Acta Prataculturae Sinica ›› 2024, Vol. 33 ›› Issue (1): 1-18.DOI: 10.11686/cyxb2023185
Wan-yang YU1(), Yi-fan CHEN1, Fa-yong FANG1, Jin-xin ZHANG2(), Zhou LI3, Long-shan ZHAO1()
Received:
2023-05-31
Revised:
2023-06-28
Online:
2024-01-20
Published:
2023-11-23
Contact:
Jin-xin ZHANG,Long-shan ZHAO
Wan-yang YU, Yi-fan CHEN, Fa-yong FANG, Jin-xin ZHANG, Zhou LI, Long-shan ZHAO. An analysis of grassland spatial distribution and driving forces of patterns of change in grassland distribution in Guizhou Province from 1980 to 2020[J]. Acta Prataculturae Sinica, 2024, 33(1): 1-18.
数据类型 Data type | 年份 Year | 空间分辨率 Space resolution (m) | 数据来源 Data sources |
---|---|---|---|
土地利用类型Land use types | 1980、1990、1995、2000、2005、2010、2015、2020 | 30 | 中国科学院地理科学与资源研究所Data Center for Resources and Environmental Sciences, Chinese Academy of Sciences (RESDC, http://www.resdc.cn) |
年降水量Annual precipitation | 1995、2000、2005、2010、2015、2020 | 1000 | |
年平均气温Mean annual temperature | 1995、2000、2005、2010、2015、2020 | 1000 | |
国内生产总值GDP | 1995、2000、2005、2010、2015、2020 | 1000 | |
人口密度Density of population | 1995、2000、2005、2010、2015、2020 | 1000 | |
数字高程模型Digital elevation model | - | 30 | 地理空间数据云Geospatial data cloud (https://www.gscloud.cn/) |
牧业产值Livestock industry output | 1995、2000、2005、2010、2015、2020 | 各区县Districts and counties | 贵州省经济社会发展统计数据库Guizhou economic and social development statistical database (https://data.cnki.net/) |
Table 1 Data source and description
数据类型 Data type | 年份 Year | 空间分辨率 Space resolution (m) | 数据来源 Data sources |
---|---|---|---|
土地利用类型Land use types | 1980、1990、1995、2000、2005、2010、2015、2020 | 30 | 中国科学院地理科学与资源研究所Data Center for Resources and Environmental Sciences, Chinese Academy of Sciences (RESDC, http://www.resdc.cn) |
年降水量Annual precipitation | 1995、2000、2005、2010、2015、2020 | 1000 | |
年平均气温Mean annual temperature | 1995、2000、2005、2010、2015、2020 | 1000 | |
国内生产总值GDP | 1995、2000、2005、2010、2015、2020 | 1000 | |
人口密度Density of population | 1995、2000、2005、2010、2015、2020 | 1000 | |
数字高程模型Digital elevation model | - | 30 | 地理空间数据云Geospatial data cloud (https://www.gscloud.cn/) |
牧业产值Livestock industry output | 1995、2000、2005、2010、2015、2020 | 各区县Districts and counties | 贵州省经济社会发展统计数据库Guizhou economic and social development statistical database (https://data.cnki.net/) |
景观格局指数 Landscape pattern index | 生态学意义 Ecological meaning | 取值范围 Range |
---|---|---|
斑块密度Patch density (PD,No.·km-2) | 斑块在单位面积上的分布数量,反映景观的斑块分化程度或破碎化程度,值越大景观越破碎。The number of patches per unit area, which reflects the degree of patch differentiation or fragmentation in the landscape, and the larger the value, the more fragmented the landscape. | PD≥0 |
