{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,20]],"date-time":"2026-03-20T15:38:13Z","timestamp":1774021093168,"version":"3.50.1"},"reference-count":66,"publisher":"MDPI AG","issue":"15","license":[{"start":{"date-parts":[[2024,8,1]],"date-time":"2024-08-01T00:00:00Z","timestamp":1722470400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The integration of autonomous vehicles in industrial settings necessitates advanced positioning and navigation systems to ensure operational safety and efficiency. This study rigorously evaluates the application of Ultra-Wideband (UWB) technology in autonomous industrial trucks and compares its effectiveness with conventional systems such as Light Detection and Ranging (LiDAR), Global Positioning System (GPS), and cameras. Through comprehensive experiments conducted in a real factory environment, this study meticulously assesses the accuracy and reliability of UWB technology across various reference distances and under diverse environmental conditions. The findings reveal that UWB technology consistently achieves positioning accuracy within 0.2 cm 99% of the time, significantly surpassing the 10 cm and 5 cm accuracies of GPS and LiDAR, respectively. The exceptional performance of UWB, especially in environments afflicted by high metallic interference and non-line-of-sight conditions\u2014where GPS and LiDAR\u2019s efficacy decreased by 40% and 25%, respectively\u2014highlights its potential to revolutionize the operational capabilities of autonomous trucks in industrial applications. This study underscores the robustness of UWB in maintaining high accuracy even in adverse conditions and illustrates its low power consumption and efficiency in multi-user scenarios without signal interference. This study not only confirms the superior capabilities of UWB technology but also contributes to the broader field of autonomous vehicle technology by highlighting the practical benefits and integration potential of UWB systems in complex and dynamic environments.<\/jats:p>","DOI":"10.3390\/s24154988","type":"journal-article","created":{"date-parts":[[2024,8,1]],"date-time":"2024-08-01T15:26:53Z","timestamp":1722526013000},"page":"4988","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Enhancing Autonomous Truck Navigation with Ultra-Wideband Technology in Industrial Environments"],"prefix":"10.3390","volume":"24","author":[{"given":"Pairoj","family":"Waiwanijchakij","sequence":"first","affiliation":[{"name":"School of Electronic Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thanapat","family":"Chotsiri","sequence":"additional","affiliation":[{"name":"School of Electronic Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8302-6457","authenticated-orcid":false,"given":"Pisit","family":"Janpangngern","sequence":"additional","affiliation":[{"name":"School of Electronic Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2534-4398","authenticated-orcid":false,"given":"Chanchai","family":"Thongsopa","sequence":"additional","affiliation":[{"name":"School of Electronic Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5976-2438","authenticated-orcid":false,"given":"Thanaset","family":"Thosdeekoraphat","sequence":"additional","affiliation":[{"name":"School of Electronic Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nuchanart","family":"Santalunai","sequence":"additional","affiliation":[{"name":"Department of Telecommunication Engineering, Faculty of Engineering and Technology, Rajamangala University of Technology Isan, Nakhon Ratchasima 30000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6777-2230","authenticated-orcid":false,"given":"Samran","family":"Santalunai","sequence":"additional","affiliation":[{"name":"School of Electronic Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2024,8,1]]},"reference":[{"key":"ref_1","first-page":"24","article-title":"Ultra-Wideband Positioning Systems for Industrial Environments","volume":"15","author":"Smith","year":"2021","journal-title":"Ind. J. Nav. Tech."},{"key":"ref_2","first-page":"334","article-title":"Challenges of GPS Navigation in Urban and Indoor Settings","volume":"112","author":"Johnson","year":"2020","journal-title":"J. Geo. Res."