Advances in aircraft and spacecraft science

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Aircraft delivery vehicle with fuzzy time window for improving search algorithm

  • C.C. Hung (Faculty of National Hsin Hua Senior High School) ;
  • T. Nguyen (Ha Tinh University) ;
  • C.Y. Hsieh (National Pingtung University Education School)
  • Received : 2023.06.05
  • Accepted : 2023.11.13
  • Published : 2023.09.25
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Abstract

Drones are increasingly used in logistics delivery due to their low cost, high-speed and straight-line flight. Considering the small cargo capacity, limited endurance and other factors, this paper optimized the pickup and delivery vehicle routing problem with time windows in the mode of "truck+drone". A mixed integer programming model with the objective of minimizing transportation cost was proposed and an improved adaptive large neighborhood search algorithm is designed to solve the problem. In this algorithm, the performance of the algorithm is improved by designing various efficient destroy operators and repair operators based on the characteristics of the model and introducing a simulated annealing strategy to avoid falling into local optimum solutions. The effectiveness of the model and the algorithm is verified through the numerical experiments, and the impact of the "truck+drone" on the route cost is analyzed, the result of this study provides a decision basis for the route planning of "truck+drone" mode delivery.

Keywords

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  186. Noureldin, M., Gharagoz, M.M. and Kim, J. (2023), "Seismic retrofit of steel structures with re-centering friction devices using genetic algorithm and artificial neural network", Steel Compos. Struct., 47(2), 167-184. https://doi.org/10.12989/scs.2023.47.2.167.
  187. Pakizeh, M.R., Parastesh, H., Hajirasouliha, I. and Farahbod, F. (2023), "Seismic performance of CFS shear wall systems filled with polystyrene lightweight concrete: Experimental investigation and design methodology", Steel Compos. Struct., 46(4), 497. https://doi.org/10.12989/scs.2023.46.4.497.
  188. Pham, V.T., Son, H.S., Kim, C.H., Jang, Y. and Kim, S.E. (2023), "A novel method for vehicle load detection in cable-stayed bridge using graph neural network", Steel Compos. Struct., 46(6), 731. https://doi.org/10.12989/scs.2023.46.6.731.
  189. Prates, L.M.S., Ferreira, F.P.V., Rossi, A. and Martins, C.H. (2023), "Modelling headed stud shear connectors of steel-concrete pushout tests with PCHCS and concrete topping", Steel Compos. Struct., 46(4), 451. https://doi.org/10.12989/scs.2023.46.4.451.
  190. Qiao, W., Wang, Y., Li, R., Wang, D. and Zhang, H. (2023), "Research on axial bearing capacity of cold-formed thin-walled steel built-up column with 12-limb-section", Steel Compos. Struct., 47(3), 437. https://doi.org/10.12989/scs.2023.47.3.437.
  191. Qin, X. and Yang, G. (2023), "Hysteretic model for stud connection in composite structures", Steel Compos. Struct., 47(5), 587. https://doi.org/10.12989/scs.2023.47.5.587.
  192. Rahmdel, J.M. and Shafei, E. (2023), "Strain interaction of steel stirrup and EB-FRP web strip in shear-strengthened semi-deep concrete beams", Steel Compos. Struct., 47(3), 383. https://doi.org/10.12989/scs.2023.47.3.383.
  193. Rasti, S., Showkati, H., Aghbashi, B.M., Ozani, S.N. and Zirakian, T. (2023), "Experimental behavior assessment of short, randomly-oriented glass-fiber composite pipes", Steel Compos. Struct., 47(6), 679-691. https://doi.org/10.12989/scs.2023.47.6.679.
  194. Setiawan, G.H. and Suryawan, I.K.D. (2020), "Analisis Kinerja Aplikasi Pengamatan Kondisi Lalu Lintas Berdasarkan Tingkat Akurasi", Seminar Nasional Teknologi Komputer & Sains (SAINTEKS), 1(1), 579-583. https://doi.org/10.4156/aiss.vol3.issue6.6.
  195. Shen, C.W., Cheng, M.J., Chen, C.W., Tsai, F.M. and Cheng, Y.C. (2011), "A fuzzy AHP-based fault diagnosis for semiconductor lithography process", Int. J. Innov. Comput., Inform. Control, 7(2), 805-816.
  196. Shih, B.Y., Chen, C.W., Chen, C.Y. and Kuo, J.W. (2012), "A robust license plate recognition methodology by applying hybrid artificial techniques", Int. J. Innov. Comput., Inform. Control, 8(10A), 6777-6785.
