996 lines
34 KiB
Plaintext
996 lines
34 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"id": "e19ec4ae5347c678",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.258978Z",
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"start_time": "2024-09-08T08:14:16.937551Z"
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}
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},
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"\n",
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"pd.options.display.max_columns = 100"
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],
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"outputs": [],
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"execution_count": 1
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},
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.666091Z",
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"start_time": "2024-09-08T08:14:17.259867Z"
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}
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},
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"source": [
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"\n",
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"df_crop_details = pd.read_excel('./data/2.xlsx', sheet_name=1)"
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],
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"outputs": [],
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"execution_count": 2
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},
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{
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"cell_type": "code",
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"id": "1d2a51b3414be94",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.681548Z",
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"start_time": "2024-09-08T08:14:17.668092Z"
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}
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},
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"source": [
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"# 去除空格\n",
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"df_crop_details['cropName'] = df_crop_details['cropName'].apply(lambda x: x.strip())\n"
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],
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"outputs": [],
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"execution_count": 3
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},
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{
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"cell_type": "code",
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"id": "514cd9136d9ca341",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.712692Z",
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"start_time": "2024-09-08T08:14:17.682481Z"
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}
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},
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"source": [
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"df_crop_planting = pd.read_excel('./data/2.xlsx', sheet_name=0)\n",
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"# 照例去除一下空格\n",
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"df_crop_planting['cropName'] = df_crop_planting['cropName'].apply(lambda x: x.strip())\n",
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"# ffill\n",
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"df_crop_planting['landName'] = df_crop_planting['landName'].ffill()"
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],
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"outputs": [],
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"execution_count": 4
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},
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{
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"cell_type": "code",
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"id": "1503f8b642c842db",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.743562Z",
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"start_time": "2024-09-08T08:14:17.714837Z"
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}
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},
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"source": [
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"df_land = pd.read_excel('./data/1.xlsx', sheet_name=0)\n",
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"# 去除landType和landName的空格\n",
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"df_land['landType'] = df_land['landType'].apply(lambda x: x.strip())\n",
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"df_land['landName'] = df_land['landName'].apply(lambda x: x.strip())"
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],
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"outputs": [],
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"execution_count": 5
