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追逐台风卡努项目源码及数据集

行业研究 44.95MB 33 需要积分: 1
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资源介绍:

大家都追逐过春风吧?但有人追逐过台风吗!!!? 今天我就带大家来追逐台风卡努! 什么学校气象学能和清华并列第一?通过气象小项目带大家爱上Python(加强版) 完整内容: -----国际气象网站:ERA5 中关于台风卡努的全球海平面平均气压值的精确的完整数据集 -----项目需要的额外图片(panel图标) -----项目第一部分将生成的全部图片(由于项目较大,生成图片需要大量时间) -----项目两部分对应的完整代码 项目最终结果:生成的完整视频
import netCDF4 as nc
import numpy as np
import matplotlib.pyplot as plt
import cartopy.crs as ccrs
import cartopy.feature as cfeature
from matplotlib.patches import Rectangle, Circle
from matplotlib.offsetbox import OffsetImage, AnnotationBbox
import os
import matplotlib
matplotlib.use('TkAgg')
# 打开 NetCDF 文件 替换为自己的保存路径
dataset = nc.Dataset('C:/Users/Mayn/Desktop/ /
/mean_sea_level_pressure.nc', 'r')
# 读取海平面气压数据
seapress = dataset.variables['msl'][:]
seapress = seapress / 100 # 转换为百帕
# 提取经度和纬度信息
lons = dataset.variables['longitude'][:]
lats = dataset.variables['latitude'][:]
# 提取时间变量
times = dataset.variables['time'][:]
time_units = dataset.variables['time'].units
calendar = dataset.variables['time'].calendar if hasattr(dataset.variables['time'], 'calendar') else
'standard'
time_vals = nc.num2date(times, units=time_units, calendar=calendar)
# 读取天气图标 替换为自己的保存路径
weather_icon_path = 'C:/Users/Mayn/Desktop/台风实验/台风实验/panel.png'
icon_img = plt.imread(weather_icon_path)
icon_zoom = 0.030
rect_width = 14
rect_height = 2.5
line_color = (68 / 255, 65 / 255, 65 / 255, 0.84)
# 确保目录存在 替换为自己的保存路径
save_dir = 'C:/Users/Mayn/Desktop/台风实验/台风实验/image'
if not os.path.exists(save_dir):
os.makedirs(save_dir)
# 寻找最低点的函数
def detect_low_pressure_center(msl_data):
min_val = np.min(msl_data)
min_idx = np.unravel_index(np.argmin(msl_data), msl_data.shape)
return min_val, min_idx
# 定义函数以查找 3x3 网格内的下一个最低点
def find_min_in_3x3_region(msl_data, center_idx):
x, y = center_idx
# 确保搜索范围在数据范围内
x_min = max(0, x - 1)
x_max = min(msl_data.shape[0] - 1, x + 1)
y_min = max(0, y - 1)
y_max = min(msl_data.shape[1] - 1, y + 1)
# 提取 3x3 区域并找到最小点
sub_region = msl_data[x_min:x_max + 1, y_min:y_max + 1]
min_val = np.min(sub_region)
min_idx = np.unravel_index(np.argmin(sub_region), sub_region.shape)
# 返回在原始数据中的实际索引
return min_val, (x_min + min_idx[0], y_min + min_idx[1])
# 获取初始最低点
seapress_2d_0 = seapress[0, :, :]
initial_min_val, initial_min_idx = detect_low_pressure_center(seapress_2d_0)
# 记录当前最低点位置
current_min_idx = initial_min_idx
# 遍历每个时间片
for t in range(len(times)):
# 提取当前时间步的 2D 数据
seapress_2d = seapress[t, :, :]
# 使用 3x3 网格找到最低点
min_val, min_idx = find_min_in_3x3_region(seapress_2d, current_min_idx)
# 更新当前最低点的位置
current_min_idx = min_idx
# 绘制图形
fig = plt.figure(figsize=(10, 6))

资源文件列表:

台风卡努追踪实验.zip 大约有306个文件
  1. 台风卡努追踪实验/Data/
  2. 台风卡努追踪实验/Data/mean_sea_level_pressure.nc 15.23MB
  3. 台风卡努追踪实验/Image/
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  301. 台风卡努追踪实验/Resource/
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  303. 台风卡努追踪实验/Video/
  304. 台风卡努追踪实验/Video/台风卡努.mp4 1.26MB
  305. 台风卡努追踪实验/合成视频代码.docx 10.84KB
  306. 台风卡努追踪实验/卡努台风追踪图片生成代码.docx 12.36KB
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