doi:10.12171/j.1000-1522.20200237
Changes in forest resource carbon storage in China between 1949 and 2018
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关键诌
- 森林资源/
- 森林资源清查/
- 生物量碳庒/a> /
- 碳储野/a> /
- 碳汇
?nbsp; 1不同区域生物量转换因子(BEF)与根茎比(RSR)比辂/p>
Figure 1.Comparison of BEF and RSR values in different regions
?nbsp; 2两种测算方法地上生物量结果对毓/p>
BJ为北京;TJ为天津;HB为河北;SX为山西;NM为内蒙古;LN为辽宁;JL为吉林;HLJ为黑龙江;SH为上海;JS为江苏;ZJ为浙江;AH为安徽;FJ为福建;JX为江西;SD为山东;HN为河南;HUB为湖北;HUN为湖南;GD为广东;GX为广西;HNN为海南;CQ为重庆;SC为四川;GZ为贵州;YN为云南;XZ为西藏;SHX为陕西;GS为甘肃;QH为青海;NX为宁夏;XJ为新疆。BJ, Beijing City; TJ, Tianjing City; HB, Hebei Province; SX, Shanxi Province; NM, Inner Mongolia Autonomous Region; LN, Liaoning Province; JL, Jilin Province; HLJ, Heilongjiang Province; SH, Shanghai City; JS, Jiangshu Province; ZJ, Zhejiang Province; AH, Anhui Province; FJ, Fujian Province; JX, Jiangxi Province; SD, Shandong Province; HN, Henan Province; HUB, Hubei Province; HUN, Hunan Province; GD, Guangdong Province; GX, Guangxi Zhuang Autonomous Region; HNN, Hainan Province; CQ, Chongqing City; SC, Sichuan Province; GZ, Guizhou Province; YN, Yunnan Province, XZ, Tibet; SHX, Shaanxi Province; GS, Gansu Province; QH, Qinhai Province; NX, Ningxia Hui Autonomous Region; XJ, Xinjiang Uygur Autonomous Region.
Figure 2.Comparison of aboveground biomass results by two calculating methods
?nbsp; 3各时期森林碳储量和碳密度变化
数字1 ~ 11代表研究时间段,依次为:1949?950?962?973?976?977?981?984?988?989?993?994?998?999?003?004?008?009?013?014?018年。下同。The No. 1?1 represent the periods of year 1949, 1950?962, 1973?976, 1977?981, 1984?988, 1989?993, 1994?998, 1999?003, 2004?008, 2009?013, 2014?018, respectively. The same below.
Figure 3.Changes of forest carbon storage and carbon density in different periods
?nbsp; 2全国各区域按森林类型建立的材积与生物量回归模垊/p>
Table 2.Regression models of volume to biomass by forest types in different regions of China
适用范围 Scope of application |
建模树种(? Modeling tree species (group) |
地上生物量与材积 Aboveground biomass and volume |
地下与地上生物量 Underground biomass and aboveground biomass |
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模型表达 Model expression | N | R2 | 模型表达 Model expression | N | R2 | |||
NE | A | Y1= 0.683 9X10.965 7 | 600 | 0.987 5 | Y2= 0.257 9X21.035 3 | 199 | 0.938 9 | |
B | Y1= 1.368 1X10.946 0 | 1 060 | 0.943 9 | Y2= 0.468 9X20.949 0 | 361 | 0.882 7 | ||
C | Y1= 1.114 3X10.941 8 | 1 660 | 0.940 7 | Y2= 0.382 1X20.977 9 | 560 | 0.898 6 | ||
NN | A | Y1= 0.995 5X10.935 5 | 449 | 0.970 8 | Y2= 0.277 2X20.963 3 | 150 | 0.952 9 | |
B | Y1= 0.745 0X11.001 2 | 600 | 0.972 7 | Y2= 0.373 0X20.941 9 | 199 | 0.957 0 | ||
C | Y1= 0.843 7X10.974 0 | 1 049 | 0.970 9 | Y2= 0.328 2X20.934 9 | 349 | 0.954 2 | ||
