DEVELOPMENT OF SMART SENSOR NETWORKS BASED ON NANOMATERIALS FOR PRECISE ENVIRONMENTAL MONITORING AND INTELLIGENT INFRASTRUCTURE MANAGEMENT SYSTEMS

Saripuddin M. (1), Yang Xiang (2), Wang Jing (3)
(1) Universitas Islam Makassar, ID Indonesia,
(2) Beijing Normal University, CN China,
(3) Nanjing University, ID Indonesia

Abstract

Environmental and infrastructure monitoring increasingly requires sensing systems that are accurate, distributed, responsive, and capable of converting complex observations into actionable management information. This study aimed to develop a nanomaterial-based smart sensor network for precise environmental monitoring and intelligent infrastructure management. A Design Science Research approach was employed through nanomaterial characterization, sensor fabrication, laboratory calibration, wireless network integration, edge processing, anomaly detection, and prototype evaluation under controlled and semi-realistic conditions. The developed network demonstrated high measurement accuracy, strong packet-delivery performance, reliable node availability, and effective detection of environmental and structural anomalies. Multivariable analysis showed that combining humidity, corrosion, strain, pollutant, and communication data generated earlier and more informative warnings than isolated sensor thresholds. Edge filtering reduced unnecessary transmission, while local buffering improved data continuity during communication disruptions. The study concludes that the value of nanomaterial-based sensing depends not only on sensitivity but also on integration with reliable communication, intelligent analytics, and management-oriented decision support. The proposed architecture provides a practical framework for transforming nanoscale sensing capabilities into scalable cyber-physical monitoring systems that support environmental surveillance, predictive maintenance, and more adaptive infrastructure management under increasingly complex operational conditions. These findings establish a pathway toward resilient, data-driven, and resource-efficient monitoring ecosystems worldwide.

Full text article

Generated from XML file

References

Abedi, M., Al-Jabri, K., Han, B., Fangueiro, R., Lourenço, P. B., & Correia, A. G. (2024). Advancing infrastructure resilience: A polymeric composite reinforcement grid with self-sensing and self-heating capabilities. Construction and Building Materials, 435, 136730. https://doi.org/https://doi.org/10.1016/j.conbuildmat.2024.136730

Ahmad, S., Hashmi, A. W., Singh, J., Arora, K., Tian, Y., Iqbal, F., Al-Dossari, M., & Khan, M. I. (2024). Innovations in additive manufacturing of shape memory alloys: Alloys, microstructures, treatments, applications. Journal of Materials Research and Technology, 32, 4136–4197. https://doi.org/https://doi.org/10.1016/j.jmrt.2024.08.213

Alharasees, O., Kale, U., Rohacs, J., Rohacs, D., Eva, M. A., & Boros, A. (2024). Green building energy: Patents analysis and analytical hierarchy process evaluation. Heliyon, 10(8), e29442. https://doi.org/https://doi.org/10.1016/j.heliyon.2024.e29442

Ata, R. (2025). Integration of artificial intelligence in advanced oxidation processes for sustainable wastewater treatment: A bibliometric and scientometric analysis (2014–2025). Desalination and Water Treatment, 323, 101338. https://doi.org/https://doi.org/10.1016/j.dwt.2025.101338

Ataei, P., Takhtravan, A., Gheibi, M., Chahkandi, B., Faramarz, M. G., Wac?awek, S., Fathollahi-Fard, A. M., & Behzadian, K. (2024). An intelligent decision support system for groundwater supply management and electromechanical infrastructure controls. Heliyon, 10(3), e25036. https://doi.org/https://doi.org/10.1016/j.heliyon.2024.e25036

Chahkandi, B., Montazeri Namin, M., Gheibi, M., Dhoska, K., Moezzi, R., & Fathollahi-Fard, A. M. (2025). Intelligent chlorination in water distribution networks: Integrating genetic algorithm and EPANET fusion. Kuwait Journal of Science, 52(3), 100425. https://doi.org/https://doi.org/10.1016/j.kjs.2025.100425