聚集度指数Aggregation index (AI,%) | 反映景观中斑块的聚集程度,值越大聚集程度越高。Reflects the degree of patch aggregation in the landscape, the larger the value, the higher the degree of aggregation. | 0<AI≤100 |
景观形状指数Landscape shape index (LSI) | 描述斑块边界形状的复杂程度,值越大斑块形状越不规则。Describe the complexity of the shape of patch boundaries, with larger values indicating more irregular patch shapes. | LSI≥1 |
Table 2 Landscape pattern indexes and their ecological significance
景观格局指数 Landscape pattern index | 生态学意义 Ecological meaning | 取值范围 Range |
---|---|---|
斑块密度Patch density (PD,No.·km-2) | 斑块在单位面积上的分布数量,反映景观的斑块分化程度或破碎化程度,值越大景观越破碎。The number of patches per unit area, which reflects the degree of patch differentiation or fragmentation in the landscape, and the larger the value, the more fragmented the landscape. | PD≥0 |
聚集度指数Aggregation index (AI,%) | 反映景观中斑块的聚集程度,值越大聚集程度越高。Reflects the degree of patch aggregation in the landscape, the larger the value, the higher the degree of aggregation. | 0<AI≤100 |
景观形状指数Landscape shape index (LSI) | 描述斑块边界形状的复杂程度,值越大斑块形状越不规则。Describe the complexity of the shape of patch boundaries, with larger values indicating more irregular patch shapes. | LSI≥1 |
驱动因素Driving factor | 因子Factor | 变量Variable | 离散化方法Discretization method |
---|---|---|---|
地形Terrain factors | 坡度Slope (°) | X1 | 专家经验法Expert experience method |
海拔Elevation (m) | X2 | 自然间断法Natural breaks | |
气候Climate factors | 年平均气温Mean annual temperature (℃) | X3 | 自然间断法Natural breaks |
年降水量Annual precipitation (mm) | X4 | 自然间断法Natural breaks | |
社会经济Social and economic factors | 人口密度Density of population (person·km-2) | X5 | 分位数法Quantile method |
国内生产总值GDP (×104 yuan·km-2) | X6 | 分位数法Quantile method | |
牧业产值Livestock industry output (×104 yuan) | X7 | 自然间断法Natural breaks |
Table 3 The driving factors of grassland spatial pattern
驱动因素Driving factor | 因子Factor | 变量Variable | 离散化方法Discretization method |
---|---|---|---|
地形Terrain factors | 坡度Slope (°) | X1 | 专家经验法Expert experience method |
海拔Elevation (m) | X2 | 自然间断法Natural breaks | |
气候Climate factors | 年平均气温Mean annual temperature (℃) | X3 | 自然间断法Natural breaks |
年降水量Annual precipitation (mm) | X4 | 自然间断法Natural breaks | |
社会经济Social and economic factors | 人口密度Density of population (person·km-2) | X5 | 分位数法Quantile method |
国内生产总值GDP (×104 yuan·km-2) | X6 | 分位数法Quantile method | |
牧业产值Livestock industry output (×104 yuan) | X7 | 自然间断法Natural breaks |
草地转入 The grassland transfer in | 时段Period | |||
