植物生态学报 ›› 2012, Vol. 36 ›› Issue (3): 231-242.DOI: 10.3724/SP.J.1258.2012.00231
收稿日期:
2011-08-15
接受日期:
2011-12-23
出版日期:
2012-08-15
发布日期:
2012-02-28
通讯作者:
苏宏新
作者简介:
* E-mail: hxsu@ibcas.ac.cn
SU Hong-Xin*(), BAI Fan, LI Guang-Qi
Received:
2011-08-15
Accepted:
2011-12-23
Online:
2012-08-15
Published:
2012-02-28
Contact:
SU Hong-Xin
摘要:
叶面积指数(leaf area index, LAI)是定量描述冠层结构的最有效指标之一。鉴于森林冠层三维结构的高度复杂性和异质性, 迄今仍没有形成统一标准的LAI测量方法。该文利用LAI-2000冠层分析仪、CI-110冠层分析仪和半球摄影法(digital hemispherical photograph, DHP), 对北京东灵山地区以蒙古栎(Quercus mongolica)为主的落叶阔叶林、华北落叶松(Larix gmelinii var. principis-rupprechtii)林和油松(Pinus tabuliformis)林的有效叶面积指数(effective leaf area index, LAIe)进行了动态监测, 探寻其季节变化规律。为准确地估算温带山地主要森林类型的LAI, 对光学仪器测量值进行了去除木质成分、聚集效应等校正, 与基于凋落物收集法的相应实测值进行了比较分析。结果表明: 3种典型森林在生长季期间叶片生长均呈现单峰型; 3种光学仪器测量方法的同期LAIe数值大小顺序为: LAI-2000冠层分析仪>DHP>CI-110冠层分析仪。光学仪器的直接测量值LAIe包含了木质成分的贡献, 钝化了季节动态的变化幅度, 这对有明显季节交替的落叶林尤为突出。经校正, LAI-2000冠层分析仪和DHP的测量值与实测值都表现出显著的相关性, 其中LAI-2000冠层分析仪最适于采用基于空隙大小的校正方法, 而基于空隙度和空隙大小的综合算法则是校正DHP的最佳选择。结合经济成本和野外实际操作等因素考虑, DHP具有更大的推广优势, 特别适用于温带山地落叶林。
苏宏新, 白帆, 李广起. 3类典型温带山地森林的叶面积指数的季节动态: 多种监测方法比较. 植物生态学报, 2012, 36(3): 231-242. DOI: 10.3724/SP.J.1258.2012.00231
SU Hong-Xin, BAI Fan, LI Guang-Qi. Seasonal dynamics in leaf area index in three typical temperate montane forests of China: a comparison of multi-observation methods. Chinese Journal of Plant Ecology, 2012, 36(3): 231-242. DOI: 10.3724/SP.J.1258.2012.00231
图1 1993-2010年研究样地附近气象站(39°58′ N, 115°26′ E, 海拔1 150 m)的月平均气温和降水量(平均值±标准偏差)。
Fig. 1 Mean monthly air temperatures and monthly precipitation (mean ± SD) during 1993 to 2010 from the meteorological station (39°58′ N, 115°26′ E, 1 150 m a.s.l.) adjacent to study site.
