A smart city infrastructure implementation framework – insights from smart street lighting implementation optimization
DOI:
https://doi.org/10.12928/ijio.v6i2.13307Keywords:
Analytical Hierarchy Process, Cost benefit analysis, Development planning, Optimization, Mixed integer goal programmingAbstract
In recent years, the concept of smart cities and infrastructure has gained momentum as a solution to challenges such as population growth, resource management, and environmental sustainability. Rapid urbanization in many developing countries highlights the need for efficient infrastructure planning and management. This framework offers a structured approach for decision-making and resource allocation, enabling prioritization of investments to maximize limited resources while supporting development goals. The framework is tested through an analysis of the Smart Street Lighting Systems (SSLS) in Surabaya, Indonesia, addressing the city's intention to upgrade street lighting to reduce maintenance costs and energy consumption. Currently, the street lighting system faces issues including a high rate of broken or damaged lights and inefficiencies in handling complaints. However, limited funding and varied regional needs constrain any comprehensive upgrade. The proposed framework integrates the Analytical Hierarchy Process (AHP) to prioritize regions as weighting inputs, Mixed Integer Goal Programming (MIGP) to optimize the distribution of SSLS and conventional LED lighting across regions, and Cost-Benefit Analysis (CBA) to evaluate financial feasibility. Results recommend purchasing 11,915 new SSLS units with region-specific distributions, achieving a financially viable Benefit-Cost Ratio (BCR) of 2.059. These findings demonstrate practical implementation of smart city principles, balancing cost-efficiency, service performance, and stakeholder priorities. Policymakers can use this framework to maximize impact within budget constraints. This framework serves as a viable template for other regions and countries embarking on smart city infrastructure implementation.
References
E. Syaodih, “The Challenges of Urban Management in Indonesia,” in Proceedings of the Social and Humaniora Research Symposium (SoRes 2018), Mar. 2019, pp. 485–488, doi: 10.2991/sores-18.2019.111.
D. S. Singh et al., “Investigating the Role of IOT in Creating Sustainable and Efficient Urban Environments.,” Int. J. Res. Publ. Rev., vol. 5, no. 5, pp. 1853–1857, May 2024, doi: 10.55248/gengpi.5.0524.1131.
U. Olena, K. Viatkin, and K. Andrii, “Methods and Models of Urban Planning for Sustainable Development Processes in Agglomerations,” IOP Conf. Ser. Earth Environ. Sci., vol. 1376, no. 1, p. 012045, Jul. 2024, doi: 10.1088/1755-1315/1376/1/012045.
N. Moch and W. Wereda, “Smart Security in the Smart City,” Sustainability, vol. 12, no. 23, p. 9900, Nov. 2020, doi: 10.3390/su12239900.
Islam Ahmad Ibrahim Ahmad, Anthony Chigozie Anyanwu, Shedrack Onwusinkwue, Samuel Onimisi Dawodu, Onyinyechi Vivian Akagha, and Emuesiri Ejairu, “CYBERSECURITY CHALLENGES IN SMART CITIES: A CASE REVIEW OF AFRICAN METROPOLISES,” Comput. Sci. IT Res. J., vol. 5, no. 2, pp. 254–269, Feb. 2024, doi: 10.51594/csitrj.v5i2.756.
C. Li, Z. Dai, X. Liu, and W. Sun, “Evaluation System: Evaluation of Smart City Shareable Framework and Its Applications in China,” Sustainability, vol. 12, no. 7, p. 2957, Apr. 2020, doi: 10.3390/su12072957.
T. Ye, Y. Zhuang, and G. Qiao, “SCKPISec: A KPI-Guided Model-Based Approach to Realize Security by Design for Smart City Systems,” Sustainability, vol. 15, no. 3, p. 1884, Jan. 2023, doi: 10.3390/su15031884.
F. Abbes, M. Sami, and T. Val, “Localization for transportation and urban planning in smart cities: interest, challenges, and solutions,” Int. J. Ind. Optim., vol. 6, no. 1, pp. 28–46, Mar. 2025, doi: 10.12928/ijio.v6i1.11027.
G. L. Wungo, A. Ghozali, L. F. Rahmanida, A. N. Nahari, and D. N. Noor Wahyono, “Embracing the digital era: the integration of urban design management in smart city concepts on Kertek Urban Area,” IOP Conf. Ser. Earth Environ. Sci., vol. 1394, no. 1, p. 012031, Sep. 2024, doi: 10.1088/1755-1315/1394/1/012031.
