EPJ Quantum Technology | |
Optimal quantum state tomography with noisy gates | |
Research | |
Guido Burkard1  Niklas Rohling1  Violeta N. Ivanova-Rohling2  | |
[1] Department of Physics, University of Konstanz, D-78457, Konstanz, Germany;Department of Physics, University of Konstanz, D-78457, Konstanz, Germany;Zukunftskolleg, University of Konstanz, D-78457, Konstanz, Germany;Department of Mathematical Foundations of Computer Sciences, Institute of Mathematics and Informatics, Bulgarian Academy of Sciences, Akad. G. Bonchev, block 8, 1113, Sofia, Bulgaria; | |
关键词: Quantum tomography; High-dimensional optimization problem; Quantum gates; Noise; Quantum computing; | |
DOI : 10.1140/epjqt/s40507-023-00181-2 | |
received in 2023-03-07, accepted in 2023-06-14, 发布年份 2023 | |
来源: Springer | |
【 摘 要 】
Quantum state tomography (QST) represents an essential tool for the characterization, verification, and validation (QCVV) of quantum processors. Only for a few idealized scenarios, there are analytic results for the optimal measurement set for QST. E.g., in a setting of non-degenerate measurements, an optimal minimal set of measurement operators for QST has eigenbases which are mutually unbiased. However, in other set-ups, dependent on the rank of the projection operators and the size of the quantum system, the optimal choice of measurements for efficient QST needs to be numerically approximated. We have generalized this problem by introducing the framework of customized efficient QST. Here we extend customized QST and look for the optimal measurement set for QST in the case where some of the quantum gates applied in the measurement process are noisy. To achieve this, we use two distinct noise models: first, the depolarizing channel, and second, over- and under-rotation in single-qubit and to two-qubit gates (for further information, please see Methods). We demonstrate the benefit of using entangling gates for the efficient QST measurement schemes for two qubits at realistic noise levels, by comparing the fidelity of reconstruction of our optimized QST measurement set to the state-of-the-art scheme using only product bases.
【 授权许可】
CC BY
© The Author(s) 2023
【 预 览 】
Files | Size | Format | View |
---|---|---|---|
RO202309078285748ZK.pdf | 1654KB | download | |
Fig. 6 | 101KB | Image | download |
41116_2023_37_Article_IEq28.gif | 1KB | Image | download |
41116_2023_37_Article_IEq37.gif | 1KB | Image | download |
Fig. 2 | 122KB | Image | download |
41116_2023_37_Article_IEq59.gif | 1KB | Image | download |
41116_2023_37_Article_IEq61.gif | 1KB | Image | download |
41116_2023_37_Article_IEq64.gif | 1KB | Image | download |
MediaObjects/12888_2023_4905_MOESM1_ESM.docx | 1745KB | Other | download |
41116_2023_37_Article_IEq73.gif | 1KB | Image | download |
41116_2023_37_Article_IEq89.gif | 1KB | Image | download |
Fig. 3 | 123KB | Image | download |
41116_2023_37_Article_IEq116.gif | 1KB | Image | download |
41116_2023_37_Article_IEq117.gif | 1KB | Image | download |
42004_2023_919_Article_IEq16.gif | 1KB | Image | download |
Fig. 1 | 675KB | Image | download |
41116_2023_37_Article_IEq132.gif | 1KB | Image | download |
41116_2023_37_Article_IEq133.gif | 1KB | Image | download |
41116_2023_37_Article_IEq134.gif | 1KB | Image | download |
Fig. 2 | 974KB | Image | download |