---|---|---|---|---|
1995-2000 | 2000-2005 | 2015-2020 | 1980-2020 | |
耕地Cultivated land | 268.27 | 245.34 | 1101.27 | 1235.40 |
林地Forest land | 1500.23 | 200.75 | 3656.43 | 4600.20 |
水域Water body | 1.40 | 1.18 | 14.24 | 9.44 |
建设用地Construction land | 8.70 | 2.21 | 21.45 | 7.40 |
未利用地Unused land | 1.80 | 0.15 | 1.74 | 2.59 |
草地转出 The grassland transfer out | 时段Period | |||
1995-2000 | 2000-2005 | 2015-2020 | 1980-2020 | |
耕地Cultivated land | 582.01 | 693.00 | 979.77 | 1523.79 |
林地Forest land | 622.91 | 1178.72 | 1999.91 | 3972.32 |
水域Water body | 12.03 | 4.29 | 88.88 | 159.04 |
建设用地Construction land | 9.79 | 12.51 | 233.00 | 374.11 |
未利用地Unused land | 0.15 | 0.20 | 0.66 | 1.24 |
Table 4 Grassland transfer area at different time periods in Guizhou Province (km2)
草地转入 The grassland transfer in | 时段Period | |||
---|---|---|---|---|
1995-2000 | 2000-2005 | 2015-2020 | 1980-2020 | |
耕地Cultivated land | 268.27 | 245.34 | 1101.27 | 1235.40 |
林地Forest land | 1500.23 | 200.75 | 3656.43 | 4600.20 |
水域Water body | 1.40 | 1.18 | 14.24 | 9.44 |
建设用地Construction land | 8.70 | 2.21 | 21.45 | 7.40 |
未利用地Unused land | 1.80 | 0.15 | 1.74 | 2.59 |
草地转出 The grassland transfer out | 时段Period | |||
1995-2000 | 2000-2005 | 2015-2020 | 1980-2020 | |
耕地Cultivated land | 582.01 | 693.00 | 979.77 | 1523.79 |
林地Forest land | 622.91 | 1178.72 | 1999.91 | 3972.32 |
水域Water body | 12.03 | 4.29 | 88.88 | 159.04 |
建设用地Construction land | 9.79 | 12.51 | 233.00 | 374.11 |
未利用地Unused land | 0.15 | 0.20 | 0.66 | 1.24 |
类型 Type | 指数意义 Index meaning | 分级标准 Classification standard | 范围 Range (km2) | 区县数量Number of counties (No.) | |||
---|---|---|---|---|---|---|---|
1995-2000 | 2000-2005 | 2015-2020 | 1980-2020 | ||||
草地增加 Grassland increase | 急剧增加Drastic increase | >Ai+2Si | >156.25 | 2 | 0 | 6 | 2 |
中度增加Moderate increase | ≥Ai+Si, ≤Ai+2Si | ≥102.48, ≤156.25 | 0 | 0 | 2 | 3 | |
轻度增加Slight increase | ≥Ai, <Ai+Si | ≥48.70, <102.48 | 3 | 0 | 3 | 12 | |
微度增加Very slight increase | >0, <Ai | >0, <48.70 | 33 | 3 | 9 | 51 | |
草地减少 Grassland decrease | 微度减少Very slight decrease | ≥Ad, <0 | ≥-24.66, <0 | 46 | 62 | 60 | 6 |
轻度减少Slight decrease | ≥Ad-Sd, <Ad | ≥-70.72, <-24.66 | 3 | 23 | 5 | 2 | |
中度减少Moderate decrease | ≥Ad-2Sd, <Ad-Sd | ≥-116.79, <-70.72 | 1 | 0 | 0 | 4 | |
急剧减少Drastic decrease | <Ad-2Sd | <-116.79 | 0 | 0 | 3 | 8 |
Table 5 Classification statistics of grassland change at county level at different periods in Guizhou Province
类型 Type | 指数意义 Index meaning | 分级标准 Classification standard | 范围 Range (km2) | 区县数量Number of counties (No.) | |||