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},
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{
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"cell_type": "code",
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"id": "3cdf51a9a9d4d30f",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.759420Z",
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"start_time": "2024-09-08T08:14:17.744880Z"
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}
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},
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"source": [
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"# 计算利润\n",
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"unit_profit_lsc = []\n",
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"for line in df_crop_details.values:\n",
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" s = str(line[7]).split('-')\n",
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" unit_profit_lsc.append((float(s[0]) + float(s[1])) / 2 * line[5] - line[6])\n",
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"df_crop_details['unitProfit'] = unit_profit_lsc"
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],
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"outputs": [],
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"execution_count": 6
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},
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{
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"cell_type": "code",
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"id": "569016a9b90f841b",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.790551Z",
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"start_time": "2024-09-08T08:14:17.760229Z"
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}
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},
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"source": [
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"df_crop_type_land = pd.read_excel('./data/1.xlsx', sheet_name=1)\n",
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"# 老规矩，去掉cropName和cropType的空格\n",
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"df_crop_type_land['cropType'] = df_crop_type_land['cropType'].apply(lambda x: x.strip())\n",
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"df_crop_type_land['cropName'] = df_crop_type_land['cropName'].apply(lambda x: x.strip())"
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],
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"outputs": [],
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"execution_count": 7
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},
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{
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"cell_type": "code",
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"id": "a7661d84217b578c",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.806633Z",
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"start_time": "2024-09-08T08:14:17.791553Z"
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}
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},
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"source": [
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"# 搞一下季节和年份的集合\n",
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"SeasonType = [\"单季\", \"第一季\", \"第二季\"]\n",
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"SeasonDict = {\"单季\": 1, \"第一季\": 1, \"第二季\": 2}\n",
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"SeasonNum = [1, 2]\n",
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"years = [2024, 2025, 2026, 2027, 2028, 2029, 2030]"
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],
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"outputs": [],
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"execution_count": 8
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},
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{
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"cell_type": "code",
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"id": "4a4e06a1f2d4d8ab",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.822646Z",
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"start_time": "2024-09-08T08:14:17.807607Z"
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}
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},
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"source": [
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"# 枚举地块类型\n",
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"LandType = {\"A\": \"平旱地\", \"B\": \"梯田\", \"C\": \"山坡地\", \"D\": \"水浇地\", \"E\": \"普通大棚\", \"F\": \"智慧大棚\"}"
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],
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"outputs": [],
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"execution_count": 9
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},
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{