T. Sulistyaningsih, R. A. Purnama, and U. Kulsum, “Smart City Policy: Strategy and Implementation to Realize Smart Urban Governance in Indonesia,” J. Gov. Public Policy, vol. 10, no. 2, pp. 105–117, Jun. 2023, doi: 10.18196/jgpp.v10i1.13840.
S. A. Apostu, V. Vasile, R. Vasile, and J. Rosak-Szyrocka, “Do Smart Cities Represent the Key to Urban Resilience? Rethinking Urban Resilience,” Int. J. Environ. Res. Public Health, vol. 19, no. 22, p. 15410, Nov. 2022, doi: 10.3390/ijerph192215410.
A. Samarakkody, D. Amaratunga, and R. Haigh, “Characterising Smartness to Make Smart Cities Resilient,” Sustainability, vol. 14, no. 19, p. 12716, Oct. 2022, doi: 10.3390/su141912716.
U. Singh and S. P. Upadhyay, “Fractured smart cities: Missing links in India’s smart city mission,” Environ. Plan. B Urban Anal. City Sci., vol. 50, no. 7, pp. 1790–1805, Sep. 2023, doi: 10.1177/23998083221144321.
Boma Sonimiteim Jacks, Olakunle Abayomi Ajala, Oluwaseun Augustine Lottu, and Enyinaya Stefano Okafor, “Exploring theoretical constructs of smart cities and ICT infrastructure: Comparative analysis of development strategies in Africa-US Urban areas,” World J. Adv. Res. Rev., vol. 21, no. 3, pp. 401–407, Mar. 2024, doi: 10.30574/wjarr.2024.21.3.0722.
N. Tcholtchev and I. Schieferdecker, “Sustainable and Reliable Information and Communication Technology for Resilient Smart Cities,” Smart Cities, vol. 4, no. 1, pp. 156–176, Jan. 2021, doi: 10.3390/smartcities4010009.
L. J. Ramirez Lopez and A. I. Grijalba Castro, “Sustainability and Resilience in Smart City Planning: A Review,” Sustainability, vol. 13, no. 1, p. 181, Dec. 2020, doi: 10.3390/su13010181.
S. D. Golekar, D. A. Wafgaonkar, and M. D. Singh, “Usage of Technologies in Smart Cities,” Int. J. Res. Publ. Rev., vol. 5, no. 10, pp. 1179–1183, Oct. 2024, doi: 10.55248/gengpi.5.1024.2733.
S. Balakrishnan et al., “Sustainable Smart Cities—Social Media Platforms and Their Role in Community Neighborhood Resilience—A Systematic Review,” Int. J. Environ. Res. Public Health, vol. 20, no. 18, p. 6720, Sep. 2023, doi: 10.3390/ijerph20186720.
T. T. Ngo, P. H. Nguyen, D. H. Le Ta, H. M. Nguyen, T. D. Nguyen, and P. M. Le, “Development and implementation of smart street lighting system based on LoRa Technology,” Sci. Technol. Dev. J. - Eng. Technol., vol. 2, no. 3, pp. 193–206, Feb. 2020, doi: 10.32508/stdjet.v2i3.570.
F. Nikolett, T. Árvai, I. Hausel, L. Könözsy, and I. Lakatos, “Integrated Smart System for the Coordination of Traffic Light Traffic Management and Intelligent Public Lighting in Hungary,” Period. Polytech. Transp. Eng., vol. 51, no. 1, pp. 49–56, Nov. 2022, doi: 10.3311/PPtr.20397.
L. R. Adrian, A. Avotins, D. Repole, and O. Tetervenoks, “Development of New Radar and Pyroelectric Sensors for Road Safety Increase in Cloud-Based Multi-Agent Control Application,” Balt. J. Road Bridg. Eng., vol. 16, no. 4, pp. 76–107, Dec. 2021, doi: 10.7250/bjrbe.2021-16.540.
G. Gagliardi et al., “Advanced Adaptive Street Lighting Systems for Smart Cities,” Smart Cities, vol. 3, no. 4, pp. 1495–1512, Dec. 2020, doi: 10.3390/smartcities3040071.