Chang, A.-C., & Lin, J.-S. (2024). Exploring technological applications through LDA-based patent mining: A metaverse ontology construction. World Patent Information, 79, 102314. https://doi.org/https://doi.org/10.1016/j.wpi.2024.102314

Chen, J., Mohammed, K. J., Ali, E., & Marzouki, R. (2025). Carbon additives to improve polymer performance in energy applications using machine learning. Case Studies in Construction Materials, 23, e05099. https://doi.org/https://doi.org/10.1016/j.cscm.2025.e05099

Chen, Z., Kurniawan, T. A., & Yap, P.-S. (2024). Integrating leachate treatment into circular economy landfill practices for nutrient, energy, and material (NEM) recovery and climate change mitigation. Journal of Water Process Engineering, 68, 106524. https://doi.org/https://doi.org/10.1016/j.jwpe.2024.106524

Faqir, Y., Qayoom, A., Erasmus, E., Schutte-Smith, M., & Visser, H. G. (2024). A review on the application of advanced soil and plant sensors in the agriculture sector. Computers and Electronics in Agriculture, 226, 109385. https://doi.org/https://doi.org/10.1016/j.compag.2024.109385

Feng, S., Wang, Z., Zhang, Y., Mei, L., & Wang, Z. (2025). Harnessing nanozymes as next-generation antimicrobial agents: From mechanisms to therapeutic strategies. Materials Today Bio, 35, 102499. https://doi.org/https://doi.org/10.1016/j.mtbio.2025.102499

Firoozi, A. A., Firoozi, A. A., & Maghami, M. R. (2025). Transforming civil engineering: The role of nanotechnology and AI in advancing material durability and structural health monitoring. Case Studies in Construction Materials, 23, e05063. https://doi.org/https://doi.org/10.1016/j.cscm.2025.e05063

Firoozi, A. A., Firoozi, A. A., Oyejobi, D. O., Avudaiappan, S., & Flores, E. S. (2025). Developing urban infrastructure: Strategic integration of solar-heated pavement systems for enhanced resilience and sustainability. Results in Engineering, 25, 104593. https://doi.org/https://doi.org/10.1016/j.rineng.2025.104593

Goel, R. K., & Vishnoi, S. (2025). Space-age evolution - remote sensing and IoT for productive and sustainable agricultural landscape. Sustainable Futures, 10, 101280. https://doi.org/https://doi.org/10.1016/j.sftr.2025.101280

Habba, M. I. A., & Ahmed, M. M. Z. (2025). Friction stir welding-based technologies: A comprehensive review from the sustainable manufacturing perspectives. Journal of Materials Research and Technology, 38, 1–29. https://doi.org/https://doi.org/10.1016/j.jmrt.2025.07.184

Hassan, E., Paschos, A., Dinn, C., Shakshuki, E., & Eaman, A. (2025). A New Biotechnology Era: Computer Science Enabled Solutions to Environmental Challenges in Agriculture. Procedia Computer Science, 272, 31–37. https://doi.org/https://doi.org/10.1016/j.procs.2025.10.175

Huang, Y., Antwi-Afari, M. F., Sun, B., & Liu, J. (2025). Critical success factors for implementing self-powered wearable internet of things sensors in construction: A systematic literature review and conceptual framework. Applied Energy, 401, 126836. https://doi.org/https://doi.org/10.1016/j.apenergy.2025.126836

Jeyam Jacqueline, S., Venugopal, D., & Joe Patrick Gnanaraj, S. (2025). Experimental investigation, optimization and IoT-based monitoring for enhanced yield in single basin solar still systems. Desalination and Water Treatment, 324, 101424. https://doi.org/https://doi.org/10.1016/j.dwt.2025.101424

Kahachi, H. A. H., Abreu, M., & Ehsan, M. (2024). Defining future cities: A comparative review of future cities’ definitions and characteristics across multiple fields. Futures, 164, 103491. https://doi.org/https://doi.org/10.1016/j.futures.2024.103491