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"cell_type": "code",
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"id": "cc938565a63a8129",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.838210Z",
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"start_time": "2024-09-08T08:14:17.823659Z"
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}
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},
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"source": [
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"# 枚举地块\n",
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"LandName = df_crop_planting['landName'].unique()"
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],
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"outputs": [],
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"execution_count": 10
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},
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{
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"cell_type": "code",
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"id": "dae53a6215cea525",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.853788Z",
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"start_time": "2024-09-08T08:14:17.839182Z"
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}
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},
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"source": [
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"# 枚举地块面积，取df_land的landName为key，landArea为value\n",
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"LandArea = {x: df_land[df_land['landName'] == x]['landArea'].values[0] for x in LandName}"
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],
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"outputs": [],
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"execution_count": 11
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},
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{
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"cell_type": "code",
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"id": "7a0e6cc209d93b56",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.869293Z",
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"start_time": "2024-09-08T08:14:17.854772Z"
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}
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},
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"source": [
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"# 读入作物名称\n",
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"CropName = df_crop_details['cropName'].unique()"
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],
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"outputs": [],
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"execution_count": 12
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},
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{
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"cell_type": "code",
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"id": "8a280f918bb3139a",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-09-08T08:14:17.900877Z",
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"start_time": "2024-09-08T08:14:17.870289Z"
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}
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},
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"source": [
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"# 作物分类\n",
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"CropType = {x: df_crop_type_land[df_crop_type_land['cropType'] == x]['cropName'].values for x in\n",
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" df_crop_type_land['cropType'].values}\n",
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"CropType['粮食（除了水稻）'] = CropType['粮食'][:-1] # 这样不太好，但能用\n",
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"CropType['豆类'] = np.array(list(CropType['粮食（豆类）']) + list(CropType['蔬菜（豆类）']), dtype=object)\n",
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"CropType['全粮食'] = np.array(list(CropType['粮食']) + list(CropType['粮食（豆类）']), dtype=object)\n",
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"CropType['全粮食（除了水稻）'] = np.array(list(CropType['粮食'][:-1]) + list(CropType['粮食（豆类）']), dtype=object)\n",
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"CropType['全蔬菜'] = np.array(list(CropType['蔬菜']) + list(CropType['蔬菜（豆类）']), dtype=object)\n",
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"CropType['特殊蔬菜'] = np.array([\"大白菜\", \"白萝卜\", \"红萝卜\"], dtype=object)\n",
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"CropType[\"普通蔬菜\"] = np.array([c for c in CropType['全蔬菜'] if c not in CropType['特殊蔬菜']], dtype=object)\n",
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"CropType"
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],
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'粮食（豆类）': array(['黄豆', '黑豆', '红豆', '绿豆', '爬豆'], dtype=object),\n",
