Optics and Precision Engineering, Volume. 30, Issue 14, 1749(2022)

CSA-NSGAII algorithm for magnetically shielded room shield lamination optimization

Songnan YANG1... Xiaohui ZHANG1,*, Yuanyuan LIU1, Jinsheng ZHANG2 and Xiaoli XI1 |Show fewer author(s)
Author Affiliations
  • 1School of Automation and Information Engineering, Xi'an University of Technology, Xi'an70048, China
  • 2Xi'an Research Institute of High-Tech, Xi'an710000, China
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    Figures & Tables(13)
    Schematic diagram of multilayer magnetic shielding room
    Absorption loss curve
    Reflection loss curve
    Flow chart of CSA-NSGAII algorithm
    ZDT1 test curve
    ZDT2 test curve
    ZDT3 test curve
    Multi-objective optimal solution at frequency of 1 Hz
    Experimental platform
    • Table 1. Performance test results

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      Table 1. Performance test results

      算法GDIGD
      ZDT1ZDT2ZDT3ZDT1ZDT2ZDT3
      NSGAII1.51E-039.36E-048.03E-041.75E-027.32E-021.31E-02
      NSGAII-SDR3.37E-035.76E-035.67E-045.59E-024.19E-022.98E-02
      g-NSGAII1.23E-032.26E-037.54E-041.26E-024.39E-021.16E-02
      MOEA/D8.83E-033.35E-031.17E-021.52E-015.12E-011.58E-01
      CSA-NSGAII1.02E-031.37E-033.95E-041.32E-022.40E-027.33E-03
      算法SpacingRuntime
      ZDT1ZDT2ZDT3ZDT1ZDT2ZDT3
      NSGAII6.43E-031.65E-021.78E-022.99E-012.61E-012.60E-01
      NSGAII-SDR1.50E-031.40E-021.78E-025.37E-013.47E-013.24E-01
      g-NSGAII6.96E-031.78E-027.50E-032.92E-012.95E-012.63E-01
      MOEA/D1.36E-025.65E-033.36E-022.05E+002.20E-011.78E-00
      CSA-NSGAII1.07E-031.19E-027.10E-033.44E-012.32E-013.86E-01
    • Table 2. Relevant parameters of shielding materials

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      Table 2. Relevant parameters of shielding materials

      材质相对磁导率(μr相对电阻率(σr密度/(kg·m-3价格/(CNY·kg-1
      硅钢1 0000.177.55×10312.6
      10.612.70×10322.8
      坡莫合金80 0000.038.75×103140
      空气1-1.29
    • Table 3. Optimal laminated structure and the lowest cost obtained by the original NSGAII and the CSA-NSGAII

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      Table 3. Optimal laminated structure and the lowest cost obtained by the original NSGAII and the CSA-NSGAII

      算法频率/Hz硅钢厚度/mm

      铝厚度/

      mm

      坡莫合金

      厚度/mm

      硅钢-铝空气层厚度/mm

      硅钢-坡莫合金空气层

      厚度/mm

      造价/

      CNY

      NSGAII10.1417.4422.4584.6383.7532 598 150
      105.2963.3560.1757.7933.2021 435 750
      200.6182.8271.0555.0374.5431 408 320
      303.0932.6690.1393.7655.5451 148 870
      402.7221.7840.1895.4605.4921 101 150
      501.4211.7450.4527.7175.476992 232
      CSA-NSGAII17.9499.3840.5922.8302.5382 472 390
      101.4473.2051.2087.6942.4771 379 590
      200.6951.7121.1796.5343.3661 082 140
      301.9242.6760.4574.8723.064933 880
      403.3141.8850.0515.6683.709870 269
      500.4491.3010.7934.4006.038771 813
    • Table 4. Specimen parameters and experimental data

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      Table 4. Specimen parameters and experimental data

      线圈电流频率/Hz材质

      理论厚度

      /mm

      实际厚度

      /mm

      测量次数

      外部磁场强度

      /nT

      内部剩余磁场/nT
      1坡莫合金0.5920.60013.25×10410.3
      空气层13.7533.80023.22×10410.1
      硅钢7.9498.00033.23×10410.1
      空气层24.6384.60043.20×10410.0
      9.3849.50053.24×10410.2
      50坡莫合金0.7930.80013.25×10410.2
      空气层16.0386.00023.23×10410.1
      硅钢0.4490.50033.24×10410.1
      空气层24.4004.40043.22×10410.2
      1.3011.50053.19×10410.0
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    Songnan YANG, Xiaohui ZHANG, Yuanyuan LIU, Jinsheng ZHANG, Xiaoli XI. CSA-NSGAII algorithm for magnetically shielded room shield lamination optimization[J]. Optics and Precision Engineering, 2022, 30(14): 1749

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    Paper Information

    Category: Information Sciences

    Received: Apr. 20, 2022

    Accepted: --

    Published Online: Sep. 6, 2022

    The Author Email: ZHANG Xiaohui (xhzhang@xaut.edu.cn)

    DOI:10.37188/OPE.20223014.1749

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