N. Puspanola and S. Sumiati, “Minimizing production cost for kendang djembe production through goal programming model,” Int. J. Ind. Optim., vol. 3, no. 2, pp. 121–130, Dec. 2022, doi: 10.12928/ijio.v3i2.6658.
S. N. Hakim and A. J. Putra, “The best location selection using analytical hierarchy process method,” Int. J. Ind. Optim., vol. 3, no. 1, pp. 68–79, Feb. 2022, doi: 10.12928/ijio.v3i1.4438.
Y. C. Sanjaya, F. Pulansari, and N. Rahmawati, “Analysis of coffee bean supplier selection using AHP-TOPSIS methods: case study on a ready-to-use coffee powder company,” Oper. Excell. J. Appl. Ind. Eng., vol. 16, no. 1, p. 36, Jun. 2024, doi: 10.22441/oe.2024.v16.i1.100.
M. vernannes Marpaung and A. Hermawan, “Decision Support System for Determining Employee Bonus Using Analytical Hierarchy Process (AHP) and Simple Additive Weighting (SAW) Method At Spin Warriors Indonesia,” bit-Tech, vol. 3, no. 3, pp. 89–95, Apr. 2021, doi: 10.32877/bt.v3i3.196.
P. Villanueva, S. Bona, R. Lostado-Lorza, and F. Veiga, “Morphological Design of a Bicycle Propulsion Component Using the Hierarchical Analysis Process (AHP),” Appl. Sci., vol. 13, no. 13, p. 7792, Jul. 2023, doi: 10.3390/app13137792.
M. S. Bulut, M. Ordu, O. Der, and G. Basar, “Sustainable Thermoplastic Material Selection for Hybrid Vehicle Battery Packs in the Automotive Industry: A Comparative Multi-Criteria Decision-Making Approach,” Polymers (Basel)., vol. 16, no. 19, p. 2768, Sep. 2024, doi: 10.3390/polym16192768.
M. Ordu and O. Der, “Polymeric Materials Selection for Flexible Pulsating Heat Pipe Manufacturing Using a Comparative Hybrid MCDM Approach,” Polymers (Basel)., vol. 15, no. 13, p. 2933, Jul. 2023, doi: 10.3390/polym15132933.
H. Khodkam, R. Pourdarbani, H. Ghaebi, and M. Hernandez-Hernandez, “Investigating the Environmental Impacts of Different Approaches of Agricultural Waste Management Using AHP Technique,” Acta Technol. Agric., vol. 27, no. 4, pp. 242–250, Dec. 2024, doi: 10.2478/ata-2024-0032.
W. Lipeng, G. Junchao, G. Tze Fong, and T. Hiu Hong, “A modular design of Smart Street Lamps via Hybrid DDM-DSM,” J. Comput. Methods Sci. Eng., vol. 25, no. 2, pp. 1123–1135, Mar. 2025, doi: 10.1177/14727978241295311.
O. Iwase and H. Takenaka, “New system designed for monitoring of solar radiation in urban areas,” Energy Sci. Eng., vol. 10, no. 9, pp. 3471–3492, Sep. 2022, doi: 10.1002/ese3.1233.
K. J. Gaston, T. W. Davies, J. Bennie, and J. Hopkins, “REVIEW: Reducing the ecological consequences of night‐time light pollution: options and developments,” J. Appl. Ecol., vol. 49, no. 6, pp. 1256–1266, Dec. 2012, doi: 10.1111/j.1365-2664.2012.02212.x.
S. P. Upadhyay and H. Askari-Nasab, “Truck-shovel allocation optimisation: a goal programming approach,” Min. Technol., vol. 125, no. 2, pp. 1–11, Feb. 2016, doi: 10.1179/1743286315Y.0000000024.
A. Rahman, A. R. Hafeez, A. Faizan, and I. Kanwal, “The Impact of Domestic Energy Efficiency: Retrofit Study of Lights & Fans Using Deemed Saving Method,” in 2019 3rd International Conference on Energy Conservation and Efficiency (ICECE), Oct. 2019, pp. 1–7, doi: 10.1109/ECE.2019.8921020.
M. Jackett and W. Frith, “Quantifying the impact of road lighting on road safety — A New Zealand Study,” IATSS Res., vol. 36, no. 2, pp. 139–145, Mar. 2013, doi: 10.1016/j.iatssr.2012.09.001.