  197. Shih, B.Y., Chen, C.W., Chen, C.Y. and Lo, T.W. (2012), "Merged search algorithms for radio frequency identification anticollision", Math. Prob. Eng., 2012, Article ID 609035. https://doi.org/10.1155/2012/609035.
  198. Shih, B.Y., Chen, C.Y., Kuo, J.W., Chen, P.W., Chen, T.H., Chen, C.W., ... & Lee, W.I. (2010,), "A preliminary study on design and development of template-based for license plate recognition system applying artificial coordinates auxiliary techniques", 2010 IEEE International Conference on Industrial Engineering and Engineering Management, 80-83. https://doi.org/10.1109/IEEM.2010.5674430.
  199. Shih, B.Y., Liang, Y.D., Chen, C.Y. and Chen, C.W. (2012), "NXT information and control on test dimensionality using Kolb's innovative learning cycle", 2012 International Symposium on Information Technologies in Medicine and Education, 1, 194-198. https://doi.org/10.1109/ITiME.2012.6291279.
  200. Song, C., Shi, J., Albaijan, I., Elhosiny Ali, H. and Behshad, A. (2023), "Application of computer methods for the effects of nanoparticles on the frequency of the concrete beams experimentally and numerically", Steel Compos. Struct., 48(1), 19-25. https://doi.org/10.12989/scs.2023.48.1.019.
  201. Su, D.T., Lo, D.C., Chen, C.W. and Huang, Y.C. (2013), "The integration of nautical charts to reconstruct 3D harbor area models and apply assisted navigation", Nat. Hazard., 66, 1135-1151. https://doi.org/10.1007/s11069-012-0516-7.
  202. Su, R., Li, X. and Li, Z. (2023), "Axial behavior of square CFST encased seawater sea-sand concrete filled PVC/GFRP tube columns", Steel Compos. Struct., 47(6), 781. https://doi.org/10.12989/scs.2023.47.6.781.
  203. Su, T.J., Cheng, J.C., Huang, M.Y., Lin, T.H. and Chen, C.W. (2011), "Applications of cellular neural networks to noise cancelation in gray images based on adaptive particle-swarm optimization", Circuit., Syst. Signal Pr., 30, 1131-1148. https://doi.org/10.1007/s00034-011-9269-x.
  204. Sui, L., Wu, H., Tao, M., Jia, Z. and Zhou, T. (2023), "Seismic performance evaluation of steel moment frames with self-centering energy-dissipating coupled wall panels", Steel Compos. Struct., 47(5), 663-677. https://doi.org/10.12989/scs.2023.47.5.663.
  205. Tagrara, S.H., Saleh, M.M.S., Ghazwani, M.H., Chikh, A., Bousahla, A.A., Kaci, A., ... & Tounsi, A. (2023), "Mechanical and thermal stability investigation of functionally graded plates resting on visco-Pasternak foundation", Steel Compos. Struct., 46(6), 839. https://doi.org/10.12989/scs.2023.46.6.839.
  206. Taheri-Behrooz, F. and Torabia, M. (2023), "Low-velocity impact performance of the carbon/epoxy plates exposed to the cyclic temperature", Steel Compos. Struct., 48(3), 305. https://doi.org/10.12989/scs.2023.48.3.305.
  207. Tan, Z., Zhong, W.H., Meng, B., Duan, S.C., Wang, H.C., Yao, X.Y. and Zheng, Y.H. (2023), "A novel design method for improving collapse resistances of multi-story steel frames with unequal spans using steel braces", Steel Compos. Struct., 47(2), 253. https://doi.org/10.12989/scs.2023.47.2.253.
  208. Tharwan, M.Y., Daikh, A.A., Assie, A.E., Alnujaie, A. and Eltaher, M.A. (2023), "Refined quasi-3D shear deformation theory for buckling analysis of functionally graded curved nanobeam rested on Winkler/Pasternak/Kerr foundation", Mech. Bas. Des. Struct. Mach., 1-24. https://doi.org/10.12989/scs.2023.47.5.633.
  209. Tsai, C.H. and Chen, C.W. (2010), "An earthquake disaster management mechanism based on risk assessment information for the tourism industry-a case study from the island of Taiwan", Tour. Manage., 31(4), 470-481. https://doi.org/10.1016/j.tourman.2009.05.008.
  210. Tsai, C.H. and Chen, C.W. (2011), "Development of a mechanism for typhoon-and flood-risk assessment and disaster management in the hotel industry-A case study of the Hualien area", Scandinav. J. Hospital. Tourism, 11(3), 324-341. https://doi.org/10.1080/15022250.2011.601929.
