04-21
FR3128276B1 true FR3128276B1 (fr) 2024-01-12

Family

ID=80446277

Family Applications (1)

Application Number Title Priority Date Filing Date
FR2110983A Active FR3128276B1 (fr) 2021-10-15 2021-10-15 Mesures de polluant augmentées par réseau de neurones

Country Status (2)

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FR (1) FR3128276B1 (fr)
WO (1) WO2023062036A1 (fr)

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10393714B2 (en) * 2016-11-28 2019-08-27 International Business Machines Corporation Particulate matter monitoring
CN114008436A (zh) * 2019-03-25 2022-02-01 Wlab公司 追踪气载颗粒物的系统和方法
US20210190749A1 (en) * 2019-12-19 2021-06-24 X Development Llc Machine olfaction system and method

Also Published As

Publication number Publication date
FR3128276A1 (fr) 2023-04-21
WO2023062036A1 (fr) 2023-04-20

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