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"50085","DOI":"10.1109\/ACCESS.2020.2980364","article-title":"An indoor low-cost and high-accuracy localization approach for AGVs","volume":"8","author":"Shi","year":"2020","journal-title":"IEEE Access"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"213","DOI":"10.14257\/ijca.2015.8.7.23","article-title":"Research on AGV guided by real-time locating system (RTLS) for material distribution","volume":"8","author":"Jiang","year":"2015","journal-title":"Int. J. Control Autom."},{"key":"ref_5","first-page":"77","article-title":"An Overview of LiDAR Technology and Its Automotive Applications","volume":"8","author":"Thompson","year":"2019","journal-title":"Automot. Innov. Rev."},{"key":"ref_6","first-page":"14036","article-title":"Global localization and position tracking of an automated guided vehicle","volume":"44","author":"Kirsch","year":"2011","journal-title":"IFAC Proc."},{"key":"ref_7","first-page":"1012","article-title":"Improving Accuracy in Positioning Systems Using Ultra-Wideband Technology","volume":"14","author":"Wang","year":"2018","journal-title":"Sens. Tech. J."},{"key":"ref_8","first-page":"230","article-title":"Integration Challenges of UWB in Autonomous Vehicles","volume":"16","author":"White","year":"2022","journal-title":"J. Auto. Eng."},{"key":"ref_9","unstructured":"Kirsch, C., K\u00fcnemund, F., He, D., and R\u00f6hrig, C. (2012, January 21\u201322). Comparison of localization algorithms for AGVs in industrial environments. Proceedings of the 7th German Conference on Robotics (ROBOTIK), Munich, Germany."},{"key":"ref_10","first-page":"88","article-title":"UWB vs. Traditional Positioning Technologies in Industrial Autonomous Vehicles","volume":"9","author":"Davis","year":"2019","journal-title":"Ind. Auto. J."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1016\/j.measurement.2018.11.018","article-title":"A realistic evaluation of indoor robot position tracking systems: The IPIN 2016 competition experience","volume":"135","author":"Espinosa","year":"2019","journal-title":"Measurement"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"571","DOI":"10.1007\/s10846-019-01126-7","article-title":"Localization using ultra wideband and IEEE 802.15.4 radios with nonlinear Bayesian filters: A comparative study","volume":"99","author":"Santos","year":"2020","journal-title":"J. Intell. Robotic Syst."},{"key":"ref_13","first-page":"59","article-title":"The Economic Implications of Implementing Ultra-Wideband Technology in Industrial Settings","volume":"5","author":"Anderson","year":"2020","journal-title":"Econ. Ind. Tech. Rev."},{"key":"ref_14","first-page":"196","article-title":"A Comparative Study of RF Interference Effects on UWB and GPS Technologies","volume":"22","author":"Patel","year":"2021","journal-title":"J. Commun. Tech."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"6336","DOI":"10.1109\/TIM.2020.2967114","article-title":"Adapted error map-based mobile robot UWB indoor positioning","volume":"69","author":"Zhu","year":"2020","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"110","DOI":"10.1016\/j.jnca.2017.05.012","article-title":"Positioning technology of mobile vehicle using self-repairing heterogeneous sensor networks","volume":"93","author":"Luo","year":"2017","journal-title":"J. Netw. Comput. Appl."},{"key":"ref_17","first-page":"142","article-title":"Operational Efficiency Enhancements with UWB in Autonomous Industrial Trucks","volume":"12","author":"Robertson","year":"2020","journal-title":"Ind. Log. Rev."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.gaitpost.2017.02.011","article-title":"Inertial and time-of-arrival ranging sensor fusion","volume":"54","author":"Vasilyev","year":"2017","journal-title":"Gait Posture."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Ding, G., Lu, H., Bai, J., and Qin, X. (2020, January 20\u201323). Development of a high precision UWB\/vision-based AGV and control system. Proceedings of the 5th International Conference on Control and Robotics Engineering (ICCRE), Nanjing, China.","DOI":"10.1109\/ICCRE49379.2020.9096456"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1007\/s10846-012-9742-1","article-title":"An IMU\/UWB\/vision-based extended Kalman filter for mini-UAV localization in indoor environment using 802.15.4a wireless sensor network","volume":"70","author":"Benini","year":"2013","journal-title":"J. Intell. Robotic Syst."