A. Chalfin, J. Kaplan, and M. LaForest, “Street Light Outages, Public Safety and Crime Attraction,” J. Quant. Criminol., vol. 38, no. 4, pp. 891–919, Dec. 2022, doi: 10.1007/s10940-021-09519-4.
B. C. Welsh and D. P. Farrington, “Effects of Improved Street Lighting on Crime,” Campbell Syst. Rev., vol. 4, no. 1, pp. 1–51, Jan. 2008, doi: 10.4073/csr.2008.13.
A. K. Sikder, A. Acar, H. Aksu, A. S. Uluagac, K. Akkaya, and M. Conti, “IoT-enabled smart lighting systems for smart cities,” in 2018 IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC), Jan. 2018, vol. 2018-Janua, pp. 639–645, doi: 10.1109/CCWC.2018.8301744.
M. Demirci, A. Yeşil, and P. Bettinger, “Using Mixed Integer Goal Programming in Final Yield Harvest Planning: A Case Study from the Mediterranean Region of Turkey,” Forests, vol. 11, no. 7, p. 744, Jul. 2020, doi: 10.3390/f11070744.
C. Özgüven, Y. Yavuz, and L. Özbakır, “Mixed integer goal programming models for the flexible job-shop scheduling problems with separable and non-separable sequence dependent setup times,” Appl. Math. Model., vol. 36, no. 2, pp. 846–858, Feb. 2012, doi: 10.1016/j.apm.2011.07.037.
N. A. Syarafina and I. K. Gunarta, “Determination of Government Cooperation Scheme - Energy Conservation (Case Study: Revitalization),” J. Tek. ITS, vol. 9, no. 2, pp. B91–B96, 2020, [Online]. Available at: https://media.neliti.com/media/publications/504444-none-a589425a.pdf.
H. Ren, Q. Wu, Q. Zhu, and W. Gao, “Cost–benefit analysis of distributed energy systems considering multi-benefits and multi-stakeholders,” Energy, vol. 189, p. 116382, Dec. 2019, doi: 10.1016/j.energy.2019.116382.
B. Ç. Otar and G. T. Temur, “a Goal Programming-Ahp Integrated Approach for Covid-19 Vaccine Distribution,” Proc. B. Int. Eng. Technol. Manag, no. September, pp. 14–23, 2021, [Online]. Available at: https://www.researchgate.net/publication/354652171_.
M. ŞAHİN and H. YURDUGÜL, “A Content Analysis Study on the Use of Analytic Hierarchy Process in Educational Studies,” Eğitimde ve Psikolojide Ölçme ve Değerlendirme Derg., vol. 9, no. 4, pp. 376–392, Dec. 2018, doi: 10.21031/epod.373784.
“Regulation of the Minister of Transportation Number 27 of 2018 concerning street lighting equipment,” Minister of Transportation of the Republic of Indonesia. [Online]. Available at: https://peraturan.bpk.go.id/Details/104286/permenhub-no-27-tahun-2018.
G. Ordish, “Economic Analysis of Projects,” Outlook Agric., vol. 9, no. 1, pp. 36–36, Sep. 1976, doi: 10.1177/003072707600900110.
C. Vento, D. Kitchen, E. Collinson, K. Bilinski, and M. Fuerst, “Economic Cost - Benefit Analysis of Smart LED Street Lights : Providing Free Public WiFi to the Linden Neighborhood AEDE 4567 Capstone Final Report,” 2017. [Online]. Available at: https://kb.osu.edu/server/api/core/bitstreams/2aff8ddd-0d33-55cb-b7c7-a9e379d22f8a/content.
“PLN Electricity Tariffs Will Not Increase for April-June 2023 to Maintain Public Purchasing Power,” Kompas, 2023. [Online]. Available at: https://money.kompas.com/read/2023/03/31/131500426/tarif-listrik-pln-april-juni-2023-tidak-naik-untuk-jaga-daya-beli-masyarakat.
W. Pratama, “Traffic Accidents in East Java Increased 40 Percent in 2022,” Suara Suarabay, 2022. [Online]. Available at: https://www.suarasurabaya.net/kelanakota/2022/laka-lantas-di-jatim-meningkat-40-persen-pada-2022/.
H. Herawati, “Characteristics and Causes of Traffic Accidents in Indonesia in 2012,” War. Penelit. Perhub., vol. 26, no. 3, p. 133, Jan. 2019, doi: 10.25104/warlit.v26i3.875.