---|---|---|---|---|---|---|---|
1995-2000 | 2000-2005 | 2015-2020 | 1980-2020 | ||||
草地增加 Grassland increase | 急剧增加Drastic increase | >Ai+2Si | >156.25 | 2 | 0 | 6 | 2 |
中度增加Moderate increase | ≥Ai+Si, ≤Ai+2Si | ≥102.48, ≤156.25 | 0 | 0 | 2 | 3 | |
轻度增加Slight increase | ≥Ai, <Ai+Si | ≥48.70, <102.48 | 3 | 0 | 3 | 12 | |
微度增加Very slight increase | >0, <Ai | >0, <48.70 | 33 | 3 | 9 | 51 | |
草地减少 Grassland decrease | 微度减少Very slight decrease | ≥Ad, <0 | ≥-24.66, <0 | 46 | 62 | 60 | 6 |
轻度减少Slight decrease | ≥Ad-Sd, <Ad | ≥-70.72, <-24.66 | 3 | 23 | 5 | 2 | |
中度减少Moderate decrease | ≥Ad-2Sd, <Ad-Sd | ≥-116.79, <-70.72 | 1 | 0 | 0 | 4 | |
急剧减少Drastic decrease | <Ad-2Sd | <-116.79 | 0 | 0 | 3 | 8 |
转移特征 Transfer character | 变化类型 Transfer types | 景观格局指数Landscape pattern index | ||
---|---|---|---|---|
斑块密度PD | 景观形状指数LSI | 聚集度指数AI | ||
草地转出 The grassland transfer out | 草地→林地Grassland→forest land | 1.18 | 156.43 | 65.14 |
草地→耕地Grassland→cultivated land | 2.10 | 276.85 | 12.94 | |
草地→水域Grassland→water bodies | 0.05 | 55.11 | 41.82 | |
草地→建设用地Grassland→construction land | 0.08 | 60.39 | 60.91 | |
草地→未利用地Grassland→unused land | 0.00 | 7.24 | 7.83 | |
草地转入 The grassland transfer in | 林地→草地Forest land→grassland | 1.17 | 167.62 | 72.39 |
耕地→草地Cultivated land→grassland | 2.31 | 288.60 | 11.72 | |
水域→草地Water bodies→grassland | 0.03 | 31.14 | 20.29 | |
建设用地→草地Construction land→grassland | 0.04 | 34.31 | 24.51 | |
未利用地→草地Unused land→grassland | 0.00 | 6.67 | 51.74 |
Table 6 Landscape pattern indexs of grassland change types in Guizhou Province from 2015 to 2020
转移特征 Transfer character | 变化类型 Transfer types | 景观格局指数Landscape pattern index | ||
---|---|---|---|---|
斑块密度PD | 景观形状指数LSI | 聚集度指数AI | ||
草地转出 The grassland transfer out | 草地→林地Grassland→forest land | 1.18 | 156.43 | 65.14 |
草地→耕地Grassland→cultivated land | 2.10 | 276.85 | 12.94 | |
草地→水域Grassland→water bodies | 0.05 | 55.11 | 41.82 | |
草地→建设用地Grassland→construction land | 0.08 | 60.39 | 60.91 | |
草地→未利用地Grassland→unused land | 0.00 | 7.24 | 7.83 | |
草地转入 The grassland transfer in | 林地→草地Forest land→grassland | 1.17 | 167.62 | 72.39 |
耕地→草地Cultivated land→grassland | 2.31 | 288.60 | 11.72 | |
水域→草地Water bodies→grassland | 0.03 | 31.14 | 20.29 | |
建设用地→草地Construction land→grassland | 0.04 | 34.31 | 24.51 | |
未利用地→草地Unused land→grassland | 0.00 | 6.67 | 51.74 |
行政区 Administrative region | 年份Year | |||||||
---|---|---|---|---|---|---|---|---|
1995 | 2000 | 2015 | 2020 | |||||
HH | LH | HH | LH | HH | LH | HH | LH | |