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"An, X., Zhao, S., Cui, X., Shi, Q., and Lu, M. (2020). Distributed multi-antenna positioning for automatic-guided vehicle. Sensors, 20.","DOI":"10.3390\/s20041155"},{"key":"ref_22","unstructured":"Wiebking, L., Vossiek, M., Reindl, L., Christmann, M., and Mastela, D. (2003, January 7\u20139). Precise local positioning radar with implemented extended Kalman filter. Proceedings of the European Conference on Wireless Technology, Munich, Germany."},{"key":"ref_23","unstructured":"Chu, Y., and Ganz, A. (2005, January 3\u20137). A UWB-based 3D location system for indoor environments. Proceedings of the 2nd International Conference on Broadband Networks, Boston, MA, USA."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Mastela, D., Reindl, L., Wiebking, L., Kawalkiewicz, M., and Zander, T. (2006, January 24\u201326). Angle tracking using FMCW radar-based localization system. Proceedings of the International Radar Symposium, Krakow, Poland.","DOI":"10.1109\/IRS.2006.4338039"},{"key":"ref_25","first-page":"21","article-title":"System Integration Strategies for UWB in Industrial Autonomous Systems","volume":"13","author":"Jacobs","year":"2019","journal-title":"Sys. Eng. J."},{"key":"ref_26","first-page":"200","article-title":"The Role of UWB Technology in the Future of Industrial Automation","volume":"7","author":"Kim","year":"2021","journal-title":"Future Ind. Tech. J."},{"key":"ref_27","first-page":"50","article-title":"Testing and Analysis of UWB Systems Under Various Industrial Conditions","volume":"10","author":"Lee","year":"2022","journal-title":"J. Ind. Tests."},{"key":"ref_28","first-page":"45","article-title":"Safety Implications of Autonomous Vehicles: The Potential of UWB Technology","volume":"18","author":"Morgan","year":"2020","journal-title":"Saf. Sci. J."},{"key":"ref_29","first-page":"156","article-title":"High Data Transmission Rates with UWB: Benefits for Industrial Applications","volume":"11","author":"Nash","year":"2019","journal-title":"Comm. Tech. Mag."},{"key":"ref_30","first-page":"98","article-title":"Power Management in UWB Systems for Efficient Industrial Applications","volume":"9","author":"Edwards","year":"2018","journal-title":"Energy Manag. J."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Tragas, P., Kalis, A., Papadias, C., Ellinger, F., Eickhoff, R., Ussmuller, T., Mosshammer, M., Huemer, A., Dabek, D., and Doumenis, A. (2007, January 1\u20135). RESOLUTION: Reconfigurable systems for mobile local communication and positioning. Proceedings of the 16th IST Mobile and Wireless Communications Summit, Budapest, Hungary.","DOI":"10.1109\/ISTMWC.2007.4299212"},{"key":"ref_32","unstructured":"Ellinger, F., Eickhoff, R., Ziroff, A., H\u00fctner, J., Gierlich, R., Carls, J., and B\u00f6ck, G. (November, January 29). European project RESOLUTION-local positioning systems based on novel FMCW radar. Proceedings of the IEEE MTT-S International Microwave Symposium Digest, Honolulu, HI, USA."},{"key":"ref_33","first-page":"134","article-title":"Real-world Application of UWB in Industrial AV: A Case Study","volume":"4","author":"Greene","year":"2022","journal-title":"Case Stud. Ind. App."},{"key":"ref_34","first-page":"84","article-title":"Advances in UWB Technology for Precise Positioning in Industrial Environments","volume":"19","author":"Black","year":"2021","journal-title":"Adv. Tech. J."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"R\u00f6hrig, C., and Spieker, S. (2008, January 22\u201326). Tracking of transport vehicles for warehouse management using a wireless sensor network. Proceedings of the IEEE\/RSJ International Conference on Intelligent Robots and Systems, St. Louis, MO, USA.","DOI":"10.1109\/IROS.2008.4650719"},{"key":"ref_36","first-page":"27","article-title":"Environmental Challenges in LIDAR and UWB Operations","volume":"15","author":"Adler","year":"2019","journal-title":"Env. Res. J."},{"key":"ref_37","first-page":"170","article-title":"Cost Analysis of Deploying UWB Technologies in Existing Industrial Infrastructures","volume":"6","author":"Tate","year":"2020","journal-title":"Fin. Rev. Ind. Tech."