A. Zanuardi and H. Suprayitno, “Analysis of Traffic Accident Characteristics on Jalan Ahmad Yani Surabaya Using the Knowledge Discovery in Database Approach,” J. Manaj. Aset Infrastruktur Fasilitas, vol. 2, no. 1, pp. 45–55, 2018. [Online]. Available at: https://iptek.its.ac.id/index.php/jmaif/article/view/3767/2929.
W. Pratama, “Crime Rate in Surabaya Rises 9 Percent, Dominated by Drug Cases,” Suara Surabaya, 2022. [Online]. Available at: https://www.suarasurabaya.net/kelanakota/2022/angka-kriminalitas-di-surabaya-naik-9-persen-dominan-kasus-narkoba/.
“Crime Data,” Pusiknas Bareskrim Polri, 2023. [Online]. Available at: https://pusiknas.polri.go.id/data_kejahatan.
A. Niaz et al., “Environment Friendly Hybrid Solar-Hydro Power Distribution Scheduling on Demand Side,” Polish J. Environ. Stud., vol. 32, no. 1, pp. 215–224, Dec. 2022, doi: 10.15244/pjoes/152810.
Y. Du, L. Wang, Z. Yu, H. Zhang, Y. Li, and C. Yang, “Multi‐objective optimization of thermoeconomic and component size of supercritical carbon dioxide recompression cycle based on small‐scale lead‐cooled fast reactor,” Int. J. Energy Res., vol. 46, no. 10, pp. 13570–13589, Aug. 2022, doi: 10.1002/er.8076.
J. Guo, Z. Zhao, P. Zhao, and J. Chen, “Prediction and Optimization of Open-Pit Mine Blasting Based on Intelligent Algorithms,” Appl. Sci., vol. 14, no. 13, p. 5609, Jun. 2024, doi: 10.3390/app14135609.
Z. KARAGÖZ KÜÇÜK and N. EKREN, “Light Pollution and Smart Outdoor Lighting,” Balk. J. Electr. Comput. Eng., vol. 9, no. 2, pp. 191–200, Apr. 2021, doi: 10.17694/bajece.874343.
S. Abutabenjeh, J. A. Nukpezah, and A. Azhar, “Do Smart Cities Technologies Contribute to Local Economic Development?,” Econ. Dev. Q., vol. 36, no. 1, pp. 3–16, Feb. 2022, doi: 10.1177/08912424211053599.
G. Puron-Cid and J. R. Gil-Garcia, “Are Smart Cities Too Expensive in the Long Term? Analyzing the Effects of ICT Infrastructure on Municipal Financial Sustainability,” Sustainability, vol. 14, no. 10, p. 6055, May 2022, doi: 10.3390/su14106055.
H. H. Khan et al., “Challenges for sustainable smart city development: A conceptual framework,” Sustain. Dev., vol. 28, no. 5, pp. 1507–1518, Sep. 2020, doi: 10.1002/sd.2090.
M. Masri, D. Liestyowati, A. Andiyan, and A. Husolihah, “Smart Energy Public Street Lighting System,” IOP Conf. Ser. Earth Environ. Sci., vol. 1301, no. 1, p. 012008, Feb. 2024, doi: 10.1088/1755-1315/1301/1/012008.
B. E. Kaya and İ. Erbaş, “Evaluation of Urban Transformation Projects Through the Sustainability Indicator: The Case of Santral District in Antalya,” J. Constr. Eng. Manag. Innov., vol. 6, no. 1, pp. 30–47, Mar. 2023, doi: 10.31462/jcemi.2023.01030047.
S. Bello-Yusuf and A. Bello, “Energy Sustainability Paradox: Exploring the Challenges and Opportunities of Solar LED Street Lights in Sokoto, Nigeria,” Niger. J. Environ. Sci. Technol., vol. 4, no. 2, pp. 260–271, Oct. 2020, doi: 10.36263/nijest.2020.02.0204.
G. Junchao, G. Tze Fong, and T. Hiu Hong, “Functional Optimization of Smart Street Lamp via Hybrid Kano-DEMATEL Model: A Case Study on Hebi Area, China,” Int. J. Integr. Eng., vol. 16, no. 1, pp. 106–124, Apr. 2024, doi: 10.30880/ijie.2024.16.01.009.
