浙江农业学报 ›› 2021, Vol. 33 ›› Issue (7): 1264-1274.DOI: 10.3969/j.issn.1004-1524.2021.07.12
叶晗a(
), 吴博文a, 许红卫a, 干牧野a, 张晶a,b, 王珂a,*(
)
收稿日期:2020-08-12
出版日期:2021-07-25
发布日期:2021-08-06
作者简介:*王珂,E-mail: kwang@zju.edu.cn通讯作者:
王珂
基金资助:
YE Hana(
), WU Bowena, XU Hongweia, GAN Muyea, ZHANG Jinga,b, WANG Kea,*(
)
Received:2020-08-12
Online:2021-07-25
Published:2021-08-06
Contact:
WANG Ke
摘要:
目前,国内外关于休闲农业空间分布的研究大多基于传统调查数据开展。随着网络电子地图的发展,POI(point of interest,兴趣点)数据和通行时间数据为此类研究提供了新的大数据来源,但运用这些数据进行省域休闲农业空间分布研究的实例较少。为此,以高德地图POI数据和百度地图驾车通行时间数据为基础,运用最近邻指数、核密度估计等方法,结合地理探测器分析工具,研究了浙江省休闲农业的空间分布特征及其影响因素。结果表明:休闲农业在浙江省省域尺度上呈多核集聚分布,形成了杭州-湖州核心密集区和安吉县核心密集区,以及其他都市依托型密集区和景区依托型密集区。休闲度假类、田园农业体验类、农家乐类、回归自然类休闲农业项目呈现连片集聚,民俗风情类、村落乡镇类休闲农业项目分布较为均匀,科教旅游类休闲农业项目数量较少。经济发展水平、收入和消费能力、农业发展水平是影响休闲农业密集分布的最主要的社会经济因素。休闲农业分布的都市依托性和景区依托性明显:田园农业体验类等依赖地理区位和地形特征的类型连片集聚,而民俗风情类等与地理区位和地形特征联系较弱的类型则分布较为均匀。整体上,资源禀赋丰富、经济发展和农业发展水平高、居民消费能力较高、客源市场较大、交通较为便捷的区域,休闲农业发展环境较好。
中图分类号:
叶晗, 吴博文, 许红卫, 干牧野, 张晶, 王珂. 基于地理大数据的省域休闲农业空间格局及其影响因素研究——以浙江省为例[J]. 浙江农业学报, 2021, 33(7): 1264-1274.
YE Han, WU Bowen, XU Hongwei, GAN Muye, ZHANG Jing, WANG Ke. Analysis on influencing factors and spatial distribution of leisure agriculture at provincial level based on geographic big data: a case study of Zhejiang Province, China[J]. Acta Agriculturae Zhejiangensis, 2021, 33(7): 1264-1274.
图1 影响浙江省休闲农业空间分布的社会经济因素 榜单上榜数指入选中国美丽休闲乡村,以及浙江2018年100个最美田园、100个避暑胜地、特色农业强镇(共314个)的个数。
Fig.1 Variables influencing spatial distribution of leisure agriculture Number in rankings refers to spot number selected by the following rankings, including China’s beautiful leisure villages, Zhejiang’s 100 most beautiful countryside, Zhejiang’s 100 summer resorts and Special agricultural towns(314 in total) of 2018.