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Liu, L., Manli, E., Wang, Z., and Zhou, M. (2009, January 11\u201314). A 3D self-positioning method for wireless sensor nodes based on linear FMCW and TFDA. Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, San Antonio, TX, USA.","DOI":"10.1109\/ICSMC.2009.5345923"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"5278","DOI":"10.1016\/j.eswa.2010.02.037","article-title":"An enhanced positioning scheme for chirp spread spectrum ranging","volume":"37","author":"Cho","year":"2010","journal-title":"Expert Syst. Appl."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Liu, L., and Manli, E. (2010, January 10\u201312). Improve the positioning accuracy for wireless sensor nodes based on TFDA and TFOA using data fusion. Proceedings of the International Conference on Network, Sensor and Control (ICNSC), Chicago, IL, USA.","DOI":"10.1109\/ICNSC.2010.5461554"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1986","DOI":"10.1109\/TIM.2010.2047987","article-title":"Construction of local anchor map for indoor position measurement system","volume":"59","author":"Zhou","year":"2010","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref_42","first-page":"3485","article-title":"UWB-Based Safety System for Autonomous Guided Vehicles Without Hardware on the Infrastructure","volume":"21","author":"Velez","year":"2021","journal-title":"IEEE Access"},{"key":"ref_43","unstructured":"Kang, D., Namgoong, Y., Yang, S., Choi, S., and Shin, Y. (2006, January 20\u201322). A simple asynchronous UWB position location algorithm based on single round-trip transmission. Proceedings of the 8th International Conference on Advanced Communication Technology, Phoenix Park, Republic of Korea."},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Nam, Y., Lee, H., Kim, J., and Park, K. (2008, January 11\u201313). Two-way ranging algorithms using estimated frequency offsets in WPAN and WBAN. Proceedings of the 3rd International Conference on Convergence and Hybrid Information Technology, Busan, Republic of Korea.","DOI":"10.1109\/ICCIT.2008.296"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Arrue, N., Losada, M., Zamora-Cadenas, L., Jimenez-Irastorza, A., and Velez, I. (2010, January 18\u201325). Design of an IR-UWB indoor localization system based on a novel RTT ranging estimator. Proceedings of the 1st International Conference on Sensor Device Technologies and Applications, Venice, Italy.","DOI":"10.1109\/SENSORDEVICES.2010.17"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1606","DOI":"10.1109\/TWC.2013.013013.120319","article-title":"Ultra-wideband TOA estimation in the presence of clock frequency offset","volume":"12","author":"Taponecco","year":"2013","journal-title":"IEEE Trans. Wirel. Commun."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"2629","DOI":"10.1109\/JSYST.2018.2879650","article-title":"Joint symbol and ToA estimation for iterative transmitted reference pulse cluster UWB system","volume":"13","author":"Sharma","year":"2019","journal-title":"IEEE Syst. J."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"938","DOI":"10.1049\/el.2019.1084","article-title":"CNN-based TxRx distance estimation for UWB system localization","volume":"55","author":"Joung","year":"2019","journal-title":"Electron. Lett."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1109\/MCOM.2010.5394030","article-title":"An overview of the IEEE 802.15.4a Standard","volume":"48","author":"Karapistoli","year":"2010","journal-title":"IEEE Commun. Mag."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Alari, A., Al-Salman, A., Alsaleh, M., Alnafessah, A., Al-Hadhrami, S., Al-Ammar, M., and Al-Khalifa, H. (2016). Ultra wideband indoor positioning technologies: Analysis and recent advances. Sensors, 16.","DOI":"10.3390\/s16050707"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Muthukrishnan, K., and Hazas, M. (2009, January 7\u20138). Position estimation from UWB pseudorange and angle-of-arrival: A comparison of non-linear regression and Kalman filtering. Proceedings of the 4th International Symposium on Location and Context Awareness (LoCA), Berlin, Germany.","DOI":"10.1007\/978-3-642-01721-6_14"},{"key":"ref_52","first-page":"9304","article-title":"UWB System for Indoor Positioning and Tracking with Arbitrary Target