江西农业大学学报
江西農業大學學報
강서농업대학학보
ACTA AGRICULTURAE UNIVERSITATIS JIANGXIENSIS
2014年
4期
887-893
,共7页
孟庆香%宋文博%康凯%王杨%李青松
孟慶香%宋文博%康凱%王楊%李青鬆
맹경향%송문박%강개%왕양%리청송
农用地%集约利用%BP神经网络%岭回归
農用地%集約利用%BP神經網絡%嶺迴歸
농용지%집약이용%BP신경망락%령회귀
agricultural land%intensive utilization%BP ANN%ridge regression
基于农用地集约利用水平的综合测度,深入分析影响因素对其产生的影响效果,对于挖掘农用地利用潜力和保障粮食安全有着重要意义。利用河南省1978-2012年的相关数据,建立适用于河南省的农用地集约利用评价体系,用BP神经网络对农用地集约利用水平进行测算,在此基础上构建河南省农用地集约利用变化的多元回归模型,借助岭回归估计修正了回归模型中的系数。研究结果表明:1978-2012年期间,河南省农用地集约利用水平整体呈现出上升趋势;农用地集约利用综合指数与农用地受灾面积、农业人口和人均耕地面积存在负相关关系,与有效灌溉面积、农民人均收入、农业总产值和政策法规存在正相关关系;农用地受灾面积、有效灌溉面积、农民人均收入、农业总产值、农业人口、人均耕地、政策法规每变化1单位将分别引起农用地集约利用综合指数变化0.04613、0.20004、0.20268、0.20738、0.02416、0.21855、0.15665单位的变动。
基于農用地集約利用水平的綜閤測度,深入分析影響因素對其產生的影響效果,對于挖掘農用地利用潛力和保障糧食安全有著重要意義。利用河南省1978-2012年的相關數據,建立適用于河南省的農用地集約利用評價體繫,用BP神經網絡對農用地集約利用水平進行測算,在此基礎上構建河南省農用地集約利用變化的多元迴歸模型,藉助嶺迴歸估計脩正瞭迴歸模型中的繫數。研究結果錶明:1978-2012年期間,河南省農用地集約利用水平整體呈現齣上升趨勢;農用地集約利用綜閤指數與農用地受災麵積、農業人口和人均耕地麵積存在負相關關繫,與有效灌溉麵積、農民人均收入、農業總產值和政策法規存在正相關關繫;農用地受災麵積、有效灌溉麵積、農民人均收入、農業總產值、農業人口、人均耕地、政策法規每變化1單位將分彆引起農用地集約利用綜閤指數變化0.04613、0.20004、0.20268、0.20738、0.02416、0.21855、0.15665單位的變動。
기우농용지집약이용수평적종합측도,심입분석영향인소대기산생적영향효과,대우알굴농용지이용잠력화보장양식안전유착중요의의。이용하남성1978-2012년적상관수거,건립괄용우하남성적농용지집약이용평개체계,용BP신경망락대농용지집약이용수평진행측산,재차기출상구건하남성농용지집약이용변화적다원회귀모형,차조령회귀고계수정료회귀모형중적계수。연구결과표명:1978-2012년기간,하남성농용지집약이용수평정체정현출상승추세;농용지집약이용종합지수여농용지수재면적、농업인구화인균경지면적존재부상관관계,여유효관개면적、농민인균수입、농업총산치화정책법규존재정상관관계;농용지수재면적、유효관개면적、농민인균수입、농업총산치、농업인구、인균경지、정책법규매변화1단위장분별인기농용지집약이용종합지수변화0.04613、0.20004、0.20268、0.20738、0.02416、0.21855、0.15665단위적변동。
Measuring the level of intensive utilizationin of agricultural land ,and deeply analyzing the influ-encing factors in intensive utilizationin of agricultural landhas great significance for tapping potential of intensive use of agricultural land and ensuring food security .Based on the time-series data of Henan Province from 1978 to 2012,the index system of agricultural land use intensity was established ,the levels of agricultural land intensive utilization were calculated by using BP ANN when the index system of agricultural land use intensity of Henan Province was constructed .On this basis,the multiple regression model of agricultural land intensive utilization in Henan Province was established ,and using ridge regression the coefficients of the multiple regression model were corrected.The results showed that ,the levels of agricultural land intensive utilization in Henan Province increased gradually from 1978 to 2012.The composite index of agricultural land intensive utilization had nega-tive relationship with agricultural disaster area ,agricultural population ,per-capita area ,and had positive nega-tive correlation with effective irrigation area ,per-capita net income of farmers ,total value of farm output ,poli-cies and regulations .A unit of changes in the agricultural disaster area ,effective irrigation area ,per-capita net income of farmers,total value of farm output,agricultural population,per-capita area and policies and regula-tions caused changes in ,the composite index of agricultural land intensive utilization by 0.046 13,0.200 04, 0.202 68,0.207 38,0.024 16,0.218 55 and 0.156 65 units.