Journal of System Simulation ›› 2024, Vol. 36 ›› Issue (3): 659-672.doi: 10.16182/j.issn1004731x.joss.23-0241
• Papers • Previous Articles Next Articles
Received:2023-03-02
Revised:2023-04-17
Online:2024-03-15
Published:2024-03-14
Contact:
Liu Hailin
E-mail:zsdluck0723@163.com;hlliu@gdut.edu.cn
CLC Number:
Zeng Shaoda, Liu Hailin. Planning Modeling and Optimization Algorithm for 5G Indoor Distribution System[J]. Journal of System Simulation, 2024, 36(3): 659-672.
Table 1
Device parameter of indoor distribution system
| 器件类型 | 器件索引号 | 损耗/dB | 价格/元 |
|---|---|---|---|
| 5 dB 耦合器 | 1.1 | 5/1.8 | 18.88 |
| 6 dB 耦合器 | 1.2 | 6/1.5 | 18.88 |
| 7 dB 耦合器 | 1.3 | 7/1.2 | 18.88 |
| 10 dB 耦合器 | 1.4 | 10/0.5 | 18.88 |
| 15 dB 耦合器 | 1.5 | 15/0.3 | 18.88 |
| 20 dB 耦合器 | 1.6 | 20/0.2 | 18.88 |
| 25 dB 耦合器 | 1.7 | 25/0.2 | 18.88 |
| 30 dB 耦合器 | 1.8 | 30/0.2 | 18.88 |
| 二功分器 | 2 | 3.5 | 20 |
| 三功分器 | 3 | 3.5 | 30 |
| 四功分器 | 4 | 3.5 | 40 |
| 六功分器 | 6 | 3.5 | 60 |
| 1/2 电缆/m | 1 | 0.1 | 7.11 |
| 7/8 电缆/m | 2 | 0.062 5 | 14.53 |
Table 2
Experimental results of 6-29 test problem
| 指标 | AWC | ASC | RWC | RSC |
|---|---|---|---|---|
| mean cost | 8 088.09 | 7 639.41 | 7 836.57 | 7 440.95 |
| mean p.d. | 12.29 | 8.34 | 14.33 | 9.07 |
| mean con. | 2.65 | 0.47 | 3.55 | 0.63 |
| min cost | 7 284.26 | 6 710.34 | 6 755.47 | 6 691.44 |
| min p.d. | 3.59 | 1.63 | 4.36 | 1.90 |
| min con. | 0 | 0 | 0 | 0 |
| median cost | 7 823.54 | 7 321.63 | 7 602.01 | 7 041.63 |
| median p.d. | 10.41 | 8.10 | 12.55 | 8.66 |
| median con. | 1.11 | 0 | 2.10 | 0 |
| mean c.d.s. | 1.34 | 10.92 | 0.30 | 4.22 |
| median c.d.s. | 0 | 8.00 | 0 | 2.50 |
Table 3
Experimental results of 1-19 test problem
| 指标 | AWC | ASC | RWC | RSC |
|---|---|---|---|---|
| mean cost | 7 098.15 | 7 182.63 | 9 235.29 | 8 057.39 |
| mean p.d. | 8.18 | 7.61 | 12.01 | 14.66 |
| mean con. | 0.92 | 0.51 | 2.07 | 3.67 |
| min cost | 6 470.30 | 5 915.88 | 6 912.85 | 5 410.64 |
| min p.d. | 2.93 | 2.29 | 3.60 | 2.23 |
| min con. | 0 | 0 | 0 | 0 |
| median cost | 6 876.39 | 6 834.73 | 8 894.91 | 7 456.02 |
| median p.d. | 7.20 | 7.00 | 11.60 | 12.38 |
| median con. | 0 | 0 | 1.50 | 2.14 |
| mean c.d.s. | 13.88 | 13.22 | 0 | 0.70 |
| median c.d.s. | 10.00 | 11.00 | 0 | 0 |
| 1 | Liu Haitao, Liu Yang. Test Results for 5G Indoor Pico Base Station[J]. IOP Conference Series: Materials Science and Engineering, 2020, 719(1): 012043. |
| 2 | 谢涵. 4G/5G室分系统协同互补共建模式分析[J]. 电视技术, 2022, 46(11): 156-160. |
| Xie Han. Analysis of the Collaborative and Complementary Co Construction Mode of 4G/5G Indoor Distribution System[J]. Video Engineering, 2022, 46(11): 156-160. | |
| 3 | Al-Saman Ahmed, Mohamed Marshed, Cheffena Michael. Radio Propagation Measurements in the Indoor Stairwell Environment at 3.5 and 28 GHz for 5G Wireless Networks[J]. International Journal of Antennas and Propagation, 2020, 2020: 6634050. |
| 4 | Yu Lisu, Wu Jingxian, Zhou Andong, et al. Massively Distributed Antenna Systems with Nonideal Optical Fiber Fronthauls: A Promising Technology for 6G Wireless Communication Systems[J]. IEEE Vehicular Technology Magazine, 2020, 15(4): 43-51. |
