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首页论文研究 - 基于DEA-Malmquist指数的玉米生产效率分析:以河南省为例
论文研究 - 基于DEA-Malmquist指数的玉米生产效率分析:以河南省为例
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为了提高中国河南省玉米的生产效率,采用HP(高通)过滤法获得玉米趋势产量。 其次,使用马尔姆奎斯特指数法分析了河南省18个城市过去11年的玉米全要素生产率(TFP)的变化。 最后,分析了玉米输入和输出中的松弛量。 结果表明,近年来河南省玉米生产先进技术的研发水平已有一定提高。 各个地区的先进技术尚未得到充分推广和利用。 玉米各种元素的输入有一定程度的放松; 资源分配不合理,有一定的节省空间。
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Journal of Agricultural Chemistry and Environment, 2018, 7, 176-187
http://www.scirp.org/journal/jacen
ISSN Online: 2325-744X
ISSN Print: 2325-7458
DOI:
10.4236/jacen.2018.74015 Nov. 28, 2018 176 Journal of Agricultural Chemistry and Environment
Analysis of Maize Production Efficiency Based
on DEA-Malmquist Indexes: A Case Study of
Henan Province
Bingjun Li, Xiaoxiao Zhu
*
College of Information and Management Science, Henan Agricultural University, Zhengzhou, China
Abstract
In order to improve the production efficiency of maize in Henan, China, the
HP (High-Pass) filter method is used to obtain the maize trend yield. Se-
condly, the Malmquist index method is used to analyze the changes of
TFP
(Total Factor Productivity) of maize in 18 cities in Henan Province in the past
11 years. Finally, the amount of slack in maize input and output is analyzed
.
The results show that the research and development level of advanced tech-
nology of maize production in Henan Province has been improved to some
extent in recent years; the advanced technology in various regions has not
been fully promoted and utilized;
there is a certain degree of relaxation in the
input of various elements of maize;
the resource allocation is unreasonable,
and there is a certain amount of space for saving.
Keywords
DEA-Malmquist Index Method, HP Filter Method, Henan Province, Maize
1. Introduction
Henan Province is located in the center of Huang-Huai Maize dominant indus-
trial belt, and its light and heat resources are abundant, forming the cultivation
system of wheat and maize cropping twice a year. Located in the continental
monsoon climate zone, Henan Province is an important grain producing area in
China. The summer maize planting area and output account for about 10% of
the country, but the summer maize yield is high and unstable. As a big grain
planting province, Henan planted 3316.86 thousand hectares of maize in 2016,
with a total yield of 17.5297 million tons. In fact, the yield per unit area of maize
in Henan Province is 5638 kg/ha in 2012 and decreased to 5285 kg/ha in 2016,
How to cite this paper:
Li, B.J. and Zhu,
X
.X. (2018)
Analysis of Maize Production
Efficiency Based on DEA
-Malmquist In-
dexes: A Case Study of Henan Province.
Journal of Agricultural Chemistry and
Environment
,
7
, 176-187.
https://doi.org/10.4236/jacen.2018.74015
Received:
October 29, 2018
Accepted:
November 25, 2018
Published:
November 28, 2018
Copyright © 201
8 by authors and
Scientific
Research Publishing Inc.
This work is licensed under the Creative
Commons Attribution International
License (CC BY
4.0).
http://creativecommons.org/licenses/by/4.0/
Open Access
B. J. Li, X. X. Zhu
DOI:
10.4236/jacen.2018.74015 177 Journal of Agricultural Chemistry and Environment
while the planting area of maize in 2012 is 3100 thousand hectares, and by 2016
it had increased to 3316.86 thousand hectares. The input of other controllable
elements is also in the state of growth; the input gradually increases and the
output decreases, which indicates that the production efficiency of maize in He-
nan Province is low, so it is necessary to adjust the input of production factors to
increase the yield of maize.
Data Envelopment Analysis (DEA), Malmquist Index Method, Stochastic
Frontier Analysis (SFA), and DEA-Tobit models are widely used in productivity
studies in the agricultural sector. Many scholars have studied the production ef-
ficiency of maize, and most scholars’ research mainly concentrates on the above
methods to study the maize production efficiency in the country or in some
provinces and cities, mainly the following parts.
For the study of maize production efficiency in China: Yang Guoqing
et al.
[1]
used the Malmquist index analysis method in DEA to analyze the growth of ma-
ize production efficiency in China’s main maize producing areas from the pers-
pective of time gradient and regional difference. Yan Yijun
et al.
[2] used the
stochastic frontier analysis (SFA) method to calculate the maize production effi-
ciency in 20 provinces and regions of China, and analyzed the output elasticity
of each input factor. Wang Jun
et al.