41116_2023_37_Article_IEq136.gif | 1KB | Image | download |
41116_2023_37_Article_IEq149.gif | 1KB | Image | download |
41116_2023_37_Article_IEq150.gif | 1KB | Image | download |
41116_2023_37_Article_IEq151.gif | 1KB | Image | download |
41116_2023_37_Article_IEq152.gif | 1KB | Image | download |
41116_2023_37_Article_IEq153.gif | 1KB | Image | download |
Fig. 1 | 380KB | Image | download |
MediaObjects/12888_2023_4904_MOESM1_ESM.docx | 29KB | Other | download |
Fig. 1 | 488KB | Image | download |
Fig. 1 | 939KB | Image | download |
41116_2023_37_Article_IEq193.gif | 1KB | Image | download |
41116_2023_37_Article_IEq194.gif | 1KB | Image | download |
Fig. 1 | 227KB | Image | download |
41116_2023_37_Article_IEq196.gif | 1KB | Image | download |
41116_2023_37_Article_IEq197.gif | 1KB | Image | download |
Fig. 2 | 140KB | Image | download |
41116_2023_37_Article_IEq199.gif | 1KB | Image | download |
Fig. 3 | 186KB | Image | download |
41116_2023_37_Article_IEq201.gif | 1KB | Image | download |
Fig. 2 | 246KB | Image | download |
MediaObjects/12888_2023_4941_MOESM1_ESM.docx | 61KB | Other | download |
41116_2023_37_Article_IEq204.gif | 1KB | Image | download |
Fig. 2 | 92KB | Image | download |
41116_2023_37_Article_IEq206.gif | 1KB | Image | download |
Fig. 3 | 240KB | Image | download |
Fig. 5 | 1285KB | Image | download |
Fig. 4 | 235KB | Image | download |
41116_2023_37_Article_IEq210.gif | 1KB | Image | download |
Fig. 1 | 247KB | Image | download |
MediaObjects/12888_2023_4926_MOESM1_ESM.docx | 42KB | Other | download |
41116_2023_37_Article_IEq213.gif | 1KB | Image | download |
Fig. 3 | 323KB | Image | download |
41116_2023_37_Article_IEq214.gif | 1KB | Image | download |
41116_2023_37_Article_IEq215.gif | 1KB | Image | download |
41116_2023_37_Article_IEq216.gif | 1KB | Image | download |
41116_2023_37_Article_IEq217.gif | 1KB | Image | download |
41116_2023_37_Article_IEq218.gif | 1KB | Image | download |
41116_2023_37_Article_IEq219.gif | 1KB | Image | download |
41116_2023_37_Article_IEq236.gif | 1KB | Image | download |
41116_2023_37_Article_IEq238.gif | 1KB | Image | download |
41116_2023_37_Article_IEq239.gif | 1KB | Image | download |
41116_2023_37_Article_IEq240.gif | 1KB | Image | download |
41116_2023_37_Article_IEq241.gif | 1KB | Image | download |
41116_2023_37_Article_IEq242.gif | 1KB | Image | download |
41116_2023_37_Article_IEq243.gif | 1KB | Image | download |
41116_2023_37_Article_IEq244.gif | 1KB | Image | download |
41116_2023_37_Article_IEq245.gif | 1KB | Image | download |
41116_2023_37_Article_IEq246.gif | 1KB | Image | download |
MediaObjects/12888_2023_4941_MOESM2_ESM.docx | 27KB | Other | download |
41116_2023_37_Article_IEq248.gif | 1KB | Image | download |
41116_2023_37_Article_IEq249.gif | 1KB | Image | download |
41116_2023_37_Article_IEq250.gif | 1KB | Image | download |
41116_2023_37_Article_IEq251.gif | 1KB | Image | download |
41116_2023_37_Article_IEq252.gif | 1KB | Image | download |
41116_2023_37_Article_IEq269.gif | 1KB | Image | download |
41116_2023_37_Article_IEq271.gif | 1KB | Image | download |
41116_2023_37_Article_IEq272.gif | 1KB | Image | download |
41116_2023_37_Article_IEq273.gif | 1KB | Image | download |
41116_2023_37_Article_IEq275.gif | 1KB | Image | download |
41116_2023_37_Article_IEq277.gif | 1KB | Image | download |