Kazanskiy, N. L., Khonina, S. N., & Butt, M. A. (2024). A review on flexible wearables – Recent developments in non-invasive continuous health monitoring. Sensors and Actuators A: Physical, 366, 114993. https://doi.org/https://doi.org/10.1016/j.sna.2023.114993

Kim, Y., Doo, H., Shin, D., Lee, S. Y., Roh, Y., Park, S., Song, H., Jung, Y., Yoo, H. J., Han, S. S., Kim, J. W., Besenhard, M. O., Lee, Y. S., & Na, J. (2025). Self-driving laboratories with artificial intelligence: An overview of process systems engineering perspective. Computers & Chemical Engineering, 203, 109266. https://doi.org/https://doi.org/10.1016/j.compchemeng.2025.109266

Kuppusamy, S., Meivelu, M., Praburaman, L., Mujahid Alam, M., Al-Sehemi, A. G., & K, A. (2024). Integrating AI in food contaminant analysis: Enhancing quality and environmental protection. Journal of Hazardous Materials Advances, 16, 100509. https://doi.org/https://doi.org/10.1016/j.hazadv.2024.100509

Lu, H., Jiang, C., Xie, Y., & Yuan, B. (2025). Electrochemical assessment of abrasion-resistant concrete using carbon nanomaterial sensors for sustainable infrastructure monitoring. Microchemical Journal, 219, 115944. https://doi.org/https://doi.org/10.1016/j.microc.2025.115944

Ma, Z., Zhou, L., Wang, S., Zhu, S., Zhao, Z., Li, R., Wang, T., & Guo, H. (2025). Multidimensional synergistic management of acid mine drainage: Constructing closed-loop technological systems bridging contamination control and resource circulation. Journal of Water Process Engineering, 78, 108782. https://doi.org/https://doi.org/10.1016/j.jwpe.2025.108782

Mana, A. A., Allouhi, A., Hamrani, A., Rehman, S., el Jamaoui, I., & Jayachandran, K. (2024). Sustainable AI-based production agriculture: Exploring AI applications and implications in agricultural practices. Smart Agricultural Technology, 7, 100416. https://doi.org/https://doi.org/10.1016/j.atech.2024.100416

Marín, D., Llano-Viles, J., Haddi, Z., Perera-Lluna, A., & Fonollosa, J. (2023). Home monitoring for older singles: A gas sensor array system. Sensors and Actuators B: Chemical, 393, 134036. https://doi.org/https://doi.org/10.1016/j.snb.2023.134036

Matapour, A., Samimi-Akhijahani, H., & Zareei, S. (2025). Performance and LCA evaluation and of a new designed solar powered rotary dryer with phase change material and desiccant system. Solar Energy, 300, 113717. https://doi.org/https://doi.org/10.1016/j.solener.2025.113717

Mohammed, H. I., Rashid, F. L., Togun, H., Agyekum, E. B., Ameen, A., Hammoodi, K. A., Parveen, R., Kadhim, S. A., & Abbas, W. N. (2025). The role of nanotechnology and artificial intelligence in optimizing thermal energy systems. Applied Energy, 400, 126576. https://doi.org/https://doi.org/10.1016/j.apenergy.2025.126576

Morchid, A., Jebabra, R., Qjidaa, H., El Alami, R., & Jamil, M. O. (2024). Agri-tech innovations for sustainability: A fire detection system based on MQTT broker and IoT to improve environmental risk management. Results in Engineering, 24, 103683. https://doi.org/https://doi.org/10.1016/j.rineng.2024.103683

Murgod, S., Kabbur, T., Matte, B., Mujumdar, V., & Raikar, M. M. (2025). IoT-Driven Smart Farming with Machine Learning for Sustainable Food Systems. Procedia Computer Science, 260, 552–560. https://doi.org/https://doi.org/10.1016/j.procs.2025.03.233