森林类型 Forest type | 海拔 Altitude (m) | 坡向 Slope aspect | 坡度 Slope | 乔木密度1) Tree density1) (ind.·hm-2) | 胸断面积 Area at breast height (m2) | 树高(平均值± 标准偏差) Tree hight (mean ± SD) (m) | 主要乔木树种 Main tree species |
---|---|---|---|---|---|---|---|
落叶阔叶林 DBH | 1 200 | 28° | 35° NW | 2 333 | 23.41 | 7.9 ± 1.4 | 蒙古栎 Quercus mongolica 黑桦 Betula dahurica 五角枫 Acer pictum subsp. mono |
落叶针叶林 DNF | 1 200 | 26° | 40° NW | 3 294 | 24.51 | 10.4 ± 1.1 | 华北落叶松 Larix gmelinii var. principis-rupprechtii |
常绿针叶林 ENF | 1 150 | 30° | 60° NE | 1 333 | 25.16 | 10.9 ± 0.3 | 油松 Pinus tabuliformis |
表1 3块永久性监测样地的基本情况
Table 1 Basic information of three permanent sample plots
森林类型 Forest type | 海拔 Altitude (m) | 坡向 Slope aspect | 坡度 Slope | 乔木密度1) Tree density1) (ind.·hm-2) | 胸断面积 Area at breast height (m2) | 树高(平均值± 标准偏差) Tree hight (mean ± SD) (m) | 主要乔木树种 Main tree species |
---|---|---|---|---|---|---|---|
落叶阔叶林 DBH | 1 200 | 28° | 35° NW | 2 333 | 23.41 | 7.9 ± 1.4 | 蒙古栎 Quercus mongolica 黑桦 Betula dahurica 五角枫 Acer pictum subsp. mono |
落叶针叶林 DNF | 1 200 | 26° | 40° NW | 3 294 | 24.51 | 10.4 ± 1.1 | 华北落叶松 Larix gmelinii var. principis-rupprechtii |
常绿针叶林 ENF | 1 150 | 30° | 60° NE | 1 333 | 25.16 | 10.9 ± 0.3 | 油松 Pinus tabuliformis |
树种 Tree species | 比叶面积 Specific leaf area (SLA) | ||
---|---|---|---|
平均值±标准偏差 Mean ± SD | 最小值 Minimum | 最大值 Maximum | |
蒙古栎 Quercus mongolica | 125.65 ± 21.86 | 94.98 | 143.89 |
黑桦 Betula dahurica | 164.12 ± 17.73 | 149.60 | 194.55 |
五角枫 Acer pictum subsp. mono | 204.98 ± 22.67 | 175.48 | 239.25 |
白桦 Betula platyphylla | 163.23 ± 11.83 | 151.33 | 177.25 |
糠椴 Tilia mandshurica | 197.20 ± 24.16 | 175.15 | 234.68 |
黄花柳 Salix caprea | 177.27 ± 8.66 | 166.79 | 189.41 |
北京花楸 Sorbus discolor | 209.77 ± 45.76 | 138.85 | 249.46 |
青杨 Populus cathayana | 200.40 ± 20.07 | 165.61 | 215.14 |
胡桃楸 Juglans mandshurica | 158.25 ± 21.51 | 131.84 | 182.76 |
花曲柳 Fraxinus chinensis subsp. rhynchophylla | 203.52 ± 29.37 | 174.36 | 244.55 |
蒿柳 Salix schwerinii | 135.01 ± 14.11 | 120.44 | 156.46 |
大果榆 Ulmus macrocarpa | 197.48 ± 38.30 | 134.71 | 237.68 |
裂叶榆 Ulmus laciniata | 221.15 ± 22.56 | 187.21 | 248.75 |
其他阔叶树 Other broad-leaved species | 181.39 ± 36.68 | 94.98 | 249.46 |
表2 主要乔木树种的比叶面积(cm2 ·g-1)
Table 2 Specific leaf area (SLA, cm2 ·g-1) for main tree species
树种 Tree species | 比叶面积 Specific leaf area (SLA) | ||
---|---|---|---|
平均值±标准偏差 Mean ± SD | 最小值 Minimum | 最大值 Maximum | |
蒙古栎 Quercus mongolica | 125.65 ± 21.86 | 94.98 | 143.89 |
黑桦 Betula dahurica | 164.12 ± 17.73 | 149.60 | 194.55 |
五角枫 Acer pictum subsp. mono | 204.98 ± 22.67 | 175.48 | 239.25 |
白桦 Betula platyphylla | 163.23 ± 11.83 | 151.33 | 177.25 |
糠椴 Tilia mandshurica | 197.20 ± 24.16 | 175.15 | 234.68 |
黄花柳 Salix caprea | 177.27 ± 8.66 | 166.79 | 189.41 |
北京花楸 Sorbus discolor | 209.77 ± 45.76 | 138.85 | 249.46 |
青杨 Populus cathayana | 200.40 ± 20.07 | 165.61 | 215.14 |
胡桃楸 Juglans mandshurica | 158.25 ± 21.51 | 131.84 | 182.76 |
花曲柳 Fraxinus chinensis subsp. rhynchophylla | 203.52 ± 29.37 | 174.36 | 244.55 |
蒿柳 Salix schwerinii | 135.01 ± 14.11 | 120.44 | 156.46 |
大果榆 Ulmus macrocarpa | 197.48 ± 38.30 | 134.71 | 237.68 |
裂叶榆 Ulmus laciniata | 221.15 ± 22.56 | 187.21 | 248.75 |
其他阔叶树 Other broad-leaved species | 181.39 ± 36.68 | 94.98 | 249.46 |
图2 基于半球摄影法的冠层基本组分聚集指数的季节动态。A, 落叶阔叶林。B, 落叶针叶林。C, 常绿针叶林。CC, 基于空隙大小的聚集指数; CLX, 基于冠层孔隙度和空隙大小两种算法综合的聚集指数; LX, 基于冠层孔隙度的聚集指数。
Fig. 2 Seasonal dynamics of canopy element clumping index based on digital hemispherical photograph. A, deciduous broad-leaved forest. B, deciduous needle-leaved forest. C, evergreen needle-leaved forest. CC, canopy element clumping index based on gap size; CLX, canopy element clumping index based on both gap fraction and gap size distribution; LX, canopy element clumping index based on gap fraction.
