Indoor Air Quality Monitoring Systems Based on Internet of Things: A Systematic Review

Indoor air quality has been a matter of concern for the international scientific community. Public health experts, environmental governances, and industry experts are working to improve the overall health, comfort, and well-being of building occupants. Repeated exposure to pollutants in indoor environments is reported as one of the potential causes of several chronic health problems such as lung cancer, cardiovascular disease, and respiratory infections. Moreover, smart cities projects are promoting the use of real-time monitoring systems to detect unfavorable scenarios for enhanced living environments. The main objective of this work is to present a systematic review of the current state of the art on indoor air quality monitoring systems based on the Internet of Things. The document highlights design aspects for monitoring systems, including sensor types, microcontrollers, architecture, and connectivity along with implementation issues of the studies published in the previous five years (2015–2020). The main contribution of this paper is to present the synthesis of existing research, knowledge gaps, associated challenges, and future recommendations. The results show that 70%, 65%, and 27.5% of studies focused on monitoring thermal comfort parameters, CO2, and PM levels, respectively. Additionally, there are 37.5% and 35% of systems based on Arduino and Raspberry Pi controllers. Only 22.5% of studies followed the calibration approach before system implementation, and 72.5% of systems claim energy efficiency.

[1]  Javier Villalba-Diez,et al.  Indoor Air-Quality Data-Monitoring System: Long-Term Monitoring Benefits , 2019, Sensors.

[2]  M. Villari,et al.  The 6 th International Conference on Ambient Systems , Networks and Technologies ( ANT 2015 ) Big Data Storage in the Cloud for Smart Environment Monitoring , 2015 .

[3]  Baowei Wang,et al.  Air Quality Forecasting Based on Gated Recurrent Long Short Term Memory Model in Internet of Things , 2019, IEEE Access.

[4]  ChangKyoo Yoo,et al.  Sustainable subway indoor air quality monitoring and fault-tolerant ventilation control using a sparse autoencoder-driven sensor self-validation , 2020 .

[5]  Tamás Kovácsházy,et al.  IoT Solution for Assessing the Indoor Air Quality of Educational Facilities , 2019, 2019 20th International Carpathian Control Conference (ICCC).

[6]  Li Zhang,et al.  Microhotplates for Metal Oxide Semiconductor Gas Sensor Applications—Towards the CMOS-MEMS Monolithic Approach , 2018, Micromachines.

[7]  Samaher Al-Janabi,et al.  Survey of main challenges (security and privacy) in wireless body area networks for healthcare applications , 2017 .

[8]  M.F.M Firdhous,et al.  IoT enabled proactive indoor air quality monitoring system for sustainable health management , 2017, 2017 2nd International Conference on Computing and Communications Technologies (ICCCT).

[9]  Md. Abbas Ali Khan,et al.  COMPARISON AMONG SHORT RANGE WIRELESS NETWORKS: BLUETOOTH, ZIGBEE, & WI-FI , 2016 .

[10]  M Derbez,et al.  Indoor air quality in energy‐efficient dwellings: Levels and sources of pollutants , 2018, Indoor air.

[11]  Alessandra Flammini,et al.  On the Use of IoT Sensors for Indoor Conditions Assessment and Tuning of Occupancy Rates Models , 2018, 2018 Workshop on Metrology for Industry 4.0 and IoT.

[12]  Prashant Kumar,et al.  Indoor air quality and energy management through real-time sensing in commercial buildings , 2016 .

[13]  Yan-Chyuan Shiau,et al.  Establishment of Smart Living Environment Control System , 2020 .

[14]  Gonçalo Marques,et al.  Monitoring Health Factors in Indoor Living Environments Using Internet of Things , 2017, WorldCIST.

[15]  Mohammad Masudur Rahman,et al.  Association of Low Birthweight and Indoor Air Pollution: Biomass Fuel Use in Bangladesh. , 2016, Journal of health & pollution.

[16]  Silviu Folea,et al.  Lessons Learned From the Development of Wireless Environmental Sensors , 2020, IEEE Transactions on Instrumentation and Measurement.

[17]  Davide Bacciu,et al.  An experimental characterization of reservoir computing in ambient assisted living applications , 2013, Neural Computing and Applications.