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" '粮食': array(['小麦', '玉米', '谷子', '高粱', '黍子', '荞麦', '南瓜', '红薯', '莜麦', '大麦', '水稻'],\n",
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" dtype=object),\n",
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" '蔬菜（豆类）': array(['豇豆', '刀豆', '芸豆'], dtype=object),\n",
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" '蔬菜': array(['土豆', '西红柿', '茄子', '菠菜', '青椒', '菜花', '包菜', '油麦菜', '小青菜', '黄瓜',\n",
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" '生菜', '辣椒', '空心菜', '黄心菜', '芹菜', '大白菜', '白萝卜', '红萝卜'], dtype=object),\n",
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" '食用菌': array(['榆黄菇', '香菇', '白灵菇', '羊肚菌'], dtype=object),\n",
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" '粮食（除了水稻）': array(['小麦', '玉米', '谷子', '高粱', '黍子', '荞麦', '南瓜', '红薯', '莜麦', '大麦'],\n",
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" dtype=object),\n",
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" '豆类': array(['黄豆', '黑豆', '红豆', '绿豆', '爬豆', '豇豆', '刀豆', '芸豆'], dtype=object),\n",
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" '全粮食': array(['小麦', '玉米', '谷子', '高粱', '黍子', '荞麦', '南瓜', '红薯', '莜麦', '大麦', '水稻',\n",
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" '黄豆', '黑豆', '红豆', '绿豆', '爬豆'], dtype=object),\n",
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" '全粮食（除了水稻）': array(['小麦', '玉米', '谷子', '高粱', '黍子', '荞麦', '南瓜', '红薯', '莜麦', '大麦', '黄豆',\n",
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" '黑豆', '红豆', '绿豆', '爬豆'], dtype=object),\n",
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" '全蔬菜': array(['土豆', '西红柿', '茄子', '菠菜', '青椒', '菜花', '包菜', '油麦菜', '小青菜', '黄瓜',\n",
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" '生菜', '辣椒', '空心菜', '黄心菜', '芹菜', '大白菜', '白萝卜', '红萝卜', '豇豆', '刀豆',\n",
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" '芸豆'], dtype=object),\n",
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" '特殊蔬菜': array(['大白菜', '白萝卜', '红萝卜'], dtype=object),\n",
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" '普通蔬菜': array(['土豆', '西红柿', '茄子', '菠菜', '青椒', '菜花', '包菜', '油麦菜', '小青菜', '黄瓜',\n",
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" '生菜', '辣椒', '空心菜', '黄心菜', '芹菜', '豇豆', '刀豆', '芸豆'], dtype=object)}"
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]
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},
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"execution_count": 13,
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"metadata": {},
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|||
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"output_type": "execute_result"
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}
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|||
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],
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"execution_count": 13
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},
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|||
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{
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|||
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"cell_type": "code",
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|||
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"id": "22f9730e3d9c1016",
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|||
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"metadata": {
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|||
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"ExecuteTime": {
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|||
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"end_time": "2024-09-08T08:14:18.089134Z",
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"start_time": "2024-09-08T08:14:17.903431Z"
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}
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},
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"source": [
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"# 亩产量\n",
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"unit_yield_lsc = {\n",
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" l: {\n",
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" 1: {\n",
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" c: df_crop_details[\n",
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|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" ((df_crop_details['season'] == \"单季\") |\n",
|
|||
|
|
" (df_crop_details['season'] == \"第一季\"))\n",
|
|||
|
|
" ]['unitYield'].values[0] if df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" ((df_crop_details['season'] == \"单季\") |\n",
|
|||
|
|
" (df_crop_details['season'] == \"第一季\"))\n",
|
|||
|
|
" ]['unitYield'].values.size > 0 else 0\n",
|
|||
|
|
" for c in CropName\n",
|
|||
|
|
" },\n",
|
|||
|
|
" 2: {\n",
|
|||
|
|
" c: df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" (df_crop_details['season'] == \"第二季\")\n",
|
|||
|
|
" ]['unitYield'].values[0] if df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" (df_crop_details['season'] == \"第二季\")][\n",
|
|||
|
|