Nehar, L., Rahman, T., Shahed, M. S., Prodhan, M. Y., Rahman, M. S., & Tuly, S. S. (2025). Synergistic integration of PCM-filled coil fins and smart water depth control in solar stills: A comprehensive energy, exergy, and environmental analysis. Cleaner Chemical Engineering, 11, 100189. https://doi.org/https://doi.org/10.1016/j.clce.2025.100189

Nwokolo, I. K., Shi, H., & Liu, F. (2025). MOF-based protective coatings for metal corrosion protection: A critical review of design/synthesis, performance, and mechanism. Materials Science and Engineering: B, 313, 117932. https://doi.org/https://doi.org/10.1016/j.mseb.2024.117932

Pandey, S., Kumar, A., & Sharma, A. (2024). Sustainable solar drying: Recent advances in materials, innovative designs, mathematical modeling, and energy storage solutions. Energy, 308, 132725. https://doi.org/https://doi.org/10.1016/j.energy.2024.132725

Rashad, M., Abdellatif, M. S., & Rabie, A. H. (2025). An improved human evolutionary optimization algorithm for maximizing green hydrogen generation in intelligent energy management system (IEMS). Results in Engineering, 27, 105998. https://doi.org/https://doi.org/10.1016/j.rineng.2025.105998

Selwal, N., Sultana, H., Rahayu, F., Hariyono, B., Riajaya, P. D., Kadarwati, F. T., Herwati, A., Latifah, E., Indriani, F. C., Saeri, M., Dar, M. A., Chopra, C., Abass, K. S., & Wani, A. K. (2025). Emerging technologies in biomass conversion: Bioengineering and nanocatalysts to AI-driven process optimization. Biomass and Bioenergy, 200, 108054. https://doi.org/https://doi.org/10.1016/j.biombioe.2025.108054

Shahnaz, T., Hayder, G., Shah, M. A., Ramli, M. Z., Ismail, N., Hua, C. K., Zahari, N. M., Mardi, N. H., Selamat, F. E., Kabilmiharbi, N., & Aziz, H. A. (2024). Graphene-based nanoarchitecture as a potent cushioning/filler in polymer composites and their applications. Journal of Materials Research and Technology, 28, 2671–2698. https://doi.org/https://doi.org/10.1016/j.jmrt.2023.12.108

Shamsi, M., & Zakerinejad, M. (2025). Development of practical-mathematical policy models using Fuzzy-Likert scale: Sustainable recycling of mining tailings in the industry 4.0 era. Process Safety and Environmental Protection, 200, 107378. https://doi.org/https://doi.org/10.1016/j.psep.2025.107378

Shelare, S. D., Belkhode, P. N., Nikam, K. C., Jathar, L. D., Shahapurkar, K., Soudagar, M. E. M., Veza, I., Khan, T. M. Y., Kalam, M. A., Nizami, A.-S., & Rehan, M. (2023). Biofuels for a sustainable future: Examining the role of nano-additives, economics, policy, internet of things, artificial intelligence and machine learning technology in biodiesel production. Energy, 282, 128874. https://doi.org/https://doi.org/10.1016/j.energy.2023.128874

Shen, Y., Yang, Y., Liu, B., Liu, Y., Zhao, Q., Ma, Y., Zhou, M., Wang, T., Guo, L., & Que, W. (2025). Evacuated collector tube-based solar energy conversion system: Device structure, practical application, and sustainability assessment. Applied Energy, 402, 126921. https://doi.org/https://doi.org/10.1016/j.apenergy.2025.126921

Soozanipour, A., Ejeian, F., Boroumand, Y., Rezayat, A., & Moradi, S. (2023). Biotechnological advancements towards water, food and medical healthcare: A review. Chemosphere, 312, 137185. https://doi.org/https://doi.org/10.1016/j.chemosphere.2022.137185