[18]  Triyanna Widiyaningtyas,et al.  Real Time Indoor Air Quality Monitoring Using Internet of Things at University , 2018, 2018 2nd Borneo International Conference on Applied Mathematics and Engineering (BICAME).

[19]  Abdullah Bin Gani,et al.  Real-Time Carbon Dioxide Monitoring Based on IoT & Cloud Technologies , 2019, ICSCA.

[20]  D. Kammen,et al.  Quantifying the effects of exposure to indoor air pollution from biomass combustion on acute respiratory infections in developing countries. , 2001, Environmental health perspectives.

[21]  Miguel Garcia,et al.  Multisensor IoT Platform for Optimising IAQ Levels in Buildings through a Smart Ventilation System , 2019, Sustainability.

[22]  N. V. Rajeesh Kumar,et al.  Comparison of ZigBee and Bluetooth wireless technologies-survey , 2017, 2017 International Conference on Information Communication and Embedded Systems (ICICES).

[23]  S. Vesper,et al.  Indoor particulate matter and lung function in children. , 2019, The Science of the total environment.

[24]  Mehmet Taştan,et al.  Real-Time Monitoring of Indoor Air Quality with Internet of Things-Based E-Nose , 2019, Applied Sciences.

[25]  Yugal Kumar,et al.  Time Series Data Prediction using IoT and Machine Learning Technique , 2020 .

[26]  Nick R. Harris,et al.  Powering the Environmental Internet of Things , 2019, Sensors.

[27]  Petru Dobra,et al.  Using Adaptive Transmit Power in Wireless Indoor Air Quality Monitoring , 2019, 2019 23rd International Conference on System Theory, Control and Computing (ICSTCC).

[28]  António Miguel Rosado da Cruz,et al.  On the design of a Human-in-the-Loop Cyber-Physical System for online monitoring and active mitigation of indoor Radon gas concentration , 2018, 2018 IEEE International Smart Cities Conference (ISC2).

[29]  Ning Lu,et al.  Use of Mobile Health Applications for Health-Seeking Behavior Among US Adults , 2016, Journal of Medical Systems.

[30]  Jinfang Sun,et al.  A Bibliometric Analysis of the Impacts of Air Pollution on Children , 2020, International journal of environmental research and public health.

[31]  Mohammed Arif,et al.  Impact of indoor environmental quality on occupant well-being and comfort: A review of the literature , 2016 .

[32]  P. Giungato,et al.  Indoor air quality in schools , 2014, Environmental Chemistry Letters.

[33]  K. Slezakova,et al.  Ultrafine particles: Levels in ambient air during outdoor sport activities. , 2019, Environmental pollution.

[34]  Italo Meroni,et al.  How to control the Indoor Environmental Quality through the use of the Do-It-Yourself approach and new pervasive technologies , 2017 .

[35]  Lavinia Chiara Tagliabue,et al.  Bi-directional interactions between users and cognitive buildings by means of smartphone app , 2016, 2016 IEEE International Smart Cities Conference (ISC2).

[36]  An-Yi Chen,et al.  On the Design and Implementation of an Innovative Smart Building Platform , 2016, 2016 International Conference on Networking and Network Applications (NaNA).

[37]  Joaquin Ordieres-Mere,et al.  The Use of the Internet of Things for Estimating Personal Pollution Exposure , 2019, International journal of environmental research and public health.

[38]  Michele De Carli,et al.  Measured and perceived indoor environmental quality: Padua Hospital case study , 2013 .

[39]  M. N. Assimakopoulos,et al.  A decision tool to balance indoor air quality and energy consumption: A case study , 2018 .

[40]  Wei-Chiang Hong,et al.  Indoor Air Quality Monitoring Systems for Enhanced Living Environments: A Review toward Sustainable Smart Cities , 2020, Sustainability.

[41]  J. Včelák,et al.  Smart building monitoring from structure to indoor environment , 2017, 2017 Smart City Symposium Prague (SCSP).

[42]  Shi-Jie Cao,et al.  Investigation of temperature regulation effects on indoor thermal comfort, air quality, and energy savings toward green residential buildings , 2019, Science and Technology for the Built Environment.

[44]  Italo Meroni,et al.  Design and Development of a Nearable Wireless System to Control Indoor Air Quality and Indoor Lighting Quality , 2016, Sensors.