贵阳市Guiyang City | 0.20 | 0.61 | 0.14 | 0.54 | 0.09 | 0.45 | 0.11 | 0.46 |
六盘水市Liupanshui City | 0.94 | 1.16 | 0.65 | 0.85 | 0.63 | 0.82 | 0.52 | 1.04 |
遵义市Zunyi City | 0.20 | 0.63 | 0.19 | 0.58 | 0.15 | 0.51 | 0.14 | 0.51 |
安顺市Anshun City | 0.61 | 0.84 | 0.36 | 0.65 | 0.32 | 0.60 | 0.46 | 0.75 |
铜仁市Tongren City | 0.31 | 0.95 | 0.27 | 0.91 | 0.23 | 0.83 | 0.22 | 0.82 |
黔南布依族苗族自治州Qiannan Buyi and Miao Autonomous Prefecture | 0.77 | 2.03 | 0.61 | 1.89 | 0.59 | 1.73 | 0.56 | 1.72 |
黔东南苗族侗族自治州Qiandongnan Miao and Dong Autonomous Prefecture | 0.46 | 1.36 | 0.39 | 1.27 | 0.33 | 1.02 | 0.32 | 1.04 |
黔西南布依族苗族自治州Qianxinan Buyi and Miao Autonomous Prefecture | 1.49 | 1.62 | 1.09 | 1.36 | 1.00 | 1.34 | 0.98 | 1.51 |
毕节市Bijie City | 1.38 | 2.12 | 1.09 | 1.84 | 0.97 | 1.71 | 1.00 | 1.93 |
总计Total | 6.36 | 11.32 | 4.79 | 9.90 | 4.31 | 9.01 | 4.32 | 9.78 |
Table 7 Proportion of local autocorrelation types in each city of Guizhou Province from 1995 to 2020 (%)
行政区 Administrative region | 年份Year | |||||||
---|---|---|---|---|---|---|---|---|
1995 | 2000 | 2015 | 2020 | |||||
HH | LH | HH | LH | HH | LH | HH | LH | |
贵阳市Guiyang City | 0.20 | 0.61 | 0.14 | 0.54 | 0.09 | 0.45 | 0.11 | 0.46 |
六盘水市Liupanshui City | 0.94 | 1.16 | 0.65 | 0.85 | 0.63 | 0.82 | 0.52 | 1.04 |
遵义市Zunyi City | 0.20 | 0.63 | 0.19 | 0.58 | 0.15 | 0.51 | 0.14 | 0.51 |
安顺市Anshun City | 0.61 | 0.84 | 0.36 | 0.65 | 0.32 | 0.60 | 0.46 | 0.75 |
铜仁市Tongren City | 0.31 | 0.95 | 0.27 | 0.91 | 0.23 | 0.83 | 0.22 | 0.82 |
黔南布依族苗族自治州Qiannan Buyi and Miao Autonomous Prefecture | 0.77 | 2.03 | 0.61 | 1.89 | 0.59 | 1.73 | 0.56 | 1.72 |
黔东南苗族侗族自治州Qiandongnan Miao and Dong Autonomous Prefecture | 0.46 | 1.36 | 0.39 | 1.27 | 0.33 | 1.02 | 0.32 | 1.04 |
黔西南布依族苗族自治州Qianxinan Buyi and Miao Autonomous Prefecture | 1.49 | 1.62 | 1.09 | 1.36 | 1.00 | 1.34 | 0.98 | 1.51 |
毕节市Bijie City | 1.38 | 2.12 | 1.09 | 1.84 | 0.97 | 1.71 | 1.00 | 1.93 |
总计Total | 6.36 | 11.32 | 4.79 | 9.90 | 4.31 | 9.01 | 4.32 | 9.78 |
驱动因子 Driving factor | q值q value | 平均q值 Mean q value | |||||
---|---|---|---|---|---|---|---|
1995 | 2000 | 2005 | 2010 | 2015 | 2020 | ||
X1 | 0.054* | 0.057* | 0.054* | 0.055* | 0.056* | 0.064* | 0.057 |
X2 | 0.425* | 0.403* | 0.411* | 0.406* | 0.406* | 0.429* | 0.413 |
X3 | 0.462* | 0.406* | 0.301* | 0.194* | 0.285* | 0.255* | 0.317 |
X4 | 0.179* | 0.348* | 0.115* | 0.126* | 0.215* | 0.251* | 0.206 |
X5 | 0.047* | 0.057* | 0.078* | 0.070* | 0.043* | 0.154* | 0.075 |
X6 | 0.120* | 0.114* | 0.034* | 0.064* | 0.053* | 0.070* | 0.076 |
X7 | 0.114* | 0.130* | 0.146* | 0.234* | 0.254* | 0.411* | 0.215 |