Taghizad-Tavana, K., Ghanbari-Ghalehjoughi, M., Safari, A., Hagh, M. T., & Nezhad, A. E. (2025). From green hydrogen production to artificial intelligence–driven energy management in hydrogen fuel cell electric vehicles: a comprehensive review of technologies, optimization techniques, international standards, and investment programs. Applied Energy, 399, 126534. https://doi.org/https://doi.org/10.1016/j.apenergy.2025.126534

Taha, B. A., Sulaiman, G. M., Addie, A. J., Khalil, K. A. A., Ahmed, E. M., Chaudhary, V., & Arsad, N. (2025). Multifunctional nanophotonic photoacoustic biosensors: a new era in molecular imaging–guided deep-tissue cancer monitoring. Methods, 242, 1–23. https://doi.org/https://doi.org/10.1016/j.ymeth.2025.06.005

Tong, C., Wang, Y., Liu, H., Tong, B., Zhu, J., & Kou, M. (2025). From risk management to AI-driven safety: A bibliometric review of occupational safety and health research. Results in Engineering, 28, 107440. https://doi.org/https://doi.org/10.1016/j.rineng.2025.107440

Venugopal, P. M., Manickam, K. S., Munimathan, A., & Dhairiyasamy, R. (2025). Enhancing solar energy efficiency through comparative analysis of photovoltaic and hybrid photovoltaic-thermal systems. Solar Energy Materials and Solar Cells, 292, 113806. https://doi.org/https://doi.org/10.1016/j.solmat.2025.113806

Verma, A., Prasad, V. K., Kumari, A., Bhattacharya, P., Srivastava, G., Fang, K., Wang, W., & Gadekallu, T. R. (2025). Industry 6.0: Vision, technical landscape, and opportunities. Alexandria Engineering Journal, 130, 139–174. https://doi.org/https://doi.org/10.1016/j.aej.2025.08.040

Wang, M., He, J., Zheng, L., Alkhalifah, T., & Marzouki, R. (2025). Optimizing energy capacity, and vibration control performance of multi-layer smart silicon solar cells using mathematical simulation and deep neural networks. Aerospace Science and Technology, 159, 109983. https://doi.org/https://doi.org/10.1016/j.ast.2025.109983

Wohlleben, W., Bossa, N., Mitrano, D. M., & Scott, K. (2024). Everything falls apart: How solids degrade and release nanomaterials, composite fragments, and microplastics. NanoImpact, 34, 100510. https://doi.org/https://doi.org/10.1016/j.impact.2024.100510

Xing, Z., Pan, Y., Yin, R., Yuan, X., Liang, Y., Jia, X., & Huang, Z. (2025). Phase change materials for flexible refrigerated warehouses: a multi-level review of material properties, system integration, and control strategies. Applied Energy, 401, 126735. https://doi.org/https://doi.org/10.1016/j.apenergy.2025.126735

Yang, J., Liu, Y., & Morgan, P. L. (2024). Sensor and data: key elements of human-machine interaction for human-centric smart manufacturing. Procedia Computer Science, 232, 191–200. https://doi.org/https://doi.org/10.1016/j.procs.2024.01.019

Zhan, J., Wang, S., Li, X., & Zhang, J. (2025). Molecular engineering of functional DNA molecules toward point-of-care diagnostic devices. Chemical Communications, 61(22), 4316–4338. https://doi.org/https://doi.org/10.1039/d5cc00338e

Authors

Saripuddin M.
saripuddinmuddin@uim-makassar.ac.id (Primary Contact)
Yang Xiang
Wang Jing
M., S., Xiang, Y., & Jing, W. (2026). DEVELOPMENT OF SMART SENSOR NETWORKS BASED ON NANOMATERIALS FOR PRECISE ENVIRONMENTAL MONITORING AND INTELLIGENT INFRASTRUCTURE MANAGEMENT SYSTEMS. Research of Scientia Naturalis, 3(5), 465–485. https://doi.org/10.70177/scientia.v3i5.4482

Article Details

Similar Articles

1 2 3 4 5 > >> 

You may also start an advanced similarity search for this article.