" 'unitYield'].values.size > 0 else 0\n",
|
|||
|
|
" for c in CropName\n",
|
|||
|
|
" }\n",
|
|||
|
|
" }\n",
|
|||
|
|
" for l in LandType.values()\n",
|
|||
|
|
"}\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 14
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "99dbe4ca6c54db0b",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.292866Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.089960Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 亩利润\n",
|
|||
|
|
"unit_profit_lsc = {\n",
|
|||
|
|
" l: {\n",
|
|||
|
|
" 1: {\n",
|
|||
|
|
" c: df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" ((df_crop_details['season'] == \"单季\") |\n",
|
|||
|
|
" (df_crop_details['season'] == \"第一季\"))\n",
|
|||
|
|
" ]['unitProfit'].values[0] if df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" ((df_crop_details['season'] == \"单季\") |\n",
|
|||
|
|
" (df_crop_details['season'] == \"第一季\"))\n",
|
|||
|
|
" ]['unitProfit'].values.size > 0 else 0\n",
|
|||
|
|
" for c in CropName\n",
|
|||
|
|
" },\n",
|
|||
|
|
" 2: {\n",
|
|||
|
|
" c: df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" (df_crop_details['season'] == \"第二季\")\n",
|
|||
|
|
" ]['unitProfit'].values[0] if df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" (df_crop_details['season'] == \"第二季\")\n",
|
|||
|
|
" ]['unitProfit'].values.size > 0 else 0\n",
|
|||
|
|
" for c in CropName\n",
|
|||
|
|
" }\n",
|
|||
|
|
" }\n",
|
|||
|
|
" for l in LandType.values()\n",
|
|||
|
|
"}\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 15
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.462863Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.293865Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
"# 亩成本\n",
|
|||
|
|
"unit_cost_lsc = {\n",
|
|||
|
|
" l: {\n",
|
|||
|
|
" 1: {\n",
|
|||
|
|
" c: df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" ((df_crop_details['season'] == \"单季\") |\n",
|
|||
|
|
" (df_crop_details['season'] == \"第一季\"))\n",
|
|||
|
|
" ]['cost'].values[0] if df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" ((df_crop_details['season'] == \"单季\") |\n",
|
|||
|
|
" (df_crop_details['season'] == \"第一季\"))\n",
|
|||
|
|
" ]['cost'].values.size > 0 else 0\n",
|
|||
|
|
" for c in CropName\n",
|
|||
|
|
" },\n",
|
|||
|
|
" 2: {\n",
|
|||
|
|
" c: df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" (df_crop_details['season'] == \"第二季\")\n",
|
|||
|
|
" ]['cost'].values[0] if df_crop_details[\n",
|
|||
|
|
" (df_crop_details['cropName'] == c) &\n",
|
|||
|
|
" (df_crop_details['cropLandType'] == l) &\n",
|
|||
|
|
" (df_crop_details['season'] == \"第二季\")\n",
|
|||
|
|
" ]['cost'].values.size > 0 else 0\n",
|
|||
|
|
" for c in CropName\n",
|
|||
|
|
" }\n",
|
|||
|
|
" }\n",
|
|||
|
|
" for l in LandType.values()\n",
|
|||
|
|
"}\n"
|
|||
|
|
],
|
|||
|
|
"id": "1c8ad73eaea8be7a",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 16
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "13f2ccc7aa215d4c",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.478343Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.463669Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 每种作物的总需求\n",
|
|||
|
|
"crop_demand = {\n",
|
|||
|
|
" c: 0\n",
|
|||
|
|
" for c in CropName\n",
|
|||
|
|
"}\n",
|
|||
|
|
"\n",
|
|||
|
|
"# 这里需要另一张表\n",
|
|||
|
|
"# 代码独立出来移到上面去了\n",
|
|||
|
|
"\n",
|
|||
|
|
"for line in df_crop_planting.values:\n",
|
|||
|
|
" # 面积*该土地类型的亩产量 面积 地块类型字典 地块类型 季节 作物名称\n",
|
|||
|
|
" crop_demand[line[2]] += line[4] * unit_yield_lsc[LandType[line[0][0]]][SeasonDict[line[5]]][line[2]]\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 17
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "5d09872708d40da4",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.525244Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.480029Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 准备开搞\n",
|
|||
|
|
"from pulp import LpMaximize, LpProblem, LpVariable, lpSum, value, PULP_CBC_CMD, LpContinuous, LpBinary\n",
|
|||
|
|
"import pulp"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 18
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "b6eff87c7a762769",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.541546Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.527235Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"model = LpProblem(\"Crop_Planting_Optimization_with_Specific_Rules\", LpMaximize)"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 19
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "4cb129e20385a7ee",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.587814Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.542556Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"\n",
|
|||
|
|
"t = []\n",
|
|||
|
|
"for y in years:\n",
|
|||
|
|
" for l in LandName:\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" if l[0] in [\"A\", \"B\", \"C\"] and s == 1:\n",
|
|||
|
|
" for c in CropType[\"全粮食（除了水稻）\"]:\n",
|
|||
|
|
" t.append((c, l, y, s))\n",
|
|||
|
|
" if l[0] == \"D\":\n",
|
|||
|
|
" if s == 1:\n",
|
|||
|
|