图3 3种仪器测量的有效叶面积指数的季节动态(平均值±标准偏差)。A, 落叶阔叶林。B, 落叶针叶林。C, 常绿针叶林。CI-110, CI-110冠层分析仪。DHP, 半球摄影法。LAI-2000, LAI-2000冠层分析仪。
Fig. 3 Seasonal dynamics of effective leaf area index (LAIe) measured by three kinds of instruments (mean ± SD). A, deciduous broad-leaved forest. B, deciduous needle-leaved forest. C, evergreen needle-leaved forest. CI-110, CI-110 plant canopy analyzer. DHP, digital hemispherical photograph. LAI- 2000, LAI-2000 plant canopy analyzer.
图4 叶面积指数的季节动态(平均值±标准偏差)。A, 落叶阔叶林。 B, 落叶针叶林。 C, 常绿针叶林。1, CI-110冠层分析仪。 2, 半球摄影法。3, LAI-2000冠层分析仪。CC, 基于空隙大小的聚集指数校正的叶面积指数; CLX, 基于冠层孔隙度和空隙大小两种算法综合的聚集指数校正的叶面积指数; Col, 基于凋落物收集的叶面积指数实测值; LX, 基于冠层孔隙度的聚集指数校正的叶面积指数。
Fig. 4 Seasonal dynamics of leaf area index (LAI) (mean ± SD). A, deciduous broad-leaved forest. B, deciduous needle-leaved forest. C, evergreen needle-leaved forest. 1, CI-110 plant canopy analyzer. 2, digital hemispherical photograph. 3, LAI-2000 plant canopy analyzer. CC, LAI by correction method based on the gap size clumping index; CLX, LAI by correction method both based on the gap fraction and gap size distribution clumping index; Col, LAI by direct measurement based on litter collection; LX, LAI by correction method based on the gap fraction clumping index.
林型 Forest type | 月份 Month | LAICol | CI-110冠层分析仪 CI-110 plant canopy analyzer | 半球摄影法 Digital hemispherical photograph | LAI-2000冠层分析仪 LAI-2000 plant canopy analyzer | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LAIe | LAICC | LAILX | LAICLX | LAIe | LAICC | LAILX | LAICLX | LAIe | LAICC | LAILX | LAICLX | |||||
落叶阔叶林 Deciduous broad- leaved forest | MJ | - | *** | *** | * | *** | * | *** | * | *** | * | *** | * | *** | ||
JO | *** | N | N | * | * | N | N | * | * | N | *** | * | * | |||
落叶针叶林 Deciduous needle- leaved forest | MJ | - | * | * | *** | * | *** | * | *** | * | *** | * | *** | * | ||
JO | *** | * | * | *** | * | *** | * | *** | * | * | * | *** | * | |||
常绿针叶林 Evergreen needle- leaved forest | MJ | - | * | * | * | * | N | * | * | N | * | * | * | N | ||
JO | *** | N | N | *** | * | * | N | * | * | * | N | * | * |
表3 有效叶面积指数(LAIe)和叶面积指数(LAI)的方差分析
Table 3 Variance analysis of effective leaf area index (LAIe) and leaf area index (LAI)
林型 Forest type | 月份 Month | LAICol | CI-110冠层分析仪 CI-110 plant canopy analyzer | 半球摄影法 Digital hemispherical photograph | LAI-2000冠层分析仪 LAI-2000 plant canopy analyzer | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LAIe | LAICC | LAILX | LAICLX | LAIe | LAICC | LAILX | LAICLX | LAIe | LAICC | LAILX | LAICLX | |||||
落叶阔叶林 Deciduous broad- leaved forest | MJ | - | *** | *** | * | *** | * | *** | * | *** | * | *** | * | *** | ||