A. Quattrocchi, D. Alizzio, F. Martella, V. Lukaj, M. Villari, and R. Montanini, “Effects of Accelerated Aging on the Performance of Low-Cost Ultrasonic Sensors Used for Public Lighting and Mobility Management in Smart Cities,” Sensors, vol. 22, no. 4, p. 1560, Feb. 2022, doi: 10.3390/s22041560.
S. Fuada, T. Adiono, and L. Siregar, “Internet-of-Things for Smart Street Lighting System using ESP8266 on Mesh Network,” Int. J. Recent Contrib. from Eng. Sci. IT, vol. 9, no. 2, p. 73, Jun. 2021, doi: 10.3991/ijes.v9i2.22877.
A. Sreenivasan, M. Suresh, P. Nedungadi, and R. R. R, “Mapping analytical hierarchy process research to sustainable development goals: Bibliometric and social network analysis,” Heliyon, vol. 9, no. 8, p. e19077, Aug. 2023, doi: 10.1016/j.heliyon.2023.e19077.
L. Gucma, K. Naus, M. Perkovič, and C. Specht, “Applied Maritime Engineering and Transportation Problems 2022,” Appl. Sci., vol. 14, no. 9, p. 3913, May 2024, doi: 10.3390/app14093913.
I. N. Pujawan, Engineering Economics Second Edition. 2009.
I. C. R. Lindtvedt, R. S. Frøhaug, and P. J. Nesse, “Smart City Development in Nordic Medium-sized Municipalities,” Nord. Balt. J. Inf. Commun. Technol., pp. 1-48–1–48, May 2021, doi: 10.13052/nbjict1902-097X.2021.001.
W. Geng and C. Bi, “Market demand of smart home under the perspective of smart city,” E3S Web Conf., vol. 440, p. 06003, Nov. 2023, doi: 10.1051/e3sconf/202344006003.
G. UKWIZAGIRA, S. A. Patrick, C. Munyaneza, and P. A. Dzigbordi, “Adaptive Sustainable Mobility Solutions by Using Vehicle-Integrated Photovoltaic in Kigali City,” Int. J. Multidiscip. Res. Anal., vol. 07, no. 03, Mar. 2024, doi: 10.47191/ijmra/v7-i03-27.
X. Yan and T. Li, “Construction and application of urban digital infrastructure—practice of ‘Urban Brain’ in facing COVID-19 in Hangzhou, China,” Eng. Constr. Archit. Manag., vol. 30, no. 8, pp. 3123–3141, Sep. 2023, doi: 10.1108/ECAM-10-2021-0935.
H. Liu et al., “Multidimensional spatial inequality in China and its relationship with economic growth,” Humanit. Soc. Sci. Commun., vol. 11, no. 1, p. 1415, Oct. 2024, doi: 10.1057/s41599-024-03961-y.
T. Chatterji, “Challenges of urban informality in Indian smart cities,” Dialogues Hum. Geogr., vol. 14, no. 3, pp. 403–406, Nov. 2024, doi: 10.1177/20438206231217564.
D. D. Nguyen, J. Rohács, D. Rohács, and A. Boros, “Intelligent Total Transportation Management System for Future Smart Cities,” Appl. Sci., vol. 10, no. 24, p. 8933, Dec. 2020, doi: 10.3390/app10248933.
A. Fahim, M. Hasan, and M. A. Chowdhury, “Smart parking systems: comprehensive review based on various aspects,” Heliyon, vol. 7, no. 5, p. e07050, May 2021, doi: 10.1016/j.heliyon.2021.e07050.
N. Andrenacci, G. Caputo, and I. Balog, “Comparing Charging Management Strategies for a Charging Station in a Parking Area in North Italy,” Futur. Transp., vol. 3, no. 2, pp. 684–707, May 2023, doi: 10.3390/futuretransp3020040.
J. Kilić Pamuković, K. Rogulj, D. Dumanić, and N. Jajac, “A Sustainable Approach for the Maintenance of Asphalt Pavement Construction,” Sustainability, vol. 13, no. 1, p. 109, Dec. 2020, doi: 10.3390/su13010109.
M. Schmidhammer, C. Gentner, M. Walter, S. Sand, B. Siebler, and U.-C. Fiebig, “Empirical Fading Model and Bayesian Calibration for Multipath-Enhanced Device-Free Localization,” IEEE Trans. Wirel. Commun., vol. 23, no. 8, pp. 8168–8183, Aug. 2024, doi: 10.1109/TWC.2023.3344183.
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