[45]  Chih-Yuan Chang,et al.  Performance Analysis of Indoor Smart Environmental Control Factors: Using Temperature to Control the Rate of Formaldehyde Emission , 2019, IEEE Access.

[46]  Maedot S. Andargie,et al.  A review of factors affecting occupant comfort in multi-unit residential buildings , 2019, Building and Environment.

[47]  Pawel Wargocki,et al.  Ten questions concerning thermal and indoor air quality effects on the performance of office work and schoolwork , 2017 .

[48]  L. Gugliermetti,et al.  A cheap and third-age-friendly home device for monitoring indoor air quality , 2017, International Journal of Environmental Science and Technology.

[49]  S. Tao,et al.  Air pollution and inhalation exposure to particulate matter of different sizes in rural households using improved stoves in central China. , 2017, Journal of environmental sciences.

[50]  Yiannis Gkoufas,et al.  An Edge Computing Approach to Explore Indoor Environmental Sensor Data for Occupancy Measurement in Office Spaces , 2018, 2018 IEEE International Smart Cities Conference (ISC2).

[51]  Martin Pies,et al.  Wireless Measurement of Carbon Dioxide by use of IQRF Technology , 2018 .

[52]  Kinnera Bharath Kumar Sai,et al.  Low Cost IoT Based Air Quality Monitoring Setup Using Arduino and MQ Series Sensors With Dataset Analysis , 2019, Procedia Computer Science.

[53]  J. Saini,et al.  A comprehensive review on indoor air quality monitoring systems for enhanced public health , 2020 .

[54]  Amir H. Gandomi,et al.  Internet of Things Mobile–Air Pollution Monitoring System (IoT-Mobair) , 2019, IEEE Internet of Things Journal.

[55]  Douglas J. Leaffer,et al.  Wearable Ultrafine Particle and Noise Monitoring Sensors Jointly Measure Personal Co-Exposures in a Pediatric Population , 2019, International journal of environmental research and public health.

[56]  Liping Wang,et al.  Continuous monitoring of indoor environmental quality using an Arduino-based data acquisition system , 2018, Journal of Building Engineering.

[57]  Gonçalo Marques,et al.  A System Based on the Internet of Things for Real-Time Particle Monitoring in Buildings , 2018, International journal of environmental research and public health.

[58]  Gonçalo Marques,et al.  Internet of Things and Enhanced Living Environments: Measuring and Mapping Air Quality Using Cyber-physical Systems and Mobile Computing Technologies , 2020, Sensors.

[59]  Mahmudur Rahman Hera,et al.  An adaptive IoT platform on budgeted 3G data plans , 2019, J. Syst. Archit..

[60]  Semiha Ergan,et al.  Towards optimal control of air handling units using deep reinforcement learning and recurrent neural network , 2020 .

[61]  Abdullah Kadri,et al.  A Modular IoT Platform for Real-Time Indoor Air Quality Monitoring , 2018, Sensors.

[62]  I. Paciência,et al.  Indoor air quality in Portuguese schools: levels and sources of pollutants. , 2016, Indoor air.

[63]  Ákos Kukovecz,et al.  Portable cyber-physical system for indoor and outdoor gas sensing , 2017 .

[64]  Italo Meroni,et al.  Design and Development of nEMoS, an All-in-One, Low-Cost, Web-Connected and 3D-Printed Device for Environmental Analysis , 2015, Sensors.

[65]  Mohammed Essaaidi,et al.  Context-driven monitoring and control of buildings ventilation systems using big data and Internet of Things–based technologies , 2018, J. Syst. Control. Eng..

[66]  Gonçalo Marques,et al.  A Cost-Effective Air Quality Supervision Solution for Enhanced Living Environments through the Internet of Things , 2019, Electronics.

[67]  Gonçalo Marques,et al.  An Internet of Things-Based Environmental Quality Management System to Supervise the Indoor Laboratory Conditions , 2019, Applied Sciences.

[68]  Sherali Zeadally,et al.  Performance Evaluation of Energy-Autonomous Sensors Using Power-Harvesting Beacons for Environmental Monitoring in Internet of Things (IoT) , 2018, Sensors.