41116_2023_37_Article_IEq279.gif | 1KB | Image | download |
Fig. 1 | 850KB | Image | download |
41116_2023_37_Article_IEq283.gif | 1KB | Image | download |
41116_2023_37_Article_IEq286.gif | 1KB | Image | download |
41116_2023_37_Article_IEq287.gif | 1KB | Image | download |
41116_2023_37_Article_IEq289.gif | 1KB | Image | download |
41116_2023_37_Article_IEq290.gif | 1KB | Image | download |
MediaObjects/12888_2023_4925_MOESM1_ESM.docx | 16KB | Other | download |
Fig. 1 | 1438KB | Image | download |
41116_2023_37_Article_IEq177.gif | 1KB | Image | download |
Fig. 7 | 1698KB | Image | download |
MediaObjects/41408_2023_876_MOESM1_ESM.docx | 4471KB | Other | download |
Fig. 10 | 161KB | Image | download |
Fig. 11 | 350KB | Image | download |
Fig. 1 | 68KB | Image | download |
42004_2023_919_Article_IEq130.gif | 1KB | Image | download |
13011_2023_540_Article_IEq1.gif | 1KB | Image | download |
Fig. 12 | 700KB | Image | download |
13011_2023_540_Article_IEq3.gif | 1KB | Image | download |
Fig. 1 | 745KB | Image | download |
13011_2023_540_Article_IEq7.gif | 1KB | Image | download |
Fig. 7 | 1403KB | Image | download |
13011_2023_540_Article_IEq10.gif | 1KB | Image | download |
MediaObjects/12888_2023_4850_MOESM2_ESM.docx | 13KB | Other | download |
Fig. 1 | 727KB | Image | download |
13011_2023_540_Article_IEq14.gif | 1KB | Image | download |
40517_2023_259_Article_IEq1.gif | 1KB | Image | download |
40517_2023_259_Article_IEq2.gif | 1KB | Image | download |
MediaObjects/12888_2023_4789_MOESM1_ESM.docx | 116KB | Other | download |
Fig. 2 | 123KB | Image | download |
13011_2023_540_Article_IEq19.gif | 1KB | Image | download |
40517_2023_259_Article_IEq5.gif | 1KB | Image | download |
40517_2023_259_Article_IEq6.gif | 1KB | Image | download |
40517_2023_259_Article_IEq7.gif | 1KB | Image | download |
40517_2023_259_Article_IEq8.gif | 1KB | Image | download |
MediaObjects/12888_2023_4850_MOESM3_ESM.xlsx | 22KB | Other | download |
MediaObjects/12888_2023_4850_MOESM4_ESM.docx | 29KB | Other | download |
40517_2023_259_Article_IEq11.gif | 1KB | Image | download |
Fig. 2 | 129KB | Image | download |
40517_2023_259_Article_IEq13.gif | 1KB | Image | download |
Fig. 3 | 1095KB | Image | download |
40517_2023_259_Article_IEq15.gif | 1KB | Image | download |
40517_2023_259_Article_IEq16.gif | 1KB | Image | download |
40517_2023_259_Article_IEq17.gif | 1KB | Image | download |
40517_2023_259_Article_IEq18.gif | 1KB | Image | download |
40517_2023_259_Article_IEq19.gif | 1KB | Image | download |
Fig. 1 | 526KB | Image | download |
MediaObjects/12888_2023_4850_MOESM5_ESM.docx | 15KB | Other | download |
MediaObjects/12888_2023_4874_MOESM1_ESM.docx | 21KB | Other | download |
MediaObjects/12888_2023_4874_MOESM2_ESM.docx | 22KB | Other | download |
Fig. 4 | 886KB | Image | download |
40517_2023_259_Article_IEq25.gif | 1KB | Image | download |
MediaObjects/12888_2023_4846_MOESM1_ESM.docx | 54KB | Other | download |
13011_2023_540_Article_IEq40.gif | 1KB | Image | download |
42004_2023_919_Article_IEq168.gif | 1KB | Image | download |
Fig. 1 | 487KB | Image | download |
Fig. 4 | 1153KB | Image | download |
42004_2023_919_Article_IEq171.gif | 1KB | Image | download |
Fig. 5 | 332KB | Image | download |
Fig. 5 | 1164KB | Image | download |
Fig. 2 | 592KB | Image | download |
42004_2023_919_Article_IEq175.gif | 1KB | Image | download |