JO | *** | N | N | * | * | N | N | * | * | N | *** | * | * | |||
落叶针叶林 Deciduous needle- leaved forest | MJ | - | * | * | *** | * | *** | * | *** | * | *** | * | *** | * | ||
JO | *** | * | * | *** | * | *** | * | *** | * | * | * | *** | * | |||
常绿针叶林 Evergreen needle- leaved forest | MJ | - | * | * | * | * | N | * | * | N | * | * | * | N | ||
JO | *** | N | N | *** | * | * | N | * | * | * | N | * | * |
图5 有效叶面积指数与基于凋落物收集的重建叶面积指数实测值的比较(平均值±标准偏差)。A, 落叶阔叶林(DBF)。B, 落叶针叶林(DNF)。C, 常绿针叶林(ENF)。CI-110, CI-110冠层分析仪; DHP, 半球摄影法; LAI-2000, LAI-2000冠层分析仪。
Fig. 5 Comparison of effective leaf area index (LAIe) and reconstructed LAI by direct measurement based on litter collection (LAICol) (mean ± SD). A, Deciduous broad-leaved forest. B, Deciduous needle-leaved forest. C, Evergreen needle-leaved forest. CI-110, CI-110 plant canopy analyzer; DHP, digital hemispherical photograph; LAI-2000, LAI-2000 plant canopy analyzer.
图6 比较光学仪器观测的叶面积指数与基于凋落物收集重建的叶面积指数(平均值±标准偏差)。A, 落叶阔叶林。B, 落叶针叶林。C, 常绿针叶林。1, CI-110冠层分析仪。2, 半球摄影法。3, LAI-2000冠层分析仪。CC, 基于空隙大小的聚集指数校正的叶面积指数; CLX, 基于冠层孔隙度和空隙大小两种算法综合的聚集指数校正的叶面积指数; LX, 基于冠层孔隙度的聚集指数校正的叶面积指数。
Fig. 6 Comparison of leaf area indexes (LAI) between by optical instruments and reconstruction based on litter collection (LAICol) (mean ± SD). A, Deciduous broad-leaved forest. B, Deciduous needle-leaved forest. C, Evergreen needle-leaved forest. 1, CI-110 plant canopy analyzer. 2, Digital hemispherical photograph (DHP). 3, LAI-2000 plant canopy analyzer. CC, LAI by correction method based on the gap size clumping index; CLX, LAI by correction method both based on the gap fraction and gap size distribution; LX, LAI by correction method based on the gap fraction clumping effect index.
[1] | Arias D, Calvo-Alvarado J, Dohrenbusch A (2007). Calibration of LAI-2000 to estimate leaf area index ( LAI) and assessment of its relationship with stand productivity in six native and introduced tree species in Costa Rica. Forest Ecology and Management, 247, 185-193. |
[2] | Asner GP, Scurlock JMO, Hicke JA (2003). Global synthesis of leaf area index observations: implications for ecological and remote sensing studies. Global Ecology and Biogeography, 12, 191-205. |
[3] | Chen JM (1996). Optically-based methods for measuring seasonal variation of leaf area index in boreal conifer stands. Agricultural and Forest Meteorology, 80, 135-163. |
[4] |
Chen JM, Cihlar J (1995a). Plant canopy gap-size analysis theory for improving optical measurements of leaf area index. Applied Optics, 34, 6211-6222.