| 5 | Hesham Hadil, Ayman Yasmine, Ashour Mohamed. Investigating Antenna Positioning, Beam Width and Direction in Indoor DAS Systems to Meet Coverage[C]//2019 International Conference on Innovative Trends in Computer Engineering (ITCE). Piscataway, NJ, USA: IEEE, 2019: 304-309. |
| 6 | Muhammad Usman Sheikh, Ghavimi Fayezeh, Ruttik Kalle, et al. Analysis of Indoor Solutions for Provision of Indoor Coverage at 3.5 GHz and 28 GHz for 5G System[C]//2019 26th International Conference on Telecommunications (ICT). Piscataway, NJ, USA: IEEE, 2019: 340-345. |
| 7 | 赵承祖, 唐青, 许伟东. 基于错层的5G室分MIMO双流方案研究[J]. 电信工程技术与标准化, 2022, 35(9): 74-80. |
| Zhao Chengzu, Tang Qing, Xu Weidong. Research on Scheme of 5G Indoor System MIMO Based on Staggered Layer[J]. Telecom Engineering Technics and Standardization, 2022, 35(9): 74-80. | |
| 8 | Alade T, Ahmed Q Z. Performance Comparison of Small Cell and Distributed Antenna Systems for In-building Mobile Communications[C]//2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring). Piscataway, NJ, USA: IEEE, 2019: 1-6. |
| 9 | Zhang Yue, Dai Lin. On the Optimal Placement of Base Station Antennas for Distributed Antenna Systems[J]. IEEE Communications Letters, 2020, 24(12): 2878-2882. |
| 10 | Ashour Mohamed, Ibrahim Mohamed, Elhoshy Salah, et al. A Fast Ray Tracing Algorithm for Network Planning Based on Relative Coverage Computations[C]//2016 International Conference on Selected Topics in Mobile & Wireless Networking (MoWNeT). Piscataway, NJ, USA: IEEE, 2016: 1-6. |
| 11 | Zhu Pengcheng, Sheng Zheng, Bao Jialong, et al. Antenna Selection for Full-duplex Distributed Massive MIMO Via the Elite Preservation Genetic Algorithm[J]. IEEE Communications Letters, 2022, 26(4): 922-926. |
| 12 | Guo Jun, Walk P, Jafarkhani H. Optimal Deployments of UAVs with Directional Antennas for a Power-efficient Coverage[J]. IEEE Transactions on Communications, 2020, 68(8): 5159-5174. |
| 13 | Atawia Ramy, Ashour Mohamed, Tallal El Shabrawy, et al. Indoor Distributed Antenna System Planning with Optimized Antenna Power Using Genetic Algorithm[C]// 2013 IEEE 78th Vehicular Technology Conference (VTC Fall). Piscataway, NJ, USA: IEEE, 2013: 1-6. |
| 14 | AlShanqiti Khawla, Kin Poon, Shakya Siddhartha, et al. A Multi-objective Design of In-building Distributed Antenna System Using Evolutionary Algorithms[C]//Artificial Intelligence XXXVI. Cham: Springer International Publishing, 2019: 253-266. |
| 15 | Shakya Siddhartha, Kin Poon, Ouali Anis. A GA Based Network Optimization Tool for Passive In-building Distributed Antenna Systems[C]//Proceedings of the Genetic and Evolutionary Computation Conference. New York, NY, USA: Association for Computing Machinery, 2018: 1371-1378. |
| 16 | Pu Xumin, Li Xiaotong, Tang Hong, et al. Optimal Transmit Antenna Placement for Short-range Indoor 3D MIMO Channels[C]//2018 IEEE Wireless Communications and Networking Conference (WCNC). Piscataway, NJ, USA: IEEE, 2018: 1-6. |