42004_2023_919_Article_IEq176.gif | 1KB | Image | download |
Fig. 1 | 54KB | Image | download |
MediaObjects/12888_2023_4850_MOESM6_ESM.docx | 25KB | Other | download |
Fig. 2 | 171KB | Image | download |
40517_2023_259_Article_IEq27.gif | 1KB | Image | download |
40517_2023_259_Article_IEq28.gif | 1KB | Image | download |
Fig. 1 | 571KB | Image | download |
40517_2023_259_Article_IEq31.gif | 1KB | Image | download |
MediaObjects/41408_2023_867_MOESM1_ESM.docx | 286KB | Other | download |
40517_2023_259_Article_IEq32.gif | 1KB | Image | download |
Fig. 2 | 297KB | Image | download |
MediaObjects/12888_2023_4850_MOESM7_ESM.docx | 15KB | Other | download |
40517_2023_259_Article_IEq88.gif | 1KB | Image | download |
40517_2023_259_Article_IEq57.gif | 1KB | Image | download |
40517_2023_259_Article_IEq58.gif | 1KB | Image | download |
MediaObjects/13690_2023_1105_MOESM1_ESM.docx | 32KB | Other | download |
Fig. 1 | 138KB | Image | download |
40517_2023_259_Article_IEq61.gif | 1KB | Image | download |
40517_2023_259_Article_IEq62.gif | 1KB | Image | download |
MediaObjects/13690_2023_1105_MOESM2_ESM.docx | 58KB | Other | download |
MediaObjects/12888_2023_4848_MOESM2_ESM.docx | 15KB | Other | download |
MediaObjects/12888_2023_4848_MOESM3_ESM.docx | 236KB | Other | download |
40517_2023_259_Article_IEq67.gif | 1KB | Image | download |
Fig. 2 | 119KB | Image | download |
40517_2023_259_Article_IEq70.gif | 1KB | Image | download |
40517_2023_259_Article_IEq71.gif | 1KB | Image | download |
40517_2023_259_Article_IEq72.gif | 1KB | Image | download |
40517_2023_259_Article_IEq73.gif | 1KB | Image | download |
Fig. 3 | 233KB | Image | download |
40517_2023_259_Article_IEq75.gif | 1KB | Image | download |
40517_2023_259_Article_IEq76.gif | 1KB | Image | download |
40517_2023_259_Article_IEq77.gif | 1KB | Image | download |
40517_2023_259_Article_IEq78.gif | 1KB | Image | download |
40517_2023_259_Article_IEq79.gif | 1KB | Image | download |
Fig. 4 | 1304KB | Image | download |
MediaObjects/41408_2023_863_MOESM4_ESM.pdf | 39018KB | download | |
40517_2023_259_Article_IEq82.gif | 1KB | Image | download |
40517_2023_259_Article_IEq83.gif | 1KB | Image | download |
Fig. 1 | 98KB | Image | download |
MediaObjects/12974_2023_2790_MOESM2_ESM.tif | 140748KB | Other | download |
Fig. 7 | 932KB | Image | download |
Fig. 6 | 3031KB | Image | download |
Fig. 5 | 1394KB | Image | download |
Fig. 1 | 75KB | Image | download |
Fig. 5 | 1988KB | Image | download |
MediaObjects/13041_2023_1044_MOESM3_ESM.csv | 269KB | Other | download |
Fig. 6 | 1268KB | Image | download |
Fig. 3 | 250KB | Image | download |
MediaObjects/13041_2023_1044_MOESM4_ESM.csv | 551KB | Other | download |
Fig. 1 | 71KB | Image | download |
Fig. 2 | 514KB | Image | download |
Fig. 2 | 236KB | Image | download |
Fig. 3 | 246KB | Image | download |
Fig. 1 | 468KB | Image | download |
Fig. 3 | 538KB | Image | download |
Fig. 3 | 281KB | Image | download |
Fig. 5 | 327KB | Image | download |
MediaObjects/42004_2023_900_MOESM3_ESM.pdf | 1063KB | download | |
MediaObjects/13690_2023_1119_MOESM1_ESM.docx | 20KB | Other | download |
MediaObjects/13690_2023_1119_MOESM2_ESM.docx | 29KB | Other | download |
MediaObjects/13690_2023_1119_MOESM3_ESM.docx | 28KB | Other | download |
995KB | Image | download | |
Fig. 2 | 69KB | Image | download |