" for c in list(CropType[\"普通蔬菜\"]) + [\"水稻\"]:\n",
|
|||
|
|
" t.append((c, l, y, s))\n",
|
|||
|
|
" if s == 2:\n",
|
|||
|
|
" for c in CropType[\"特殊蔬菜\"]:\n",
|
|||
|
|
" t.append((c, l, y, s))\n",
|
|||
|
|
" if l[0] == \"E\":\n",
|
|||
|
|
" if s == 1:\n",
|
|||
|
|
" for c in list(CropType[\"普通蔬菜\"]):\n",
|
|||
|
|
" t.append((c, l, y, s))\n",
|
|||
|
|
" if s == 2:\n",
|
|||
|
|
" for c in CropType[\"食用菌\"]:\n",
|
|||
|
|
" t.append((c, l, y, s))\n",
|
|||
|
|
" if l[0] == \"F\":\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" for c in CropType[\"普通蔬菜\"]:\n",
|
|||
|
|
" t.append((c, l, y, s))\n",
|
|||
|
|
"\n",
|
|||
|
|
"\n",
|
|||
|
|
"# X"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 20
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.618675Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.589714Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
"# 地块l在y年的s季的种植c的量\n",
|
|||
|
|
"X = LpVariable.dicts(\"X\", t,\n",
|
|||
|
|
" lowBound=0,\n",
|
|||
|
|
" cat=LpContinuous\n",
|
|||
|
|
" )"
|
|||
|
|
],
|
|||
|
|
"id": "ca23e006a68f2993",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 21
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "9dab983ca7b3b607",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.649531Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.619566Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 地块l在y年的s季是否种植了c\n",
|
|||
|
|
"Y = LpVariable.dicts(\"Y\", t, cat=LpBinary)"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 22
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:18.664701Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.650399Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
"tt = set(t)\n",
|
|||
|
|
"\n",
|
|||
|
|
"\n",
|
|||
|
|
"def is_feasible(c, l, y, s):\n",
|
|||
|
|
" return (c, l, y, s) in tt"
|
|||
|
|
],
|
|||
|
|
"id": "bf16c7f3ea10152f",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 23
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.068077Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:18.665729Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
"# 确保与X进行01约束\n",
|
|||
|
|
"for c in CropName:\n",
|
|||
|
|
" for l in LandName:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" # if 1:\n",
|
|||
|
|
" if is_feasible(c, l, y, s):\n",
|
|||
|
|
" # 如果种植了作物，则种植面积大于0\n",
|
|||
|
|
" model += X[c, l, y, s] <= 100 * Y[c, l, y, s], f\"PlantingConstraint1_{c}_{l}_{y}_{s}\"\n",
|
|||
|
|
" # 如果未种植作物，则种植面积为0\n",
|
|||
|
|
" model += X[c, l, y, s] >= 0.001 * Y[c, l, y, s], f\"PlantingConstraint2_{c}_{l}_{y}_{s}\"\n",
|
|||
|
|
"\n",
|
|||
|
|
"min_area = 0.2\n",
|
|||
|
|
"for c in CropName:\n",
|
|||
|
|
" for l in LandName:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" if is_feasible(c, l, y, s):\n",
|
|||
|
|
" model += X[c, l, y, s] <= LandArea[l] * Y[c, l, y, s], f\"LandAreaConstraint_{c}_{l}_{y}_{s}\"\n",
|
|||
|
|
" model += X[c, l, y, s] >= min_area * (\n",
|
|||
|
|
" 1 if Y[c, l, y, s] else 0), f\"MinAreaConstraint_{c}_{l}_{y}_{s}\""
|
|||
|
|
],
|
|||
|
|
"id": "603175d36624172f",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 24
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.177480Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.069076Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
"# 初始化总目标函数的表达式\n",
|
|||
|
|
"total_profit = lpSum([]) # 空的lpSum用于初始化\n",
|
|||
|
|
"\n",
|
|||
|
|
"# 累积每个作物、每个年份的利润和惩罚\n",
|
|||
|
|
"for c in CropName:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" # 计算利润部分\n",
|
|||
|
|
" profit_term = lpSum(\n",
|
|||
|
|
" X[c, l, y, s] * unit_profit_lsc[LandType[l[0]]][s][c]\n",
|
|||
|
|
" for l in LandName for s in SeasonNum if is_feasible(c, l, y, s)\n",
|
|||
|
|
" )\n",
|
|||
|
|
" \n",
|
|||
|
|
" # 惩罚超过需求的部分：将每个地块、每个季节的单位成本与种植量相乘\n",
|
|||
|
|
" penalty_term = lpSum(\n",
|
|||
|
|
" X[c, l, y, s] * unit_cost_lsc[LandType[l[0]]][s][c]\n",
|
|||
|
|
" for l in LandName for s in SeasonNum if is_feasible(c, l, y, s)\n",
|
|||
|
|
" ) - crop_demand[c] * lpSum(\n",
|
|||
|
|
" unit_cost_lsc[LandType[l[0]]][s][c]\n",
|
|||
|
|
" for l in LandName for s in SeasonNum if is_feasible(c, l, y, s)\n",
|
|||
|
|
" )\n",
|
|||
|
|
" \n",
|
|||
|
|
" # 累积到总目标函数中\n",
|
|||
|
|
" total_profit += profit_term - penalty_term\n",
|
|||
|
|
"\n",
|
|||
|
|
"# 一次性将目标函数添加到模型中\n",
|
|||
|
|
"model += total_profit, \"total_profit\"\n"
|
|||
|
|
],
|
|||
|
|
"id": "4505b0f2fe6bf93d",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 25
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.193505Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.178490Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
"# # 添加需求约束\n",
|
|||
|
|
"# for c in CropName:\n",
|
|||
|
|
"# for y in years:\n",
|
|||
|
|
"# model += lpSum(\n",
|
|||
|
|
"# X[c, l, y, s] for l in LandName for s in SeasonNum if is_feasible(c, l, y, s)\n",
|
|||
|
|
"# ) <= crop_demand[c] + Excess[c, y], f\"demand_constraint_{c}_{y}\""
|
|||
|
|
],
|
|||
|
|
"id": "a2fe5874538f1596",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 26