Orientation, Optimal Anchor Location, and Adaptive NLOS Mitigation","volume":"69","author":"Chen","year":"2020","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_53","first-page":"6837","article-title":"Ultra-Wideband Positioning Sensor with Application to an Autonomous Ultraviolet-C Disinfection Vehicle","volume":"20","author":"Basnayake","year":"2020","journal-title":"Sensors"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1558","DOI":"10.1109\/TVT.2009.2037509","article-title":"Constrained Total Least-Squares Location Algorithm Using Time-Difference-of-Arrival Measurements","volume":"59","author":"Yang","year":"2010","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Li, A., and Luan, F. (2018, January 25\u201326). An Improved Localization Algorithm Based on CHAN with High Positioning Accuracy in NLOS-WGN Environment. Proceedings of the 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC), Hangzhou, China.","DOI":"10.1109\/IHMSC.2018.00083"},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Cheng, Y., and Zhou, T. (2019, January 23\u201325). UWB Indoor Positioning Algorithm Based on TDOA Technology. Proceedings of the 2019 10th International Conference on Information Technology in Medicine and Education (ITME), Qingdao, China.","DOI":"10.1109\/ITME.2019.00177"},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Li, L., and Liu, Z. (2017, January 26\u201327). Analysis of TDOA Algorithm about Rapid Moving Target with UWB Tag. Proceedings of the 2017 9th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC), Hangzhou, China.","DOI":"10.1109\/IHMSC.2017.99"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1046","DOI":"10.1109\/LSP.2013.2279499","article-title":"On the Gradient Descent Localization of Radioactive Sources","volume":"20","author":"Dasgupta","year":"2013","journal-title":"IEEE Signal Process. Lett."},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Ya\u011fmur, N., and Alag\u00f6z, B.B. (2019, January 24\u201326). Comparison of Solutions of Numerical Gradient Descent Method and Continuous Time Gradient Descent Dynamics and Lyapunov Stability. Proceedings of the 2019 27th Signal Processing and Communications Applications Conference (SIU), Sivas, Turkey.","DOI":"10.1109\/SIU.2019.8806396"},{"key":"ref_60","unstructured":"Zhang, A., Lipton, Z., Li, M., and Smola, A. (2021, July 31). Dive Into Deep Learning. Available online: http:\/\/www.d2l.ai."},{"key":"ref_61","unstructured":"Smith, G.L., Schmidt, S.F., and McGee, L.A. (1962). Application of Statistical Filter Theory to the Optimal Estimation of Position and Velocity on Board a Circumlunar Vehicle, National Aeronautics and Space Administration."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1115\/1.3662552","article-title":"A New Approach to Linear Filtering and Prediction Problems","volume":"82","author":"Kalman","year":"1960","journal-title":"J. Basic Eng."},{"key":"ref_63","unstructured":"Welch, G., and Bishop, G. (1995). An Introduction to the Kalman Filter, University of North Carolina."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1016\/j.automatica.2005.09.006","article-title":"A new autocovariance least-squares method for estimating noise covariances","volume":"42","author":"Odelson","year":"2006","journal-title":"Automatica"},{"key":"ref_65","unstructured":"Decawave (2023, October 30). DW1000 User Manual Version 2.18. Available online: https:\/\/www.decawave.com\/dw1000\/usermanual\/."},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Ridol, M., Van De Velde, S., Steendam, H., and De Poorter, E. (2018). Analysis of the scalability of UWB indoor localization solutions for high user densities. Sensors, 18, Available online: https:\/\/www.mdpi.com\/1424-8220\/18\/6\/1875.","DOI":"10.3390\/s18061875"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/24\/15\/4988\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T15:28:30Z","timestamp":1760110110000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/24\/15\/4988"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,1]]},"references-count":66,"journal-issue":{"issue":"15","published-online":{"date-parts":[[2024,8]]}},"alternative-id":["s24154988"],"URL":"https:\/\/doi.org\/10.3390\/s24154988","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,1]]}}}