| 17 | 孙灿, 周新宇, 王明文. 一种融合邻域搜索的多策略差分进化算法[J]. 系统仿真学报, 2020, 32(6): 1071-1084. |
| Sun Can, Zhou Xinyu, Wang Mingwen. A Multi-strategy Differential Evolution Algorithm Combined with Neighborhood Search[J]. Journal of System Simulation, 2020, 32(6): 1071-1084. | |
| 18 | Chiang J S, Yukai Chou, Hsu W M, et al. PSO and APSO for Optimal Antenna Locations in Indoor Environment[C]//2014 International Conference on Intelligent Green Building and Smart Grid (IGBSG). Piscataway, NJ, USA: IEEE, 2014: 1-4. |
| 19 | 田红军, 汪镭, 吴启迪. 基于多目标进化算法混合框架的MOEA/D算法[J]. 系统仿真学报, 2020, 32(2): 201-216. |
| Tian Hongjun, Wang Lei, Wu Qidi. MOEA/D Algorithm Based on the Hybrid Framework for Multi-objective Evolutionary Algorithm[J]. Journal of System Simulation, 2020, 32(2): 201-216. | |
| 20 | Léo Françoso Dal Piccol Sotto, Kaufmann Paul, Atkinson Timothy, et al. Graph Representations in Genetic Programming[J]. Genetic Programming and Evolvable Machines, 2021, 22(4): 607-636. |
| 21 | Shakya Siddhartha, Kin Poon, AlShanqiti Khawla, et al. Investigating Binary EAs for Passive In-Building Distributed Antenna Systems[C]//2021 IEEE Congress on Evolutionary Computation (CEC). Piscataway, NJ, USA: IEEE, 2021: 2101-2108. |
| 22 | Shakya Siddhartha, Kin Poon, AlShanqiti Khawla, et al. An Application of GA and EDA for Passive In-building Distributed Antenna Systems[C]//Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion. New York, NY, USA: Association for Computing Machinery, 2020: 287-288. |
| 23 | Atia Dina Y, Ruta Dymitr, Kin Poon, et al. Cost Effective, Scalable Design of Indoor Distributed Antenna Systems Based on Particle Swarm Optimization and Prufer Strings[C]//2016 IEEE Congress on Evolutionary Computation (CEC). Piscataway, NJ, USA: IEEE, 2016: 4159-4166. |
| 24 | Poon K F, Shakya S, Shanqiti K M A, et al. Designing Passive Indoor Distributed Antenna System with Practical Constraints Using Binary Encoding[C]//2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). Piscataway, NJ, USA: IEEE, 2019: 278-282. |
| 25 | Adjiashvili David, Bosio Sandro, Li Yuan, et al. Exact and Approximation Algorithms for Optimal Equipment Selection in Deploying In-building Distributed Antenna Systems[J]. IEEE Transactions on Mobile Computing, 2015, 14(4): 702-713. |
| 26 | 杨诚. 5G网络室分性能与建设策略[J]. 数字通信世界, 2022(11): 174-176. |
| Yang Cheng. Performance and Construction Strategy of 5G Compartment[J]. Digital Communication World, 2022(11): 174-176. | |
| 27 | Liu Hailin, Gu Fangqing, Zhang Qingfu. Decomposition of a Multiobjective Optimization Problem into a Number of Simple Multiobjective Subproblems[J]. IEEE Transactions on Evolutionary Computation, 2014, 18(3): 450-455. |
| 28 | Peng Chaoda, Liu Hailin, Gu Fangqing. An Evolutionary Algorithm with Directed Weights for Constrained Multi-objective Optimization[J]. Applied Soft Computing, 2017, 60: 613-622. |
| 29 | Deb K, Pratap A, Agarwal S, et al. A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II[J]. IEEE Transactions on Evolutionary Computation, 2002, 6(2): 182-197. |