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "7e13de7700d38f19",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.225057Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.195511Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 条件2： 每年每季每块地的种植面积不能超过该地块的总面积\n",
|
|||
|
|
"for l in LandName:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" model += lpSum(X[c, l, y, s] for c in CropName if is_feasible(c, l, y, s)) <= LandArea[\n",
|
|||
|
|
" l], f\"LandAreaConstraint_{l}_{y}_{s}\""
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 27
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "1f6ac4323825f28b",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.240711Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.226182Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 条件3： 平旱地、梯田和山坡地每年适宜单季种植[粮食类作物（水稻除外）]。因为除了[粮食类作物（水稻除外）]以外的作物似乎已经被上面给约束了，所以大概不需要做限制了吧\n",
|
|||
|
|
"for l in LandName:\n",
|
|||
|
|
" if l[0] in [\"A\", \"B\", \"C\"]: # [\"平旱地\", \"梯田\", \"山坡地\"]\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" model += lpSum(\n",
|
|||
|
|
" Y[c, l, y, 2] for c in CropName if is_feasible(c, l, y, 2)) == 0, f\"SingleSeasonConstraint1_{y}_{l}\"\n",
|
|||
|
|
"\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 28
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "c0e9b6b37092f0e7",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.256292Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.241709Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 条件4： 水浇地每年可以单季种植水稻或两季种植蔬菜作物。\n",
|
|||
|
|
"for l in LandName:\n",
|
|||
|
|
" if l[0] == \"D\":\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" for c in CropType[\"全蔬菜\"]:\n",
|
|||
|
|
" if is_feasible(c,l,y,2):\n",
|
|||
|
|
" model += Y[\"水稻\", l, y, 1] + Y[c, l, y, 2] <= 1, f\"IrrigatedConstraint0_{l}_{y}_{c}\"\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 29
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "e8fb2dea1326a05b",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.287009Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.257188Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 条件10： 别种得太碎了，啥意思？ 每种作物不超过4块地吧。\n",
|
|||
|
|
"for c in CropName:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" model += lpSum(\n",
|
|||
|
|
" Y[c, l, y, s] for l in LandName if is_feasible(c, l, y, s)) <= 3, f\"MaxCropTypeConstraint_{c}_{y}_{s}\""
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 30
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.333885Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.288072Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
"# 条件11： 每块地最大种植作物种类数3\n",
|
|||
|
|
"for l in LandName:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" model += lpSum(\n",
|
|||
|
|
" Y[c, l, y, s] for c in CropName if is_feasible(c, l, y, s)) <= 3, f\"MaxLandConstraint_{l}_{y}_{s}\""
|
|||
|
|
],
|
|||
|
|
"id": "b8d9ae82090818ec",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 31
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "49f1490823c6af3c",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.411639Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.335783Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 条件12： 最小种植面积：0.2吧\n",
|
|||
|
|
"for l in LandName:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" for c in CropName:\n",
|
|||
|
|
" if is_feasible(c, l, y, s):\n",
|
|||
|
|
" model += X[c, l, y, s] >= 0.2 * (\n",
|
|||
|
|
" 1 if X[c, l, y, s] else 0), f\"MinCropAreaConstraint_{c}_{l}_{y}_{s}\""
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 32
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "bdf1048b83723f91",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.473674Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.412530Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 条件13 ： 最重要的，不能重复种植同一块地同一年同一季的同一作物\n",
|
|||
|
|
"# 每种作物在同一地块（含大棚）都不能连续重茬种植\n",
|
|||
|
|
"\n",
|
|||
|
|
"for l in LandName:\n",
|
|||
|
|
" for c in CropName:\n",
|
|||
|
|
" for y in years[1:]: # 单季不能连年种植 同一年不能连续种植 跨年也不能连续种植\n",
|
|||
|
|
" if is_feasible(c, l, y - 1, 1) and is_feasible(c, l, y - 1, 2):\n",
|
|||
|
|
" model += Y[c, l, y - 1, 1] + Y[c, l, y - 1, 2] <= 1, f\"RepeatPlantingConstraint_{c}_{l}_{y}\"\n",
|
|||
|
|
" model += Y[c, l, y - 1, 2] + Y[c, l, y, 1] <= 1, f\"RepeatPlantingConstraint1_{c}_{l}_{y}\"\n",
|
|||
|
|
" if is_feasible(c, l, y - 1, 1) and is_feasible(c, l, y, 1):\n",
|
|||
|
|
" if l[0] in [\"A\", \"B\", \"C\"]: # and c in CropType[\"全粮食\"]:\n",
|
|||
|
|
" model += Y[c, l, y - 1, 1] + Y[c, l, y, 1] <= 1, f\"RepeatPlantingConstraint2_{c}_{l}_{y}\"\n",
|
|||
|
|
" elif l[0] == \"D\" and c == \"水稻\":\n",
|
|||
|
|
" model += Y[c, l, y - 1, 1] + Y[c, l, y, 1] <= 1, f\"RepeatPlantingConstraint3_{c}_{l}_{y}\"\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 33
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "50da0aff9c68ae24",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:19.488304Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.474674Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 条件14：从 2023 年开始，要求每个地块（含大棚） 在三年内至少种满一次豆类作物\n",