MediaObjects/12944_2023_1848_MOESM2_ESM.pdf | 1455KB | download | |
MediaObjects/13690_2023_1119_MOESM5_ESM.docx | 58KB | Other | download |
Fig. 2 | 89KB | Image | download |
MediaObjects/13690_2023_1119_MOESM6_ESM.docx | 103KB | Other | download |
Fig. 3 | 952KB | Image | download |
12888_2023_4935_Article_IEq1.gif | 1KB | Image | download |
Fig. 3 | 163KB | Image | download |
Fig. 5 | 520KB | Image | download |
Fig. 4 | 120KB | Image | download |
MediaObjects/12888_2023_4935_MOESM1_ESM.docx | 3622KB | Other | download |
Fig. 2 | 63KB | Image | download |
Fig. 3 | 118KB | Image | download |
Fig. 2 | 621KB | Image | download |
Fig. 2 | 1798KB | Image | download |
Fig. 1 | 1048KB | Image | download |
MediaObjects/12974_2023_2830_MOESM1_ESM.docx | 9117KB | Other | download |
Fig. 4 | 591KB | Image | download |
Fig. 5 | 40KB | Image | download |
Fig. 3 | 620KB | Image | download |
Fig. 1 | 291KB | Image | download |
MediaObjects/12888_2023_4813_MOESM2_ESM.docx | 16KB | Other | download |
Fig. 7 | 839KB | Image | download |
Fig. 7 | 1933KB | Image | download |
MediaObjects/12888_2023_4939_MOESM1_ESM.docx | 19KB | Other | download |
Fig. 7 | 850KB | Image | download |
Fig. 5 | 749KB | Image | download |
MediaObjects/12888_2023_4939_MOESM2_ESM.docx | 20KB | Other | download |
MediaObjects/12864_2023_9464_MOESM2_ESM.xlsx | 25KB | Other | download |
Fig. 4 | 4586KB | Image | download |
12864_2023_9424_Article_IEq2.gif | 1KB | Image | download |
42004_2023_932_Article_IEq2.gif | 1KB | Image | download |
Fig. 2 | 1177KB | Image | download |
Fig. 1 | 1286KB | Image | download |
Fig. 4 | 537KB | Image | download |
Fig. 3 | 40KB | Image | download |
Fig. 6 | 2382KB | Image | download |
12302_2023_750_Article_IEq5.gif | 1KB | Image | download |
Fig. 1 | 396KB | Image | download |
Fig. 10 | 201KB | Image | download |
Fig. 1 | 72KB | Image | download |
40854_2023_495_Article_IEq22.gif | 1KB | Image | download |
【 图 表 】
40854_2023_495_Article_IEq22.gif
Fig. 1
Fig. 10
Fig. 1
12302_2023_750_Article_IEq5.gif
Fig. 6
Fig. 3
Fig. 4
Fig. 1
Fig. 2
42004_2023_932_Article_IEq2.gif
12864_2023_9424_Article_IEq2.gif
Fig. 4
Fig. 5
Fig. 7
Fig. 7
Fig. 7
Fig. 1
Fig. 3
Fig. 5
Fig. 4
Fig. 1
Fig. 2
Fig. 2
Fig. 3
Fig. 2
Fig. 4
Fig. 5
Fig. 3
12888_2023_4935_Article_IEq1.gif
Fig. 3
Fig. 2
Fig. 2
Fig. 5
Fig. 3
Fig. 3
Fig. 1
Fig. 3
Fig. 2
Fig. 2
Fig. 1
Fig. 3
Fig. 6
Fig. 5
Fig. 1
Fig. 5
Fig. 6
Fig. 7
Fig. 1
40517_2023_259_Article_IEq83.gif
40517_2023_259_Article_IEq82.gif
Fig. 4
40517_2023_259_Article_IEq79.gif
40517_2023_259_Article_IEq78.gif
40517_2023_259_Article_IEq77.gif
40517_2023_259_Article_IEq76.gif
40517_2023_259_Article_IEq75.gif
Fig. 3
40517_2023_259_Article_IEq73.gif
40517_2023_259_Article_IEq72.gif
40517_2023_259_Article_IEq71.gif
40517_2023_259_Article_IEq70.gif
Fig. 2
40517_2023_259_Article_IEq67.gif
40517_2023_259_Article_IEq62.gif
40517_2023_259_Article_IEq61.gif
Fig. 1
40517_2023_259_Article_IEq58.gif
40517_2023_259_Article_IEq57.gif
40517_2023_259_Article_IEq88.gif
Fig. 2
40517_2023_259_Article_IEq32.gif
40517_2023_259_Article_IEq31.gif
Fig. 1
40517_2023_259_Article_IEq28.gif
40517_2023_259_Article_IEq27.gif
Fig. 2
Fig. 1
42004_2023_919_Article_IEq176.gif
42004_2023_919_Article_IEq175.gif
Fig. 2
Fig. 5
Fig. 5
42004_2023_919_Article_IEq171.gif
Fig. 4
Fig. 1
42004_2023_919_Article_IEq168.gif
