Real-time Read and Analysis of Air Pollution Produced from Private Electrical Generators in Mosul City using LoRaWAN
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Abstract
This study presents a novel, site-specific deployment of a Long Range Wide Area Network (LoRaWAN)-driven air pollution monitoring network specifically for the Iraqi city of Mosul, which is beset by widespread power outages and extensive utilization of decentralized diesel generators. While these generators mitigate electricity shortages, they are enormous contributors to urban air pollution, emitting high levels of CO2 and particulates. As opposed to previous studies, which concentrate on affluent urban areas, this research addresses a very deprived locale using an extensible low-power, low-cost LoRaWAN network and high-precision CO2 sensors (Sensirion SCD30 and MH-Z19) and The Things Network (TTN) for real-time data aggregation. With geo-referenced generator mapping integrated into the system, systematically distributed sensor nodes, and spatial interpolation via Geographic Information System (GIS), the system acquires seasonally varying emissions and identifies hotspots of pollution. Temperature and humidity data are incorporated to calibrate sensors so that the emission models are improved. Furthermore, the study conducts an operational evaluation of the LoRaWAN network over Mosul's urban densification, investigating link stability, RSSI, latency, and packet loss to verify network performance in actual conditions. The results highlight strong seasonal correlation between generator working and CO2 flux, reinforcing the climate-energy-emission nexus. Practically, LoRaWAN's infrastructure-independent and long-range design would be particularly apt to Mosul's connectivity-deficient terrain, serving as a robust platform for environmental monitoring and planning regulation. This research makes a significant contribution to the field by proposing an open, reproducible IoT-based framework for urban air quality control in energy-constrained regions and outlines future directions encompassing multi-pollutant sensing, mobile sensor nodes, and blockchain-secured data communication for enhanced trust and system reliability.
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References
O.a.M.E. Joumayle, “Oil production and abrupt institutional change: the multi-cyclic Hubbert model and the case of Iraq,” Contemporary Arab Affairs, vol. 10, no. 2, pp. 256–285, Apr. 2017, doi: 10.1080/17550912.2017.1302059.
P.L. Billon, “Corrupting Peace? Peacebuilding and post-conflict corruption,” International Peacekeeping, vol. 15, no. 3, pp. 344–361, Jun. 2008, doi: 10.1080/13533310802058851.
H.N. Bekheet, N.K. Al-Sudany, and S.S. Najm, “Iraqi economy and renewable energy projects between economic necessity and investment challenges,” International Journal of Professional Business Review, vol. 8, no. 8, pp. e03435, Aug. 2023, doi: 10.26668/businessreview/2023.v8i8.3435.
IEA, “World Energy Outlook 2022,” OECD Publishing, Paris 2022, doi: 10.1787/3a469970-en.
M. Dhanaraju, P. Chenniappan, K. Ramalingam, S. Pazhanivelan, and R. Kaliaperumal, “Smart Farming: Internet of Things (IoT)-Based Sustainable agriculture,” Agriculture, vol. 12, no. 10, pp. 1745, Oct. 2022, doi: 10.3390/agriculture12101745.
A. Awasthi, K.K. Saxena, and V. Arun, “Sustainability and survivability in manufacturing sector,” in Elsevier eBooks, pp. 205–219, 2020, doi: 10.1016/b978-0-12-819496-6.00011-7.
M.Y. Raza, and B. Lin, “Natural gas consumption, energy efficiency and low carbon transition in Pakistan,” Energy, vol. 240, pp. 122497, Nov. 2021, doi: 10.1016/j.energy.2021.122497.
M. Malvezzi et al., “European cancer mortality predictions for the year 2023 with focus on lung cancer,” Annals of Oncology, vol. 34, no. 4, pp. 410–419, Mar. 2023, doi: 10.1016/j.annonc.2023.01.010.
N.T.K. Oanh, and L.N. Huy, “Atmospheric Emissions from Electricity Generation in Southeast Asia: Development Trend and Policy Responses,” Current Pollution Reports, vol. 10, no. 1, pp. 54–69, Jan. 2024, doi: 10.1007/s40726-023-00289-0.
A. Al-Wakeel, “Local energy systems in Iraq: neighbourhood diesel generators and solar photovoltaic generation,” in IntechOpen eBooks, 2021, doi: 10.5772/intechopen.95280.
Global Energy Review 2025 – Analysis - IEA. (2025, March 1). IEA. [Online]. Available https://www.iea.org/reports/global-energy-review-2025
H. Moosaei, I. Kotsireas, and P.M. Pardalos, “Dynamics of information systems,” 7th International Conference, DIS 2024, Kalamata, Greece, Revised Selected Papers. 2025.