Table 8 The explanatory power of each driving factors on grassland spatial distribution pattern
驱动因子 Driving factor | q值q value | 平均q值 Mean q value | |||||
---|---|---|---|---|---|---|---|
1995 | 2000 | 2005 | 2010 | 2015 | 2020 | ||
X1 | 0.054* | 0.057* | 0.054* | 0.055* | 0.056* | 0.064* | 0.057 |
X2 | 0.425* | 0.403* | 0.411* | 0.406* | 0.406* | 0.429* | 0.413 |
X3 | 0.462* | 0.406* | 0.301* | 0.194* | 0.285* | 0.255* | 0.317 |
X4 | 0.179* | 0.348* | 0.115* | 0.126* | 0.215* | 0.251* | 0.206 |
X5 | 0.047* | 0.057* | 0.078* | 0.070* | 0.043* | 0.154* | 0.075 |
X6 | 0.120* | 0.114* | 0.034* | 0.064* | 0.053* | 0.070* | 0.076 |
X7 | 0.114* | 0.130* | 0.146* | 0.234* | 0.254* | 0.411* | 0.215 |
驱动因子 Driving factor | 年份Year | |||||
---|---|---|---|---|---|---|
1995 | 2000 | 2005 | 2010 | 2015 | 2020 | |
坡度Slope (°) | 25~35 | 25~35 | 25~35 | 25~35 | 25~35 | 25~35 |
海拔Elevation (m) | 1980~2748 | 1980~2748 | 1980~2748 | 1980~2748 | 1980~2748 | 1980~2748 |
年平均气温Mean annual temperature (℃) | 6.7~11.9 | 6.2~11.4 | 7.1~12.7 | 7.6~13.4 | 6.9~13.0 | 5.8~12.1 |
年降水量Annual precipitation (mm) | 983~1160 | 894~1157 | 1294~1467 | 838~997 | 820~969 | 607~999 |
人口密度Density of population (person·km-2) | 10~102 | 41~88 | 41~108 | 116~195 | 139~239 | 171~205 |
国内生产总值GDP (×104 yuan·km-2) | 59~124 | 7~356 | 60~110 | 72~118 | 509~820 | 542~721 |
牧业产值Livestock industry output (×104 yuan) | 2161~4239 | 2910~4236 | 4722~7122 | 4987~8619 | 38579~54373 | 59685~80528 |
Table 9 The range of driving factors for grassland aggregation from 1995 to 2020
驱动因子 Driving factor | 年份Year | |||||
---|---|---|---|---|---|---|
1995 | 2000 | 2005 | 2010 | 2015 | 2020 | |
坡度Slope (°) | 25~35 | 25~35 | 25~35 | 25~35 | 25~35 | 25~35 |
海拔Elevation (m) | 1980~2748 | 1980~2748 | 1980~2748 | 1980~2748 | 1980~2748 | 1980~2748 |
年平均气温Mean annual temperature (℃) | 6.7~11.9 | 6.2~11.4 | 7.1~12.7 | 7.6~13.4 | 6.9~13.0 | 5.8~12.1 |
年降水量Annual precipitation (mm) | 983~1160 | 894~1157 | 1294~1467 | 838~997 | 820~969 | 607~999 |
人口密度Density of population (person·km-2) | 10~102 | 41~88 | 41~108 | 116~195 | 139~239 | 171~205 |
国内生产总值GDP (×104 yuan·km-2) | 59~124 | 7~356 | 60~110 | 72~118 | 509~820 | 542~721 |
牧业产值Livestock industry output (×104 yuan) | 2161~4239 | 2910~4236 | 4722~7122 | 4987~8619 | 38579~54373 | 59685~80528 |
年份 Year | 人口密度 Density of population (Person·km-2) | 国内生产总值GDP (×108 yuan) | 牧业产值 Livestock industry output (×108 yuan) | 城镇化率 Urbanization rate (%) | 牛羊出栏量 The amount of cattle and sheep slaughter (×104 heads) | 农作物播种面积 Crop sown area (km2) |