13011_2023_540_Article_IEq40.gif
40517_2023_259_Article_IEq25.gif
Fig. 4
Fig. 1
40517_2023_259_Article_IEq19.gif
40517_2023_259_Article_IEq18.gif
40517_2023_259_Article_IEq17.gif
40517_2023_259_Article_IEq16.gif
40517_2023_259_Article_IEq15.gif
Fig. 3
40517_2023_259_Article_IEq13.gif
Fig. 2
40517_2023_259_Article_IEq11.gif
40517_2023_259_Article_IEq8.gif
40517_2023_259_Article_IEq7.gif
40517_2023_259_Article_IEq6.gif
40517_2023_259_Article_IEq5.gif
13011_2023_540_Article_IEq19.gif
Fig. 2
40517_2023_259_Article_IEq2.gif
40517_2023_259_Article_IEq1.gif
13011_2023_540_Article_IEq14.gif
Fig. 1
13011_2023_540_Article_IEq10.gif
Fig. 7
13011_2023_540_Article_IEq7.gif
Fig. 1
13011_2023_540_Article_IEq3.gif
Fig. 12
13011_2023_540_Article_IEq1.gif
42004_2023_919_Article_IEq130.gif
Fig. 1
Fig. 11
Fig. 10
Fig. 7
41116_2023_37_Article_IEq177.gif
Fig. 1
41116_2023_37_Article_IEq290.gif
41116_2023_37_Article_IEq289.gif
41116_2023_37_Article_IEq287.gif
41116_2023_37_Article_IEq286.gif
41116_2023_37_Article_IEq283.gif
Fig. 1
41116_2023_37_Article_IEq279.gif
41116_2023_37_Article_IEq277.gif
41116_2023_37_Article_IEq275.gif
41116_2023_37_Article_IEq273.gif
41116_2023_37_Article_IEq272.gif
41116_2023_37_Article_IEq271.gif
41116_2023_37_Article_IEq269.gif
41116_2023_37_Article_IEq252.gif
41116_2023_37_Article_IEq251.gif
41116_2023_37_Article_IEq250.gif
41116_2023_37_Article_IEq249.gif
41116_2023_37_Article_IEq248.gif
41116_2023_37_Article_IEq246.gif
41116_2023_37_Article_IEq245.gif
41116_2023_37_Article_IEq244.gif
41116_2023_37_Article_IEq243.gif
41116_2023_37_Article_IEq242.gif
41116_2023_37_Article_IEq241.gif
41116_2023_37_Article_IEq240.gif
41116_2023_37_Article_IEq239.gif
41116_2023_37_Article_IEq238.gif
41116_2023_37_Article_IEq236.gif
41116_2023_37_Article_IEq219.gif
41116_2023_37_Article_IEq218.gif
41116_2023_37_Article_IEq217.gif
41116_2023_37_Article_IEq216.gif
41116_2023_37_Article_IEq215.gif
41116_2023_37_Article_IEq214.gif
Fig. 3
41116_2023_37_Article_IEq213.gif
Fig. 1
41116_2023_37_Article_IEq210.gif
Fig. 4
Fig. 5
Fig. 3
41116_2023_37_Article_IEq206.gif
Fig. 2
41116_2023_37_Article_IEq204.gif
Fig. 2
41116_2023_37_Article_IEq201.gif
Fig. 3
41116_2023_37_Article_IEq199.gif
Fig. 2
41116_2023_37_Article_IEq197.gif
41116_2023_37_Article_IEq196.gif
Fig. 1
41116_2023_37_Article_IEq194.gif
41116_2023_37_Article_IEq193.gif
Fig. 1
Fig. 1
Fig. 1
41116_2023_37_Article_IEq153.gif
41116_2023_37_Article_IEq152.gif
41116_2023_37_Article_IEq151.gif
41116_2023_37_Article_IEq150.gif
41116_2023_37_Article_IEq149.gif
41116_2023_37_Article_IEq136.gif
Fig. 2
41116_2023_37_Article_IEq134.gif
41116_2023_37_Article_IEq133.gif
41116_2023_37_Article_IEq132.gif
Fig. 1
42004_2023_919_Article_IEq16.gif
41116_2023_37_Article_IEq117.gif
41116_2023_37_Article_IEq116.gif
Fig. 3
41116_2023_37_Article_IEq89.gif
41116_2023_37_Article_IEq73.gif
41116_2023_37_Article_IEq64.gif
41116_2023_37_Article_IEq61.gif
41116_2023_37_Article_IEq59.gif
Fig. 2
41116_2023_37_Article_IEq37.gif
41116_2023_37_Article_IEq28.gif
Fig. 6
【 参考文献 】
- [1]
- [2]
- [3]
- [4]
- [5]
- [6]
- [7]
- [8]
- [9]
- [10]
- [11]
- [12]
- [13]
- [14]
- [15]
- [16]
- [17]
- [18]
- [19]
- [20]
- [21]
- [22]
- [23]
- [24]
- [25]
- [26]
- [27]
- [28]
- [29]
- [30]
- [31]
- [32]
- [33]
- [34]
- [35]
- [36]
- [37]
- [38]
- [39]
- [40]
- [41]
- [42]
- [43]
- [44]
- [45]
- [46]