NW | A | Y1= 0.880 3X10.920 6 | 600 | 0.974 1 | Y2= 0.293 8X20.960 6 | 201 | 0.936 7 | |
B | Y1= 0.752 1X11.000 1 | 600 | 0.972 4 | Y2= 0.364 1X20.919 9 | 206 | 0.953 3 | ||
C | Y1= 0.821 5X10.957 1 | 1 200 | 0.970 0 | Y2= 0.329 5X20.938 3 | 407 | 0.944 8 | ||
MS | A | Y1= 0.853 9X10.936 9 | 433 | 0.982 2 | Y2= 0.223 8X21.002 0 | 149 | 0.956 2 | |
B | Y1= 0.829 7X10.977 4 | 320 | 0.978 3 | Y2= 0.229 2X20.919 7 | 109 | 0.924 3 | ||
C | Y1= 0.841 6X10.954 8 | 753 | 0.979 0 | Y2= 0.253 0X20.965 6 | 258 | 0.941 8 | ||
ES | A | Y1= 0.737 4X10.951 1 | 774 | 0.981 5 | Y2= 0.220 5X20.998 8 | 255 | 0.956 7 | |
B | Y1= 0.970 3X10.964 2 | 341 | 0.985 2 | Y2= 0.318 4X20.955 5 | 115 | 0.940 4 | ||
C | Y1= 0.800 6X10.955 6 | 1 115 | 0.977 8 | Y2= 0.245 3X20.987 4 | 370 | 0.949 7 | ||
WS | A | Y1= 0.712 8X10.945 0 | 1 337 | 0.978 2 | Y2= 0.199 5X21.004 4 | 446 | 0.959 0 | |
B | Y1= 0.803 0X10.968 0 | 501 | 0.980 0 | Y2= 0.310 7X20.931 7 | 171 | 0.944 9 | ||
C | Y1= 0.738 3X10.950 5 | 1 838 | 0.976 6 | Y2= 0.224 0X20.985 5 | 617 | 0.953 3 | ||
XZ | A | Y1= 0.759 8X10.946 6 | 569 | 0.971 8 | Y2= 0.185 4X20.990 4 | 186 | 0.950 6 | |
B | Y1= 0.642 3X10.977 2 | 150 | 0.994 1 | Y2= 0.275 0X20.912 3 | 50 | 0.974 5 | ||
C | Y1= 0.734 0X10.953 0 | 719 | 0.976 4 | Y2= 0.204 0X20.971 1 | 236 | 0.953 9 | ||
注:A为针叶树种;B为阔叶树种;C为针阔混交树种。下同。Notes: A, coniferous tree species; B, broadleaved tree species; C, coniferous and broadleaved mixed tree species. The same below. |
?nbsp; 3各区域各森林类型的生物量转换因子(BEF)和根茎比(RSR)比辂/p>
Table 3.Comparison of biomass expansion factor (BEF) and root-to-shoot ratio (RSR) of different forest types in different regions
区域 Region |
类型 Type |
变量 Variable |
样本?br/>Sample number | 平均倻br/>Average value | 最小倻br/>Min. value | 最大倻br/>Max. value | 标准?br/>SD | 变动系数 Coefficient of variation/% |
NE | A | BEF/(g·cm?) | 600 | 0.614 | 0.176 | 1.510 | 0.169 | 27.6 |
RSR | 199 | 0.354 | 0.079 | 2.581 | 0.289 | 81.8 | ||
B | BEF/(g·cm?) | 1 060 | 0.675 | 0.040 | 3.561 | 0.215 | 31.9 | |
RSR | 361 | 0.574 | 0.074 | 3.587 | 0.471 | 82.1 | ||
C | BEF/(g·cm?) | 1 660 | 0.653 | 0.040 | 3.561 | 0.202 | 31.0 | |
RSR | 560 | 0.496 | 0.074 | 3.587 | 0.429 | 86.5 | ||
NN | A | BEF/(g·cm?) | 449 | 0.834 | 0.295 | 3.041 | 0.322 | 38.6 |
RSR | 150 | 0.267 | 0.059 | 0.960 | 0.126 | 47.2 | ||
B | BEF/(g·cm?) | 600 | 0.795 | 0.139 | 2.087 | 0.282 | 35.4 | |
RSR | 199 | 0.303 | 0.036 | 1.200 | 0.162 | 53.5 | ||
C | BEF/(g·cm?) | 1 049 | 0.812 | 0.139 | 3.041 | 0.300 | 37.0 | |
RSR | 349 | 0.288 | 0.036 | 1.200 | 0.149 | 51.6 | ||
NW | A | BEF/(g·cm?) | 600 | 0.681 | 0.165 | 3.311 | 0.300 | 44.1 |
RSR | 201 | 0.287 | 0.052 | 1.351 | 0.154 | 53.6 | ||
B | BEF/(g·cm?) | 600 | 0.799 | 0.139 | 2.087 | 0.282 | 35.3 | |