[69]  Thomais Vlachogianni,et al.  Pulmonary Oxidative Stress, Inflammation and Cancer: Respirable Particulate Matter, Fibrous Dusts and Ozone as Major Causes of Lung Carcinogenesis through Reactive Oxygen Species Mechanisms , 2013, International journal of environmental research and public health.

[70]  Sujoy Saha,et al.  IoT based indoor environment data modelling and prediction , 2018, 2018 10th International Conference on Communication Systems & Networks (COMSNETS).

[71]  Eric Rondeau,et al.  An IoT-based scheme for real time indoor personal exposure assessment , 2016, 2016 13th IEEE Annual Consumer Communications & Networking Conference (CCNC).

[72]  Yen Kheng Tan,et al.  Advanced building energy monitoring using wireless sensor integrated EnergyPlus platform for personal climate control , 2015, 2015 IEEE 11th International Conference on Power Electronics and Drive Systems.

[73]  Partha Pratim Ray,et al.  Internet of Things cloud enabled MISSENARD index measurement for indoor occupants , 2016 .

[74]  L. Morawska,et al.  Smart homes and the control of indoor air quality , 2018, Renewable and Sustainable Energy Reviews.

[75]  Godson R. E. E. Ana,et al.  Indoor air quality and reported health symptoms among hair dressers in salons in Ibadan, Nigeria , 2019 .

[76]  Junwei Ding,et al.  Sensor deployment strategy using cluster analysis of Fuzzy C-Means Algorithm: Towards online control of indoor environment’s safety and health , 2020 .

[77]  P. Babu,et al.  Indoor Air Quality and Thermal Comfort in Green Building: A Study for Measurement, Problem and Solution Strategies , 2020 .

[78]  Stefan Maas,et al.  Post-occupancy evaluation of residential buildings in Luxembourg with centralized and decentralized ventilation systems, focusing on indoor air quality (IAQ). Assessment by questionnaires and physical measurements , 2017 .

[79]  Hao Feng,et al.  EMACS: Design and implementation of indoor environment monitoring and control system , 2017, 2017 IEEE/ACIS 16th International Conference on Computer and Information Science (ICIS).

[80]  R. Badlishah Ahmad,et al.  Design and Development of Multi-Transceiver Lorafi Board consisting LoRa and ESP8266-Wifi Communication Module , 2018 .

[81]  Jensen Zhang,et al.  Energy-saving building system integration with a smart and low-cost sensing/control network for sustainable and healthy living environments: Demonstration case study , 2020 .

[82]  Jonghyun Lee,et al.  CSN: The Conceptually Manageable Sensor Network , 2015, Int. J. Distributed Sens. Networks.

[83]  Melanie L. Sattler,et al.  [Indoor air quality in schools]. , 2011, Archives de pediatrie : organe officiel de la Societe francaise de pediatrie.

[84]  Chao-Tung Yang,et al.  Implementation of an Intelligent Indoor Environmental Monitoring and management system in cloud , 2019, Future Gener. Comput. Syst..

[85]  A. Kankaria,et al.  Indoor Air Pollution in India: Implications on Health and its Control , 2014, Indian journal of community medicine : official publication of Indian Association of Preventive & Social Medicine.

[86]  Zaheera Zainal Abidin,et al.  Wireless Internet of Things-Based Air Quality Device for Smart Pollution Monitoring , 2018 .

[87]  Siva V. Girish,et al.  Real-Time Remote Monitoring of Indoor Air Quality Using Internet of Things (IoT) and GSM Connectivity , 2016 .

[88]  Pohsiang Tsai IOT: Intelligent Bio-tank system for smart home , 2016, 2016 International Conference on Applied System Innovation (ICASI).

[90]  Zdenka Babic,et al.  Quality of life context influence factors improvement using houseplants and Internet of Things , 2016, 2016 IEEE International Black Sea Conference on Communications and Networking (BlackSeaCom).

[91]  David Kartchner,et al.  Short‐Term Elevation of Fine Particulate Matter Air Pollution and Acute Lower Respiratory Infection , 2018, American journal of respiratory and critical care medicine.

[92]  Wenyan Wu,et al.  Design and Implementation of an IoT-Based Indoor Air Quality Detector With Multiple Communication Interfaces , 2019, IEEE Internet of Things Journal.