  211. Tsai, C.H. and Chen, C.W. (2011), "The establishment of a rapid natural disaster risk assessment model for the tourism industry", Tour. Manage., 32(1), 158-171. https://doi.org/10.1016/j.tourman.2010.05.015.
  212. Tsai, C.H., Chen, C.W., Chiang, W.L. and Lin, M.L. (2008), "Application of geographic information system to the allocation of disaster shelters via fuzzy models", Eng. Comput., 25(1), 86-100. https://doi.org/10.1108/02644400810841431.
  213. Tsai, C.H., Huang, P.H., Chou, W.C., Shih, C.H., Chen, C.Y., Shih, B.Y., ... & Chung, P.Y. (2010), "Sonar-based obstacle avoidance using a path correction method for autonomous control of a biped robot for the learning stratification and performance", 2010 IEEE International Conference on Industrial Engineering and Engineering Management, 532-536. https://doi.org/10.1109/IEEM.2010.5674501.
  214. Tsai, P.W. and Chen, C.W. (2014), "A novel criterion for nonlinear time-delay systems using LMI fuzzy Lyapunov method", Appl. Soft Comput., 25, 461-472. https://doi.org/10.1016/j.asoc.2014.08.045.
  215. Tsai, P.W., Alsaedi, A., Hayat, T. and Chen, C.W. (2016), "A novel control algorithm for interaction between surface waves and a permeable floating structure", China Ocean Eng., 30, 161-176. https://doi.org/10.1007/s13344-016-0009-7.
  216. Tseng, C.P. and Chen, C.W. (2012), "Natural disaster management mechanisms for probabilistic earthquake loss", Nat. Hazard., 60, 1055-1063. https://doi.org/10.1007/s11069-011-9889-2.
  217. Tseng, C.P., Chang, M.L. and Chen, C.W. (2012), "Retracted: Human factors of knowledge sharing intention among taiwanese enterprises: A preliminary study", Human Factor. Ergonom. Manuf. Serv. Indus., 22(4), 328-339. https://doi.org/10.1002/hfm.20507.
  218. Tseng, C.P., Chen, C.W. and Tu, Y.P. (2011), "A new viewpoint on risk control decision models for natural disasters", Nat. Hazard., 59, 1715-1733. https://doi.org/10.1007/s11069-011-9861-1.
  219. Tseng, C.P., Chen, C.W., Yeh, K. and Chiang, W.L. (2007), "Intelligent financial decision model of natural disasters risk control", Advanced Intelligent Computing Theories and Applications. With Aspects of Theoretical and Methodological Issues: Third International Conference on Intelligent Computing, ICIC 2007, Qingdao, China, August. https://doi.org/10.1007/978-3-540-74171-8_6.
  220. Tseng, C.P., Chiang, W.L., Hsu, W.K., Hung, D.M., Tsai, C.H. and Chen, C.W. (2006), "Default risk-based probabilistic decision model on natural disasters risk control", Proceedings of the 17th IASTED International Conference on Modelling and Simulation, 219-223.
  221. Tseng, C.P., Chiang, W.L., Hsu, W.K., Lin, S.G., Tsai, C.H., Chen, C.W. and Hung, D.M. (2006), "Optimum arrangement between natural disasters insurance and risk control", Proceedings of the 17th IASTED International Conference on Modelling and Simulation, 184-187.
  222. Wei, J., Xie, Z., Zhang, W., Yang, Y., Luo, X. and Chen, B. (2023), "Axial compressed UHPC plate-concrete filled steel tubular composite short columns, Part I: Bearing capacity", Steel Compos. Struct., 47(3), 405. https://doi.org/10.12989/scs.2023.47.3.405.
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  224. Wu, J., Wei, X. and Luo, X. (2023), "Predicting drying shrinkage of steel reinforced concrete columns with enclosed section steels", Steel Compos. Struct., 47(4), 539. https://doi.org/10.12989/scs.2023.47.4.539.
  225. Wu, P., Li, D., Yu, F., Fang, Y., Xiang, G. and Li, Z. (2023), "Experimental study on bearing capacity of PFCC column-RC beam joint reinforced with CST", Steel Compos. Struct., 47(1), 19. https://doi.org/10.12989/scs.2023.47.1.019.
  226. Wu, Y.L. and Chen, C.W. (2013), "Examining the learning experiences of science training among Taiwanese Aboriginal adolescents", J. Baltic Sci. Edu., 12(3), 312.
  227. Wu, Y.L. and Chen, C.W. (2013), "Examining the micropolitical literacy of science intern teachers in Taiwan", J. Baltic Sci. Edu., 12(4), 440.