RSR | 206 | 0.302 | 0.036 | 1.200 | 0.163 | 53.9 | ||
C | BEF/(g·cm?) | 1 200 | 0.740 | 0.139 | 3.311 | 0.297 | 40.1 | |
RSR | 407 | 0.295 | 0.036 | 1.351 | 0.158 | 53.8 | ||
MS | A | BEF/(g·cm?) | 433 | 0.699 | 0.200 | 6.236 | 0.338 | 48.4 |
RSR | 149 | 0.254 | 0.073 | 1.347 | 0.164 | 64.5 | ||
B | BEF/(g·cm?) | 320 | 0.804 | 0.389 | 2.287 | 0.310 | 38.6 | |
RSR | 109 | 0.430 | 0.033 | 1.301 | 0.247 | 57.4 | ||
C | BEF/(g·cm?) | 753 | 0.744 | 0.200 | 6.236 | 0.330 | 44.4 | |
RSR | 258 | 0.329 | 0.033 | 1.347 | 0.221 | 67.2 | ||
ES | A | BEF/(g·cm?) | 774 | 0.637 | 0.242 | 6.236 | 0.279 | 43.7 |
RSR | 255 | 0.243 | 0.065 | 0.838 | 0.120 | 49.1 | ||
B | BEF/(g·cm?) | 341 | 0.874 | 0.396 | 2.287 | 0.279 | 31.9 | |
RSR | 115 | 0.308 | 0.033 | 1.200 | 0.181 | 58.6 | ||
C | BEF/(g·cm?) | 1 115 | 0.710 | 0.242 | 6.236 | 0.299 | 42.2 | |
RSR | 370 | 0.264 | 0.033 | 1.200 | 0.144 | 54.7 | ||
WS | A | BEF/(g·cm?) | 1 337 | 0.603 | 0.134 | 2.428 | 0.227 | 37.6 |
RSR | 446 | 0.225 | 0.059 | 0.912 | 0.115 | 51.1 | ||
B | BEF/(g·cm?) | 501 | 0.741 | 0.202 | 2.118 | 0.251 | 33.9 | |
RSR | 171 | 0.273 | 0.020 | 0.954 | 0.141 | 51.6 | ||
C | BEF/(g·cm?) | 1838 | 0.641 | 0.134 | 2.428 | 0.242 | 37.8 | |
RSR | 617 | 0.238 | 0.020 | 0.954 | 0.125 | 52.3 | ||
XZ | A | BEF/(g·cm?) | 569 | 0.656 | 0.213 | 1.972 | 0.276 | 42.1 |
RSR | 186 | 0.199 | 0.045 | 0.559 | 0.093 | 47.0 | ||
B | BEF/(g·cm?) | 150 | 0.593 | 0.295 | 1.309 | 0.114 | 19.2 | |
RSR | 50 | 0.217 | 0.113 | 0.527 | 0.099 | 45.6 | ||
C | BEF/(g·cm?) | 719 | 0.643 | 0.213 | 1.972 | 0.253 | 39.3 | |
RSR | 236 | 0.203 | 0.045 | 0.559 | 0.095 | 46.8 |
?nbsp; 41949?018年不同时期森林面积、蓄积、碳储量及年均碳累积
Table 4.Forest area, volume, carbon storage and annual average carbon sequestration in different periods from 1949 to 2018
调查朞br/>Investigating period |
林分 Stand | 人工 Plantation | 天然 Natural forest | |||||||||||
FA |
FV |
FC |
AC |
FA |
FV |
FC |
AC |
FC |
FV |
FC |
AC |
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1949 | 94.23 | 92.23 | 4.38 | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | ||
1950?962 | 95.85 | 83.67 | 3.98 | ?.033 | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | ||
1973?976 | 119.78 | 84.70 | 3.79 | ?.014 | 17.81 | 1.64 | 0.07 | 101.97 | 83.06 | 3.72 | ||||
1977?981 | 95.63 | 79.79 | 3.69 | ?.020 | 12.73 | 2.73 | 0.13 | 0.011 | 82.90 | 77.06 | 3.56 | ?.031 | ||
1984?988 | 102.19 | 80.91 | 3.71 | 0.003 | 18.74 | 5.30 | 0.24 | 0.017 | 83.45 | 75.61 | 3.47 | ?.014 | ||
1989?993 | 108.64 | 90.87 | 4.08 | 0.074 | 21.37 | 7.12 | 0.32 | 0.015 | 87.27 | 83.75 | 3.76 | 0.059 | ||
1994?998 | 129.20 | 100.86 | 4.56 | 0.096 | 19.14 | 10.13 | 0.46 | 0.028 | 110.06 | 90.73 | 4.10 | 0.068 | ||