|
|||
|
|
"for l in LandName:\n",
|
|||
|
|
" for y in years[2:]: # 只需循环到倒数第三年，因为要考虑三年周期\n",
|
|||
|
|
" # 在 y-2 到 y+2 之间的三年内，至少种满一次豆类作物\n",
|
|||
|
|
" model += lpSum(X[c, l, y_r, s]\n",
|
|||
|
|
" for c in CropType['豆类']\n",
|
|||
|
|
" for y_r in range(y - 2, y + 1)\n",
|
|||
|
|
" for s in SeasonNum if is_feasible(c, l, y_r, s)) >= LandArea[l], f\"BeanConstraint_{l}_{y}\"\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 34
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "d4792a1210afca3b",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:33.144757Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:19.489518Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"%%time\n",
|
|||
|
|
"model.solve(\n",
|
|||
|
|
" pulp.GUROBI_CMD(msg=True,\n",
|
|||
|
|
" timeLimit=7200,\n",
|
|||
|
|
" threads=20,\n",
|
|||
|
|
" options=[(\"Method\", 2), (\"MIPGap\", 0.0001)]))\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"CPU times: total: 78.1 ms\n",
|
|||
|
|
"Wall time: 13.6 s\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"1"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 35,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"execution_count": 35
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "cb3f4e95111e3292",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:33.570095Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:33.146145Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 输出文件名，包含起始年份和结束年份\n",
|
|||
|
|
"output_filename = f\"planting_plan_1_1_{years[0]}-{years[-1]}.xlsx\"\n",
|
|||
|
|
"\n",
|
|||
|
|
"with pd.ExcelWriter(output_filename) as writer:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
"\n",
|
|||
|
|
" # 用于存储需要交换的DataFrame\n",
|
|||
|
|
" sheets_to_swap = {}\n",
|
|||
|
|
"\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" # 创建一个空的 DataFrame，横轴为作物名称，纵轴为地块名称\n",
|
|||
|
|
" result_table = pd.DataFrame(columns=CropName, index=LandName)\n",
|
|||
|
|
"\n",
|
|||
|
|
" # 填充表格数据\n",
|
|||
|
|
" for l in LandName:\n",
|
|||
|
|
" for c in CropName:\n",
|
|||
|
|
" # 获取变量 X[c, l, y, s] 的值\n",
|
|||
|
|
" if is_feasible(c, l, y, s):\n",
|
|||
|
|
" crop_value = value(X[c, l, y, s])\n",
|
|||
|
|
" if crop_value is not None and crop_value > 0:\n",
|
|||
|
|
" result_table.at[l, c] = crop_value # 填入结果\n",
|
|||
|
|
"\n",
|
|||
|
|
" # 用 0 填充空值\n",
|
|||
|
|
" result_table.fillna(0, inplace=True)\n",
|
|||
|
|
" sheet_name = f\"{y}_Season_第{s}季\"\n",
|
|||
|
|
" result_table.to_excel(writer, sheet_name=sheet_name)\n",
|
|||
|
|
"\n",
|
|||
|
|
"print(f\"结果已保存到文件：{output_filename}\")\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"结果已保存到文件：planting_plan_1_1_2024-2030.xlsx\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"execution_count": 36
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"id": "ebbf10d3",
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:33.943958Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:33.571680Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"# 四舍五入版\n",
|
|||
|
|
"output_filename = f\"planting_plan_1_1_{years[0]}-{years[-1]}-四舍五入版.xlsx\"\n",
|
|||
|
|
"\n",
|
|||
|
|
"with pd.ExcelWriter(output_filename) as writer:\n",
|
|||
|
|
" for y in years:\n",
|
|||
|
|
" # 用于存储需要交换的DataFrame\n",
|
|||
|
|
" sheets_to_swap = {}\n",
|
|||
|
|
"\n",
|
|||
|
|
" for s in SeasonNum:\n",
|
|||
|
|
" # 创建一个空的 DataFrame，横轴为作物名称，纵轴为地块名称\n",
|
|||
|
|
" result_table = pd.DataFrame(columns=CropName, index=LandName)\n",
|
|||
|
|
"\n",
|
|||
|
|
" # 填充表格数据\n",
|
|||
|
|
" for l in LandName:\n",
|
|||
|
|
" for c in CropName:\n",
|
|||
|
|
" # 获取变量 X[c, l, y, s] 的值\n",
|
|||
|
|
" if is_feasible(c, l, y, s):\n",
|
|||
|
|
" crop_value = value(X[c, l, y, s])\n",
|
|||
|
|
" if crop_value is not None and crop_value > 0:\n",
|
|||
|
|
" result_table.at[l, c] = crop_value # 填入结果\n",
|
|||
|
|
"\n",
|
|||
|
|
" # 用 0 填充空值\n",
|
|||
|
|
" result_table.fillna(0, inplace=True)\n",
|
|||
|
|
"\n",
|
|||
|
|
" # 对DataFrame中的所有数值进行四舍五入，保留两位小数\n",
|
|||
|
|
" result_table = result_table.round(2)\n",
|
|||
|
|
"\n",
|
|||
|
|
" sheet_name = f\"{y}_Season_第{s}季\"\n",
|
|||
|
|
" result_table.to_excel(writer, sheet_name=sheet_name)\n"
|
|||
|
|
],
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 37
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2024-09-08T08:14:33.959313Z",
|
|||
|
|
"start_time": "2024-09-08T08:14:33.944640Z"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": "",
|
|||
|
|
"id": "ab1fd16df70c4293",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": 37
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Python 3 (ipykernel)",
|
|||
|
|
"language": "python",
|
|||
|
|
"name": "python3"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
|
|
"version": 3
|
|||
|
|
},
|
|||
|
|
"file_extension": ".py",
|
|||
|
|
"mimetype": "text/x-python",
|
|||
|
|
"name": "python",
|
|||
|
|
"nbconvert_exporter": "python",
|
|||
|
|
"pygments_lexer": "ipython3",
|
|||
|
|
"version": "3.9.17"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 5
|
|||
|
|
}
|