| [1] | An Jing, Si Guangya, Zeng Miaoting. Construction of Surrogate Model Driven by Model and Data [J]. Journal of System Simulation, 2024, 36(3): 756-769. |
| [2] | Wang Hui, Peng Le. Improved Multi-objective Swarm Algorithm to Optimize Wash-out Motion and its Simulation Experiment [J]. Journal of System Simulation, 2024, 36(2): 436-448. |
| [3] | Li Zhang, Mingling He, Qiushuang Yin, Ning Li, Le'an Yu. Research on Period Emergency Supply Distribution Optimization Under Uncertainty [J]. Journal of System Simulation, 2023, 35(8): 1669-1680. |
| [4] | Xu Wang, Weidong Ji, Guohui Zhou, Jiahui Yang. Multi-objective Optimization Algorithm Based on Multi-index Elite Individual Game Mechanism [J]. Journal of System Simulation, 2023, 35(3): 494-514. |
| [5] | Chaoyang Zhang, Liping Xu, Jian Li, Yihao Zhao, Kui He. Flexible Job-Shop Scheduling Problem Based on Improved Wolf Pack Algorithm [J]. Journal of System Simulation, 2023, 35(3): 534-543. |
| [6] | Xianwei Zhou, Qixu Gong, Songsen Yu. Computation Offloading Strategy Based on Stackelberg Game and DRL [J]. Journal of System Simulation, 2023, 35(2): 372-385. |
| [7] | Weidong Ji, Yuqi Yue, Xu Wang, Ping Lin. Large-scale Multi-objective Natural Computation Based on Dimensionality Reduction and Clustering [J]. Journal of System Simulation, 2023, 35(1): 41-56. |
| [8] | Yan Xiuying, Dang Miaomiao. Optimization of Household Electricity Consumption Period Based on Improved Multi-objective Particle Swarm Optimization [J]. Journal of System Simulation, 2022, 34(1): 70-78. |
| [9] | Hongliang Zhang, Renman Ding, Gongjie Xu. Energy-Efficient Scheduling of Multi-objective Flexible Job Shop Considering Interval Processing Time [J]. Journal of System Simulation, 2022, 34(09): 1976-1987. |
| [10] | Ran Xiansheng, Yang Jing, Luo Ling, Chen Kai. Multi-objective Optimization of Multi-task Parallel Motorcycle Suspension System Parameters [J]. Journal of System Simulation, 2021, 33(5): 1216-1223. |
| [11] | Wang Runhong, Wang Hongjun, Zou Xiangjun, Zeng Zeqin, Li Hui, Huang Zhaofeng, Liu WeiLiang. Combined Gearbox Transmission Ratio Optimization Research Based on Hybrid Particle Swarm [J]. Journal of System Simulation, 2021, 33(4): 825-836. |
| [12] | Wang Hongfeng, Zhang Yitian, Chen Jingze. An Evolutionary Multi-Objective Simulation Optimization Algorithm for Supply Chain with Uncertain Demands [J]. Journal of System Simulation, 2021, 33(12): 2761-2770. |
| [13] | Li Fei, Su Zhong. Intelligent Control of Wastewater Treatment Processes Based on Adaptive Immune Optimization [J]. Journal of System Simulation, 2021, 33(12): 3012-3020. |
| [14] | Wei Le, Li Xijin. Dynamic Environmental and Economic Dispatching of Wind Farm Based on Multi-objective [J]. Journal of System Simulation, 2020, 32(9): 1825-1830. |
| [15] | Wang Xiaofeng, Chen Yang, Zhang Guangjie, Chen Jianyu. Multi-objective Topology Mapping Method for Network Emulation [J]. Journal of System Simulation, 2020, 32(8): 1436-1445. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||