[93]  Hansaem Park,et al.  IoT-based occupancy detection system in indoor residential environments , 2018 .

[94]  Ali Ahmadinia,et al.  Real-Time Intelligent Air Quality Evaluation on a Resource-Constrained Embedded Platform , 2018, 2018 IEEE 4th International Conference on Big Data Security on Cloud (BigDataSecurity), IEEE International Conference on High Performance and Smart Computing, (HPSC) and IEEE International Conference on Intelligent Data and Security (IDS).

[95]  Jun Seok Park,et al.  Multi-purpose connected electronic nose system for health screening and indoor air quality monitoring , 2017, 2017 International Conference on Information Networking (ICOIN).

[96]  Bijan Paul,et al.  Real-time air quality monitoring system for Bangladesh's perspective based on Internet of Things , 2017, 2017 3rd International Conference on Electrical Information and Communication Technology (EICT).

[97]  Alex Parkinson,et al.  Continuous IEQ monitoring system: Context and development , 2019, Building and Environment.

[98]  Francisco Cercas,et al.  Indoor Air Quality Monitoring System to Prevent the Triggering of Respiratory Distress , 2019, 2019 International Conference on Sensing and Instrumentation in IoT Era (ISSI).

[99]  N. Bruce,et al.  Risk of low birth weight and stillbirth associated with indoor air pollution from solid fuel use in developing countries. , 2010, Epidemiologic reviews.

[100]  Ivan Miguel Pires,et al.  Air Quality Monitoring Using Assistive Robots for Ambient Assisted Living and Enhanced Living Environments through Internet of Things , 2019, Electronics.

[101]  Tham Kwok Wai,et al.  Flexible Indoor Environmental Quality Monitoring for Interoperable Subsystems in Buildings , 2018, 2018 IEEE International Conference on Environment and Electrical Engineering and 2018 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe).

[102]  Abderrahmane Baïri,et al.  Environmental monitoring system based on an Open Source Platform and the Internet of Things for a building energy retrofit , 2018 .

[103]  M. Franchini,et al.  Health Effects of Ambient Air Pollution in Developing Countries , 2017, International journal of environmental research and public health.

[104]  Mamta Agiwal,et al.  Towards Connected Living: 5G Enabled Internet of Things (IoT) , 2019 .

[105]  M. A. Mujeebu,et al.  Air-conditioning condensate recovery and applications—Current developments and challenges ahead , 2018 .

[106]  Jing Zhang,et al.  A WiFi-enabled indoor air quality monitoring and control system: The design and control experiments , 2017, 2017 13th IEEE International Conference on Control & Automation (ICCA).

[107]  Manh Duong Phung,et al.  Sensing Data Fusion for Enhanced Indoor Air Quality Monitoring , 2020, IEEE Sensors Journal.

[108]  Italo Meroni,et al.  Application of IoT and Machine Learning techniques for the assessment of thermal comfort perception. , 2018, Energy Procedia.

[109]  Gonçalo Marques,et al.  An Indoor Monitoring System for Ambient Assisted Living Based on Internet of Things Architecture , 2016, International journal of environmental research and public health.

[110]  Angelamaria Massimo,et al.  The effect of natural ventilation strategy on indoor air quality in schools. , 2017, The Science of the total environment.

[111]  J. Esquiagola,et al.  Monitoring Indoor Air Quality by using IoT Technology , 2018, 2018 IEEE XXV International Conference on Electronics, Electrical Engineering and Computing (INTERCON).

[112]  M. Santamouris,et al.  Occupancy-based zone-level VAV system control implications on thermal comfort, ventilation, indoor air quality and building energy efficiency , 2019 .

[113]  K Reijula,et al.  [Indoor air quality]. , 1996, Duodecim; laaketieteellinen aikakauskirja.

[114]  Carles Gomez,et al.  Overview and Evaluation of Bluetooth Low Energy: An Emerging Low-Power Wireless Technology , 2012, Sensors.

[115]  Lirong Zheng,et al.  Edge Computing Based IoT Architecture for Low Cost Air Pollution Monitoring Systems: A Comprehensive System Analysis, Design Considerations & Development , 2018, Sensors.