[3] analyzed the total factor productivity of
maize production in China’s core producing areas from 2001 to 2008 using Sto-
chastic Frontier Analysis (SFA) method. Liu Nian
et al.
[4] used the DEA-Malmquist
index method to measure the total factor productivity (TFP) of China’s maize
from 2002 to 2013. Based on DEA model, Malmquist index method and ESDA
analysis method, Zhang Lina
et al.
[5] analyzed the temporal and spatial charac-
teristics of the change of comprehensive technical efficiency and total factor
productivity of maize production in 20 major maize provinces (regions) of Chi-
na from 2005 to 2015.
Studies on maize production efficiency in individual provinces and cities:
Huang Yong [6] decomposed the Malmquist index and analyzed the internal
driving force of agricultural total factor productivity growth in Hubei Province.
Wang Zhidan
et al.
[7] used DEA-Malmquist index method to analyze the total
factor productivity (TFP) of maize and its composition change in Xinmin City,
Shenyang, Liaoning Province from 2013 to 2014 from the overall situation, dif-
ferent regions and different scale levels and analyzed the investment optimiza-
tion direction of maize production factors. Jiang Yubo
et al.
[8] took the modern
agricultural machinery cooperative in the core maize producing area of Heilong-
jiang Province as the research object and used the data envelopment analysis to
analyze the influencing factors of the typical samples production efficiency. Us-
ing the method of data envelopment analysis, Jiang Xiusheng
et al.
[9] analyzed
the technical efficiency of spring maize production in five main spring maize
production areas in North China from 2006 to 2014. Yang Chun
et al.
[10] used
DEA to analyze the production efficiency and inpu-output slack of Shanxi maize
from 1978 to 2011. Chen Suqiong
et al.
[11] analyzed the technical efficiency of
maize production of different types of labor transfer farmers in Liaoning Prov-
B. J. Li, X. X. Zhu
DOI:
10.4236/jacen.2018.74015 178 Journal of Agricultural Chemistry and Environment
ince. The results showed that there is no significant difference in the technical
efficiency of maize production among different types of labor transfer farmers.
Taking the three counties of Ganzhou, Linze and Gaotai in Zhangye City as ex-
amples, the DEA-Tobit model is used to analyze the production efficiency and
influencing factors of different types of farmers field maize [12]. On the basis of
using DEA to measure the production efficiency, Yang Xiao
et al.
improved the
simulation of redundant input elements based on the calculation results. On the
basis of using DEA to measure the production efficiency, Yang Xiao
et al.
[13]
improved the redundant input elements based on the calculation results. Qian
Jinxia [14] used maize per unit yield and meteorological data from 39 counties
(cities) in Shanxi Province from 1991 to 2000 to analyze the regional distribution
characteristics of maize climate resource utilization efficiency and maize climate
resource utilization efficiency in Shanxi Province. Liu Xiaoying
et al.
[15] stu-
died the utilization efficiency of light and heat resources of winter wheat and
summer maize in northern Henan. Wang Xueqiu [16] used correlation analysis
to analyze the relationship between the scale of maize management and produc-
tion efficiency in Jilin Province.
The above scholars have used the actual production as the output index of
maize, and the actual production of maize is affected by other factors, the actual
yield could not be used as the exact output corresponding to the input of each
element of maize. The analysis using actual production does not accurately re-
flect maize production efficiency. In this paper, the HP filter method is used to
process the yield data of maize, and the trend yield is obtained as the output in-
dex of maize. The Malmquist index method of DEA is used to study the growth
of maize TFP in 2006-2016 in various cities of Henan Province. The change of
total factor productivity of maize is decomposed into technical efficiency and
technological progress, and further decomposed into pure technical efficiency,
scale efficiency and technological progress. Then the influence of efficiency
change is analyzed concretely.
2. Theory and Method
2.1. DEA-Malmquist Index Method
Data Envelopment Analysis (DEA) is first proposed by A.Charnes and W. W.
Cooper [17] in the United States in 1978. The DEA model can be divided into
CCR model and BCC model. It is a systematic analysis method for the relative
effectiveness or benefit evaluation of the same type of units (departments) based
on multiple indicator inputs and multiple indicator outputs and the concept of
“relative efficiency”.
The Malmquist productivity index is first proposed by Swedish economist and
statistician Malmquist (1953) and can be used to investigate the variation of
production efficiency in different periods. The nonparametric Malmquist expo-
nent method based on data envelopment analysis defines the Malmquist expo-
nent by the distance function (distance function) and calculates the total factor
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