1999?003 | 142.79 | 120.98 | 5.43 | 0.174 | 32.29 | 15.05 | 0.68 | 0.044 | 110.50 | 105.93 | 4.75 | 0.130 | ||
2004?008 | 155.59 | 133.63 | 6.10 | 0.134 | 40.00 | 19.61 | 0.90 | 0.044 | 115.59 | 114.02 | 5.20 | 0.090 | ||
2009?013 | 164.60 | 147.79 | 6.81 | 0.142 | 47.07 | 24.83 | 1.14 | 0.050 | 117.53 | 122.96 | 5.67 | 0.092 | ||
2014?018 | 179.89 | 170.58 | 7.97 | 0.232 | 57.13 | 33.88 | 1.58 | 0.088 | 122.76 | 136.70 | 6.39 | 0.144 | ||
注:1949年和1950?962年两期资源数据不含西藏自治区的数据,1977?981?984?988?989?993?994?998?期数据统计不含西藏控制以外;FA为森林面?106hm2),FV为森林蓄?108m3),FC为碳储量(1012kg),AC为年均碳累积(1012kg/a);—表示没有调查统计数据。下同。Notes: The resource data for the periods of year 1949 and 1950?962 do not include Tibet’s data, and data statistics for the periods of year 1977?981, 1984?988, 1989?993 and 1994?998 do not include data outside of Tibetan control; FA, forest area (106ha); FV, forest volume (108m3); FC, carbon storage (1012kg); AC, annual average carbon sequestration (1012kg/year); indicates no survey statistic data. The same below. |
?nbsp; 5全国各区域林分、疏林等碳储量占碳储总量的百分比
Table 5.Percentage of carbon storage in total carbon storage of forest and sparse forest in different regions of China
区域 Region |
组分 Component |
1949 | 1950?962 | 1973?976 | 1977?981 | 1984?988 | 1989?993 | 1994?998 | 1999?003 | 2004?008 | 2009?013 | 2014?018 |
NE | SF | 0.97 | 5.91 | 6.20 | 7.48 | 9.49 | 10.59 | 10.55 | 10.20 | 6.51 | 6.15 | 6.93 |
FL | 99.03 | 94.09 | 93.80 | 92.52 | 90.51 | 89.41 | 89.45 | 89.80 | 93.49 | 93.85 | 93.07 | |
NN | SF | 0.66 | 10.87 | 15.20 | 13.83 | 15.84 | 22.07 | 21.39 | 17.14 | 13.87 | 10.45 | 8.27 |
FL | 99.34 | 89.13 | 84.80 | 86.17 | 84.16 | 77.93 | 78.61 | 82.86 | 86.13 | 89.55 | 91.73 | |
NW | SF | 28.78 | 9.27 | 14.11 | 11.92 | 14.94 | 16.87 | 13.04 | 12.22 | 9.11 | 9.70 | 9.37 |
FL | 71.22 | 90.73 | 85.89 | 88.08 | 85.06 | 83.13 | 86.96 | 87.78 | 90.89 | 90.30 | 90.63 | |
MS | SF | 3.95 | 11.46 | 28.04 | 28.94 | 31.47 | 34.44 | 32.01 | 22.02 | 15.75 | 16.35 | 12.56 |
FL | 96.05 | 88.54 | 71.96 | 71.06 | 68.53 | 65.56 | 67.99 | 77.98 | 84.25 | 83.65 | 87.44 | |
ES | SF | 0.00 | 11.41 | 21.59 | 21.78 | 22.60 | 18.44 | 14.85 | 12.47 | 9.38 | 9.39 | 7.51 |
FL | 100.00 | 88.59 | 78.41 | 78.22 | 77.40 | 81.56 | 85.15 | 87.53 | 90.62 | 90.61 | 92.49 | |
WS | SF | 0.00 | 7.78 | 13.46 | 15.21 | 15.58 | 29.34 | 10.93 | 11.54 | 8.70 | 8.84 | 6.77 |
FL | 100.00 | 92.22 | 86.54 | 84.79 | 84.42 | 70.66 | 89.07 | 88.46 | 91.30 | 91.16 | 93.23 | |
XZ | SF | –/td> | –/td> | 0.00 | 6.27 | 0.00 | 2.70 | 4.30 | 1.26 | 1.19 | 1.13 | 0.94 |
FL | –/td> | –/td> | 100.00 | 93.73 | 100.00 | 97.30 | 95.70 | 98.74 | 98.81 | 98.87 | 99.06 | |