  228. Wu, Y.L., Tsai, Y.L. and Chen, C.W. (2014), "Examining the experiences of career guidance, vocational self-concept, and self-perceived employability among science education majors in Taiwan", J. Baltic Sci. Edu., 13(2), 182.
  229. Xiamuxi, A., Liu, C. and Jierula, A. (2023), "Study of the longitudinal reinforcement in reinforced concrete-filled steel tube short column subjected to axial loading", Steel Compos. Struct., 47(6), 709. https://doi.org/10.12989/scs.2023.47.6.709.
  230. Xu, J.Q., She, G.L., Li, Y.P. and Gan, L.L. (2023), "Nonlinear resonances of nonlocal strain gradient nanoplates made of functionally graded materials considering geometric imperfection", Steel Compos. Struct., 47(6), 795. https://doi.org/10.12989/scs.2023.47.6.795.
  231. Yang, H.C. and Chen, C.W. (2012), "Potential hazard analysis from the viewpoint of flow measurement in large open-channel junctions", Nat. Hazard., 61, 803-813. https://doi.org/10.1007/s11069-011-0067-3.
  232. Yang, H.C.P. (2013), "Accuracy evaluation of a diagnostic test by detecting outliers and influential observations COE".
  233. Yang, H.C.P., Alex, K.H.C. and Chen, T.H. (2008), "Evaluation of inference adequacy in cumulative logistic regression models: an empirical validation of ISW-ridge relationships", China Ocean Eng., 1, 5.
  234. Yang, H.C.P., Chen, C.Y., Chen, C.W. and Chen, T.H. (2008), "Estimation on internal wave reflection in a two-layer fluid system by cumulative logistic regression model", J. Marine Sci. Technol., 16(1), 6.
  235. Yaylaci, M., Yaylaci, E.U., Ozdemir, M.E., Ozturk, S. and Sesli, H. (2023), "Vibration and buckling analyses of FGM beam with edge crack: Finite element and multilayer perceptron methods", Steel Compos. Struct., 46(4), 565. https://doi.org/10.12989/scs.2023.46.4.565.
  236. Yeh, K. and Chen, C.W. (2010), "Stability analysis of interconnected fuzzy systems using the fuzzy Lyapunov method", Math. Prob. Eng., 2010, Article ID 734340. https://doi.org/10.1155/2010/734340.
  237. Yeh, K., Chen, C.W. and Chen, C.Y. (2008), "NN robustness design of nonlinear structure systems", 2008 SICE Annual Conference, 733-736. https://doi.org/10.1109/SICE.2008.4654752.
  238. Yeh, K., Chen, C.W. and Hsiung, T.K. (2007), "Fuzzy control for seismically excited bridges with sliding bearing isolation", Advanced Intelligent Computing Theories and Applications. With Aspects of Theoretical and Methodological Issues: Third International Conference on Intelligent Computing, ICIC 2007, Qingdao, China, August. https://doi.org/10.1007/978-3-540-74171-8_47.
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  242. Zaoui, F.Z., Ouinas, D., Tounsi, A., Achour, B., Olay, J.A.V. and Butt, T.A. (2023), "Mechanical behaviour analysis of FGM plates on elastic foundation using a new exponential-trigonometric HSDT", Steel Compos. Struct., 47(5), 551. https://doi.org/10.12989/scs.2023.47.5.551.
  243. Zhan, Y., Huang, W., Zhao, S., Shao, J., Shen, D. and Jin, G. (2023), "Effect of stud corrosion on stiffness in negative bending moment region of steel-concrete composite beam", Steel Compos. Struct., 48(1), 59. https://doi.org/10.12989/scs.2023.48.1.059.
  244. Zhang, Y., Zhao, Q., Han, Q. and Bohlooli, N. (2023), "Free vibration analysis of a laminated trapezoidal plate with GrF-PMC core and wavy CNT-reinforced face sheets", Steel Compos. Struct., 48(3), 275. https://doi.org/10.12989/scs.2023.48.3.275.
  245. Zhao, L., Wang, M., Yang, R., Zhao, M., Song, Z. and Bohlooli, N. (2023), "Using three-dimensional theory of elasticity for vibration analysis of laminated sectorial plates", Steel Compos. Struct., 48(1), 1-17. https://doi.org/10.12989/scs.2023.48.1.001.
  246. Zou, X., Yan, G., Wu, W., Yang, W., Shi, W. and Sun, Y. (2023), "Effect of thickness stretching and multifield loading on the results of sandwich piezoelectric/piezomagnetic MEMS", Steel Compos. Struct., 46(4), 485. https://doi.org/10.12989/scs.2023.46.4.485.