C.K. Lebekwe, L. Kolobe, B. Sigweni, and A.M. Zungeru, “Assessing Repeatable Accuracy Potential of LORA: a Navigation Approach,” IEEE Access, vol. 10, pp. 43943–43953, Jan. 2022, doi: 10.1109/access.2022.3169443.
S. Babamohammadi, A.R. Birss, H. Pouran, J. Pandhal, and T.N. Borhani, “Emission Control and Carbon Capture from Diesel Generators and Engines: A Decade-Long Perspective,” Carbon Capture Science & Technology, pp. 100379, Jan. 2025, doi: 10.1016/j.ccst.2025.100379.
H. Zhang, B. Di, K. Bian, and L. Song, “IOT-U: Cellular Internet-of-Things networks over unlicensed spectrum,” IEEE Transactions on Wireless Communications, vol. 18, no. 5, pp. 2477–2492, Apr. 2019, doi: 10.1109/twc.2019.2904269.
H. Yuan et al., “A Multi-Pollutant Air Quality Analysis with Environmental Justice Considerations: Case Study for Detroit,” Sustainability, vol. 16, no. 16, pp. 6931, Aug. 2024, doi: 10.3390/su16166931.
M.H.Z H. Nizam, M.A.A. Nizam, M.H.H. Jummadi, N. nor M.S.N.M. Kamal, and A.A. Zainuddin, “Hyperledger Fabric Blockchain for Securing the Edge Internet of Things: A review,” Journal of Informatics and Web Engineering, vol. 4, no. 1, pp. 81–98, Feb. 2025, doi: 10.33093/jiwe.2025.4.1.7.
W. Dang, S. Kim, S. Park, and W. Xu, “The impact of economic and IoT technologies on air pollution: an AI-based simulation equation model using support vector machines,” Soft Computing, vol. 28, no. 4, pp. 3591–3611, Jan. 2024, doi: 10.1007/s00500-023-09622-7.
A. Hussain, U. Farooq, and I. Rabbi, “Facilitating Digital Experience Sharing Among Vehicles through Utilisation of Pre-existing Communication Infrastructure,” Journal of Informatics and Web Engineering, vol. 4, no. 2, pp. 262–274, Jun. 2025, doi: 10.33093/jiwe.2025.4.2.17.
F. F. Hossain et al., “Soil moisture monitoring through UAS-Assisted Internet of Things LORAWAN wireless underground sensors,” IEEE Access, vol. 10, pp. 102107–102118, Jan. 2022, doi: 10.1109/access.2022.3208109.
K.B. Rajan, J. Weuve, L.L. Barnes, E.A. McAninch, R.S. Wilson, and D.A. Evans, “Population estimate of people with clinical Alzheimer’s disease and mild cognitive impairment in the United States (2020–2060),” Alzheimer S & Dementia, vol. 17, no. 12, pp. 1966–1975, May 2021, doi: 10.1002/alz.12362.
R. K and G. T. W, “IoT-Based nerve stimulator for women’s safety,” Journal of Informatics and Web Engineering, vol. 4, no. 1, pp. 129–139, Feb. 2025, doi: 10.33093/jiwe.2025.4.1.10.
M. Gonzalez-Palacio, D. Tobon-Vallejo, L.M. Sepulveda-Cano, S. Rua, G. Pau, and L.B. Le, “LoRaWAN Path Loss Measurements in an Urban Scenario including Environmental Effects,” Data, vol. 8, no. 1, pp. 4, Dec. 2022, doi: 10.3390/data8010004.
S.T. Ahmed, A.A. Ahmed, A. Annamalai, and M.F. Chouikha, “A scalable and Energy-Efficient LoRaWAN-Based geofencing system for remote monitoring of vulnerable communities,” IEEE Access, vol. 12, pp. 48540–48554, Jan. 2024, doi: 10.1109/access.2024.3383778.
O.C. Aja and H.H. Al-Kayiem, “Review of municipal solid waste management options in Malaysia, with an emphasis on sustainable waste-to-energy options,” Journal of Material Cycles and Waste Management, vol. 16, no. 4, pp. 693–710, Dec. 2013, doi: 10.1007/s10163-013-0220-z.
S. Mahmood, A. Ali, and H.J. Jumaah, “Geo-visualizing the hotspots of smog-induced health effects in district Gujranwala, Pakistan: a community perspective,” Environmental Monitoring and Assessment, vol. 196, no. 5, Apr. 2024, doi: 10.1007/s10661-024-12619-w.
H.H. Ali, B.I. Wahab, and H.M. AbdulAl-Hmeed, “Evaluation of the air quality index for PM2.5 and PM10 in the station of the Great Husseiny Park in the Holy city of Karbala,” in Springer proceedings in earth and environmental sciences, 2024, pp. 219–230, doi: 10.1007/978-3-031-57054-4_16.