---|---|---|---|---|---|---|
1995 | 199 | 636 | 102 | 23.83 | 160.40 | 42053 |
2000 | 200 | 1029 | 110 | 23.87 | 216.82 | 70440 |
2005 | 1178 | 1939 | 194 | 26.87 | 383.34 | 48041 |
2010 | 1948 | 4519 | 304 | 33.81 | 295.26 | 48893 |
2015 | 2463 | 10541 | 665 | 42.01 | 379.40 | 55422 |
2020 | 2231 | 17860 | 1019 | 53.15 | 473.51 | 54754 |
Table 10 Statistical values of each social and economic factors in Guizhou Province from 1995 to 2020
年份 Year | 人口密度 Density of population (Person·km-2) | 国内生产总值GDP (×108 yuan) | 牧业产值 Livestock industry output (×108 yuan) | 城镇化率 Urbanization rate (%) | 牛羊出栏量 The amount of cattle and sheep slaughter (×104 heads) | 农作物播种面积 Crop sown area (km2) |
---|---|---|---|---|---|---|
1995 | 199 | 636 | 102 | 23.83 | 160.40 | 42053 |
2000 | 200 | 1029 | 110 | 23.87 | 216.82 | 70440 |
2005 | 1178 | 1939 | 194 | 26.87 | 383.34 | 48041 |
2010 | 1948 | 4519 | 304 | 33.81 | 295.26 | 48893 |
2015 | 2463 | 10541 | 665 | 42.01 | 379.40 | 55422 |
2020 | 2231 | 17860 | 1019 | 53.15 | 473.51 | 54754 |
安沙舟 | 安 渊 | 毕玉蓉 | 邴孝利 | 曹成有 | 陈兵林 | 陈旭君 | 陈长青 | 程建峰 | 程金花 |
---|---|---|---|---|---|---|---|---|---|
戴伟民 | 丁成龙 | 丁国华 | 董全民 | 董召荣 | 杜自强 | 段廷玉 | 方香玲 | 冯彦皓 | 高学文 |
耿玉清 | 龚吉蕊 | 郭 丁 | 郭继勋 | 郭 龙 | 郭正刚 | 韩立强 | 韩烈保 | 韩玉竹 | 韩云华 |
杭苏琴 | 何树斌 | 贺 晓 | 胡 涛 | 黄晓东 | 贾倩民 | 贾善刚 | 雷 蕾 | 李 飞 | 李惠侠 |
李建龙 | 李 美 | 李胜利 | 李万宏 | 李伟斌 | 李旭东 | 李彦忠 | 李造哲 | 李镇清 | 李志强 |
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刘志民 | 吕晓涛 | 马景永 | 马 清 | 马 啸 | 马永清 | 毛培胜 | 毛胜勇 | 穆春生 | 彭远英 |
尚占环 | 邵 涛 | 沈益新 | 沈禹颖 | 时 磊 | 苏艳军 | 苏永中 | 苏 勇 | 孙洪仁 | 孙丽娟 |
唐 增 | 田 沛 | 汪诗平 | 王德利 | 王虎成 | 王剑峰 | 王竞红 | 王丽佳 | 王三根 | 王晓娟 |
王新宇 | 谢文刚 | 徐世健 | 闫 涛 | 杨成德 | 杨惠敏 | 杨宪龙 | 姚 拓 | 于应文 | 于 卓 |
袁明龙 | 曾彦军 | 查同刚 | 张吉宇 | 张建国 | 张金屯 | 张世挺 | 张万军 | 张卫建 | 张兴旭 |
赵 宁 | 赵 祺 | 赵 威 | 朱 宏 | 朱剑霄 | 庄 苏 |
安沙舟 | 安 渊 | 毕玉蓉 | 邴孝利 | 曹成有 | 陈兵林 | 陈旭君 | 陈长青 | 程建峰 | 程金花 |
---|---|---|---|---|---|---|---|---|---|
戴伟民 | 丁成龙 | 丁国华 | 董全民 | 董召荣 | 杜自强 | 段廷玉 | 方香玲 | 冯彦皓 | 高学文 |
耿玉清 | 龚吉蕊 | 郭 丁 | 郭继勋 | 郭 龙 | 郭正刚 | 韩立强 | 韩烈保 | 韩玉竹 | 韩云华 |
杭苏琴 | 何树斌 | 贺 晓 | 胡 涛 | 黄晓东 | 贾倩民 | 贾善刚 | 雷 蕾 | 李 飞 | 李惠侠 |
李建龙 | 李 美 | 李胜利 | 李万宏 | 李伟斌 | 李旭东 | 李彦忠 | 李造哲 | 李镇清 | 李志强 |
林慧龙 | 蔺吉祥 | 凌 宁 | 刘慧霞 | 刘 杰 | 刘金荣 | 刘 权 | 刘世亮 | 刘文献 | 刘永杰 |
刘志民 | 吕晓涛 | 马景永 | 马 清 | 马 啸 | 马永清 | 毛培胜 | 毛胜勇 | 穆春生 | 彭远英 |
尚占环 | 邵 涛 | 沈益新 | 沈禹颖 | 时 磊 | 苏艳军 | 苏永中 | 苏 勇 | 孙洪仁 | 孙丽娟 |
唐 增 | 田 沛 | 汪诗平 | 王德利 | 王虎成 | 王剑峰 | 王竞红 | 王丽佳 | 王三根 | 王晓娟 |
王新宇 | 谢文刚 | 徐世健 | 闫 涛 | 杨成德 | 杨惠敏 | 杨宪龙 | 姚 拓 | 于应文 | 于 卓 |
袁明龙 | 曾彦军 | 查同刚 | 张吉宇 | 张建国 | 张金屯 | 张世挺 | 张万军 | 张卫建 | 张兴旭 |
赵 宁 | 赵 祺 | 赵 威 | 朱 宏 | 朱剑霄 | 庄 苏 |
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