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量子卷积神经网络（QCNN）代表量子机学习中的一种有希望的方法，为量子和经典数据分析铺平了新方向。由于缺乏贫瘠的高原问题，训练量子神经网络（QNN）及其可行性，这种方法特别有吸引力。但是，将QCNN应用于经典数据时会产生一个限制。当输入量子数的数量为两个功率时，网络体系结构是最自然的，因为每个池层中的数量减少了两个倍。输入量子位的数量确定可以处理的输入数据的尺寸（即功能数量），从而限制了QCNN算法对现实世界数据的适用性。为了解决此问题，我们提出了一个QCNN体系结构，能够处理任意输入数据尺寸，同时优化量子资源（例如辅助量子器和量子门）的分配。这种优化不仅对于最大程度地减少计算资源很重要，而且在嘈杂的中间量子量子（NISQ）计算中至关重要，因为可以可靠地执行的量子电路的大小是有限的。通过数值模拟，我们基准了具有任意输入数据维度的多个数据集的各种QCNN体系结构的分类性能，包括MNIST，Landsat卫星，时尚 - 纳斯特和电离层。结果验证了提出的QCNN体系结构在利用最小资源开销的同时实现了出色的分类性能，当可靠的量子计算受噪声和缺陷限制时，提供了最佳解决方案。
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 2-3Z 3-4Z 4-5Z 5-6Z 6-7Z 7-8Z 8-9Z 9-10Z 10-14Z 时间 2-3Z 3-4Z 4-5Z 5-6Z 6-7Z 7-8Z 8-9Z 9-10Z 10-14Z GGGGGGGGGGGGGGGGGGGGN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AGGGGGGGGGGGGGGGGGGN/AN ...
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 2-3Z 3-4Z 4-5Z 5-6Z 6-7Z 7-8Z 8-9Z 9-10Z 10-14Z 时间 2-3Z 3-4Z 4-5Z 5-6Z 6-7Z 7-8Z 8-9Z 9-10Z 10-14Z RRRRRRRRRRRRRRRR CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS RRRRRRRRRRRRRRRRRR CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS RRRRRRRRRRRRRRRR TS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 14-15Z 15-16Z 16-17Z 17-18Z 18-19Z 19-20Z 20-21Z 21-22Z 22-2Z 时间 14-15Z 15-16Z 16-17Z 17-18Z 18-19Z 19-20Z 20-21Z 21-22Z 22-2Z RRRRRRRRRRRRRRRRRRR TS/CIG/VISTS TS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS TS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS RRRRRRRRRRRRRRR TS/CIG/VISTS
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 14-15Z 15-16Z 16-17Z 17-18Z 18-19Z 19-20Z 20-21Z 21-22Z 22-2Z 时间 14-15Z 15-16Z 16-17Z 17-18Z 18-19Z 19-20Z 20-21Z 21-22Z 22-2Z RRRRRRRRRRRRRRRRRRR TS/CIG/VISTS TS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS TS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS/CIG/VISTS RRRRRRRRRRRRRRR TS/CIG/VISTS
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 20-21Z 21-22Z 22-23Z 23-24Z 24-1Z 1-2Z 2-3Z 3-4Z 4-8Z 时间 20-21Z 21-22Z 22-23Z 23-24Z 24-1Z 1-2Z 2-3Z 3-4Z 4-8Z RRRRRRRRRRRRRRRR CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS TS/CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS TS/CIG/VIS GGGGGGGGRGGGGGGGGRN/AN/AN/AN/AN/AN/AN/AN/A TS/CIG/VIS N/AN/AN/AN/AN/AN/AN/AN/A TS/CIG/VIS GGGGGGGGRGGGGGGGGRN/AN/AN/AN/AN/AN/AN/AN/AN/A TS/CIG/VIS N/AN/AN/AN/AN/AN/AN/AN/AN/A TS/CIG/VIS
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 14-15Z 15-16Z 16-17Z 17-18Z 18-19Z 19-20Z 20-21Z 21-22Z 22-2Z 时间 14-15Z 15-16Z 16-17Z 17-18Z 18-19Z 19-20Z 20-21Z 21-22Z 22-2Z RRYYYYYYYRRYYYYYYY CIG/VIS CIG/VIS CIG CIG CIG CIG TS/CIG/VISTS/CIG/VISTS/CIG/VIS CIG/VIS CIG/VIS CIG CIG CIG TS/CIG/VISTS/CIG/VISTS/CIG/VIS RRYYYYYYRRYYYYYY CIG/VIS CIG/VIS CIG CIG CIG CIG TS/CIG/VISTS/CIG/VISTS/CIG/VIS CIG/VIS CIG/VIS CIG CIG CIG CIG TS/CIG/VISTS/CIG/VISTS/CIG/VIS RRYYYYYYRRRYYRRYYR CIG/VIS CIG/VIS CIG CIG CIG TS/CIG/VISTS/CIG/VISTS/CIG/VIS CIG/VIS CIG/VIS CIG CIG CIG TS/CIG/VISTS/CIG/VISTS/CIG/VIS CIG/VIS CIG CIG CIG TS/CIG/VISTS/CIG/VISTS/CIG/VIS
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 8-9Z 9-10Z 10-11Z 11-12Z 12-13Z 13-14Z 14-15Z 15-16Z 16-20Z 时间 8-9Z 9-10Z 10-11Z 11-12Z 12-13Z 13-14Z 14-15Z 15-16Z 16-20Z RRRRRRRRRRRRRRRRRRRRY CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS YRRRRRYGGYRRRRRYGG CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS N/AN/A CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS CIG/VIS N/AN/A
MAKS AAF 天气飞行任务执行预报 (MEF)
TIME 20-21Z 21-22Z 22-23Z 23-24Z 24-1Z 1-2Z 2-3Z 3-4Z 4-8Z TIME 20-21Z 21-22Z 22-23Z 23-24Z 24-1Z 1-2Z 2-3Z 3-4Z 4-8Z YYGGGGGYRYYYGGGGGYR CIG CIG N/AN/AN/AN/AN/A CIG CIG/VIS CIG CIG N/AN/AN/AN/AN/A CIG CIG/VIS YGGGGGGGYRYGGGGGGYR CIG N/AN/AN/AN/AN/AN/A CIG CIG/VIS CIG N/AN/AN/AN/AN/AN/A CIG CIG/VIS GGGGGGGGYGGGGGGGYGYN/AN/AN/AN/AN/AN/AN/AN/AN/AN/AN/A CIG N/AN/AN/AN/AN/AN/AN/AN/AN/A CIG
MAKS AAF 天气飞行任务执行预报 (MEF)
时间 20-21Z 21-22Z 22-23Z 23-24Z 24-1Z 1-2Z 2-3Z 3-4Z 4-8Z 时间 20-21Z 21-22Z 22-23Z 23-24Z 24-1Z 1-2Z 2-3Z 3-4Z 4-8Z YYYYYYYYYYYYYYYYYYYYY Y TSTM TSTM TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TSTM TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS YYYYYYYYYYYYYYYYYY TSTM TSTM TS/CIG TS/CIG CIG YYYYYYYYYYYYYYYYYYY TSTM TSTM TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TSTM TSTM TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG TS/CIG CIG