CH | SF | 2.89 | 8.57 | 12.19 | 14.20 | 15.36 | 16.13 | 14.01 | 11.61 | 8.76 | 8.58 | 7.35 |
FL | 97.11 | 91.43 | 87.81 | 85.80 | 84.64 | 83.87 | 85.99 | 88.39 | 91.24 | 91.42 | 92.65 | |
注:SF为疏林等,FL为林分。Notes: SF, sparse forest, etc; FL, stand. |
?nbsp; 6全国不同时期森林碳密度 t/hm2
Table 6.Changes in forest carbon density in different periods of China
区域 Region |
1949 | 1950?962 | 1973?976 | 1977?981 | 1984?988 | 1989?993 | 1994?998 | 1999?003 | 2004?008 | 2009?013 | 2014?018 |
CH | 46.48 | 42.20 | 31.64 | 38.61 | 36.30 | 37.60 | 35.26 | 38.04 | 39.19 | 41.38 | 44.30 |
NE | 50.81 | 47.83 | 42.71 | 45.47 | 42.88 | 43.64 | 41.68 | 41.03 | 41.97 | 44.69 | 48.73 |
NN | 40.37 | 39.81 | 27.27 | 31.42 | 31.53 | 31.43 | 31.62 | 30.92 | 31.12 | 34.57 | 37.89 |
NW | 42.75 | 49.28 | 39.25 | 42.99 | 39.54 | 43.56 | 41.75 | 43.24 | 42.77 | 43.46 | 46.45 |
MS | 28.18 | 21.54 | 10.95 | 17.94 | 18.44 | 19.23 | 18.54 | 22.30 | 24.68 | 27.82 | 31.83 |
ES | 38.97 | 34.21 | 14.95 | 29.16 | 24.30 | 23.31 | 21.96 | 26.81 | 30.64 | 33.29 | 39.27 |
WS | 62.59 | 54.12 | 45.30 | 52.91 | 48.51 | 47.50 | 43.25 | 43.79 | 45.03 | 46.78 | 46.39 |
XZ | –/td> | –/td> | 76.05 | 58.89 | 58.89 | 96.75 | 95.97 | 90.88 | 92.10 | 91.87 | 88.65 |
?nbsp; 7本文碳储量与其他研究结果的对毓/p>
Table 7.Comparison of carbon storage results between this study and other research
调查朞br/>Investigating period |
本文 This study |
方精云等[1] Fang J Y, et al.[1] |
方精云等[12,30] Fang J Y, et al.[12,30] |
郭兆迪等[40] Guo Z D, et al.[40] |
Zhang C H, et al.[24] | 朱永?sup>[39] Zhu Y J[39] |
李妍筈sup>[41] Li Y, et al.[41] |
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林分 Stand |
森林资源 Forest resource |
林分 Stand |
林分 Stand |
林分 Stand |
林分 Stand |
森林资源 Forest resource |
林分 Stand |
林分 Stand |
|||||||
1949 | 4.38 | 4.51 | 5.06 | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | ||||||
1950?962 | 3.98 | 4.35 | 4.58 | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | ||||||
1973?976 | 3.79 | 4.32 | 4.44 | –/td> | –/td> | 4.11 | 4.38 | –/td> | 3.85 | ||||||
1977?981 | 3.69 | 4.30 | 4.38 | 4.30 | 4.72 | 4.21 | 4.75 | 4.09 | 3.70 | ||||||
1984?988 | 3.71 | 4.38 | 4.45 | 4.46 | 4.89 | 4.18 | 4.82 | 4.04 | 3.76 | ||||||
1989?993 | 4.08 | 4.87 | 4.63 | 4.93 | 5.40 | 4.52 | 5.25 | 4.76 | 4.11 | ||||||
1994?998 | 4.56 | 5.30 | 4.75 | 5.01 | 5.39 | 4.50 | 5.12 | 5.25 | 4.66 | ||||||
1999?003 | 5.43 | 6.15 | –/td> | 5.85 | 5.86 | 5.41 | 5.97 | 6.49 | 5.51 | ||||||
2004?008 | 6.10 | 6.68 | –/td> | –/td> | 6.43 | 6.24 | 6.83 | 7.895 | 6.09 | ||||||
2009?013 | 6.81 | 7.45 | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | ||||||
2014?018 | 7.97 | 8.60 | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> | –/td> |