| 地级市 Prefecture-level city | POI数 Number of POI | 占比 Proportion/% |
|---|---|---|
| 杭州市Hangzhou | 5 471 | 23.81 |
| 湖州市Huzhou | 2 405 | 10.47 |
| 嘉兴市Jiaxing | 924 | 4.02 |
| 宁波市Ningbo | 2 260 | 9.83 |
| 绍兴市Shaoxing | 1 308 | 5.69 |
| 舟山市Zhoushan | 1 968 | 8.56 |
| 台州市Taizhou | 1 496 | 6.51 |
| 温州市Wenzhou | 2 139 | 9.31 |
| 衢州市Quzhou | 1 614 | 7.02 |
| 金华市Jinhua | 1 704 | 7.42 |
| 丽水市Lishui | 1 691 | 7.36 |
表1 浙江省休闲农业的地级市分布
Table 1 Distribution of leisure agriculture in prefecture-level cities
| 地级市 Prefecture-level city | POI数 Number of POI | 占比 Proportion/% |
|---|---|---|
| 杭州市Hangzhou | 5 471 | 23.81 |
| 湖州市Huzhou | 2 405 | 10.47 |
| 嘉兴市Jiaxing | 924 | 4.02 |
| 宁波市Ningbo | 2 260 | 9.83 |
| 绍兴市Shaoxing | 1 308 | 5.69 |
| 舟山市Zhoushan | 1 968 | 8.56 |
| 台州市Taizhou | 1 496 | 6.51 |
| 温州市Wenzhou | 2 139 | 9.31 |
| 衢州市Quzhou | 1 614 | 7.02 |
| 金华市Jinhua | 1 704 | 7.42 |
| 丽水市Lishui | 1 691 | 7.36 |
| 类型Type | NNI |
|---|---|
| 整体Overall | 0.25 |
| 田园农业体验类Rural farm work experiencing | 0.52 |
| 民俗风情类Folk custom experiencing | 0.66 |
| 农家乐类Agritainment | 0.36 |
| 村落乡镇类Villages and townships sightseeing | 0.70 |
| 休闲度假类Leisure vacationing | 0.33 |
| 科教旅游类Science and education touring | 0.59 |
| 回归自然类Back-to-nature entertainment | 0.48 |
表2 浙江省各类休闲农业POI的NNI及其分布类型
Table 2 Nearest neighbor index (NNI) and distribution type of each category of leisure agriculture in Zhejiang Province
| 类型Type | NNI |
|---|---|
| 整体Overall | 0.25 |
| 田园农业体验类Rural farm work experiencing | 0.52 |
| 民俗风情类Folk custom experiencing | 0.66 |
| 农家乐类Agritainment | 0.36 |
| 村落乡镇类Villages and townships sightseeing | 0.70 |
| 休闲度假类Leisure vacationing | 0.33 |
| 科教旅游类Science and education touring | 0.59 |
| 回归自然类Back-to-nature entertainment | 0.48 |
| 自变量指示类型 Indication type of variables | 自变量 Variable | 意义 Meaning | q | P |
|---|---|---|---|---|
| 经济发展水平 | X1 | 人均GDP Per capita GDP/yuan | 0.102 | <0.001 |
| Levels of economic development | X2 | 城镇化率Urbanization rate/% | 0.102 | <0.001 |
| 收入和消费能力 | X3 | 城镇居民人均可支配收入Per capita disposable income of urban residents/yuan | 0.085 | <0.001 |
| Income and consumption | X4 | 农村居民人均可支配收入Per capita disposable income of rural residents/yuan | 0.083 | <0.001 |
| capability | X5 | 社会消费品零售总额Total retail sales of consumer goods/(108 yuan) | 0.102 | <0.001 |
| X6 | 住户存款年末余额Year-end balance of household deposits/(108 yuan) | 0.102 | <0.001 | |
| 农业发展水平 | X7 | 农作物播种面积Sown area of crops/(103 hm2) | 0.102 | <0.001 |
| Levels of agricultural | X8 | 农业产值Agricultural output value/(104 yuan) | 0.102 | <0.001 |
| development | ||||
| 旅游资源禀赋 | X9 | AAA~AAAAA级景点数 Number of AAA-AAAAA scenic spots | 0.025 | 0.022 |
| Tourism resources | X10 | 2016年游客人次Visitors in 2016/104 | 0.102 | <0.001 |
| X11 | 榜单上榜数Number in rankings | 0.016 | 0.094 |
表3 因子探测结果
Table 3 Results of factor detector
| 自变量指示类型 Indication type of variables | 自变量 Variable | 意义 Meaning | q | P |
|---|---|---|---|---|
| 经济发展水平 | X1 | 人均GDP Per capita GDP/yuan | 0.102 | <0.001 |
| Levels of economic development | X2 | 城镇化率Urbanization rate/% | 0.102 | <0.001 |
| 收入和消费能力 | X3 | 城镇居民人均可支配收入Per capita disposable income of urban residents/yuan | 0.085 | <0.001 |
| Income and consumption | X4 | 农村居民人均可支配收入Per capita disposable income of rural residents/yuan | 0.083 | <0.001 |
| capability | X5 | 社会消费品零售总额Total retail sales of consumer goods/(108 yuan) | 0.102 | <0.001 |
| X6 | 住户存款年末余额Year-end balance of household deposits/(108 yuan) | 0.102 | <0.001 | |
| 农业发展水平 | X7 | 农作物播种面积Sown area of crops/(103 hm2) | 0.102 | <0.001 |
| Levels of agricultural | X8 | 农业产值Agricultural output value/(104 yuan) | 0.102 | <0.001 |
| development | ||||
| 旅游资源禀赋 | X9 | AAA~AAAAA级景点数 Number of AAA-AAAAA scenic spots | 0.025 | 0.022 |
| Tourism resources | X10 | 2016年游客人次Visitors in 2016/104 | 0.102 | <0.001 |
| X11 | 榜单上榜数Number in rankings | 0.016 | 0.094 |
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