DOI URL PMID |
[5] | Chen JM, Cihlar J (1995b). Quantifying the effect of canopy architecture on optical measurements of leaf area index using two gap size analysis methods. IEEE Transactions on Geoscience and Remote Sensing, 33, 777-787. |
[6] | Chen JM, Rich PM, Gower ST, Norman JM, Plummer S (1997). Leaf area index of boreal forests: theory, techniques, and measurements. Journal of Geophysical Research, 102, 29429-29443. |
[7] | Chen LZ (陈灵芝), Huang JH (黄建辉) (1997). Study on the Characteristics and Function of the Forest Ecosystem in the Warm Temperate Zone (暖温带森林生态系统结构与功能的研究) . Science Press, Beijing. (in Chinese) |
[8] | Chen S (陈厦), Sang WG (桑卫国) (2007). Dynamics of leaf area index and canopy openness for three forest communities in the warm temperate zone of China. Journal of Plant Ecology (Chinese Version) (植物生态学报), 31, 431-436. (in Chinese with English abstract) |
[9] | Cutini A, Matteucci G, Mugnozza GS (1998). Estimation of leaf area index with the Li-Cor LAI 2000 in deciduous forests. Forest Ecology and Management, 105, 55-65. |
[10] |
Dufrêne E, Bréda N (1995). Estimation of deciduous forest leaf area index using direct and indirect methods. Oecologia, 104, 156-162.
DOI URL PMID |
[11] |
Garrigues S, Lacaze R, Baret F, Morisette JT, Weiss M, Nickeson JE, Fernandes R, Plummer S, Shabanov NV, Myneni RB, Knyazikhin Y, Yang W (2008). Validation and intercomparison of global leaf area index products derived from remote sensing data. Journal of Geophysical Research, 113, G02028.
DOI URL PMID |
[12] | Gholz HL (1982). Environmental limits on aboveground net primary production, leaf area, and biomass in vegetation zones of the Pacific Northwest. Ecology, 63, 469-481. |
[13] | Gonsamo A, Pellikka P (2008). Methodology comparison for slope correction in canopy leaf area index estimation using hemispherical photography. Forest Ecology and Management, 256, 749-759. |
[14] | Gower ST, Kucharik CJ, Norman JM (1999). Direct and indirect estimation of leaf area index, fAPAR, and net primary production of terrestrial ecosystems. Remote Sensing of Environment, 70, 29-51. |
[15] | Jonckheere I, Fleck S, Nackaerts K, Muys B, Coppin P, Weiss M, Baret F (2004). Review of methods for in situ leaf area index determination. Part I. Theories, sensors and hemispherical photography. Agricultural and Forest Meteorology, 121, 19-35. |
[16] | Juárez RN, da Rocha HR, Figueira AMS, Goulden ML, Miller SD (2009). An improved estimate of leaf area index based on the histogram analysis of hemispherical photographs. Agricultural and Forest Meteorology, 149, 920-928. |
[17] | Kucharik CJ, Norman JM, Gower ST (1998). Measurements of branch area and adjusting leaf area index indirect measurements. Agricultural and Forest Meteorology, 91, 69-88. |
[18] | Lang ARG, Xiang Y (1986). Estimation of leaf area index from transmission of direct sunlight in discontinuous canopies. Agricultural and Forest Meteorology, 35, 229-243. |
[19] | Law BE, van Tuyl S, Cescatti A, Baldocchi DD (2001). Estimation of leaf area index in open-canopy ponderosa pine forests at different successional stages and management regimes in Oregon. Agricultural and Forest Meteorology, 108, 1-14. |
[20] |
Leblanc SG (2002). Correction to the plant canopy gap-size analysis theory used by the tracing radiation and architecture of canopies instrument. Applied Optics, 41, 7667-7670.
DOI URL PMID |
[21] | Leblanc SG, Chen JM, Fernandes R, Deering DW, Conley A (2005). Methodology comparison for canopy structure parameters extraction from digital hemispherical photography in boreal forests. Agricultural and Forest Meteorology, 129, 187-207. |
[22] | Li ZW (李志文), Chu XZ (楚新正) (2008). Research and progress of forest leaf area index estimates. Management & Technology of SME (中小企业管理与科技), 22, 238-239. (in Chinese) |
[23] | Luo TX (罗天祥) (1996). Patterns of Net Primary Productivity for Chinese Major Forest Types and Their Mathematical Models (中国主要森林类型生物生产力格局及其数学模型). PhD dissertation, Commission for Integrated Survey of Natural Resources, Chinese Academy of Sciences, Beijing>. (in Chinese with English abstract) |
[24] | Lü YL (吕瑜良), Liu SR (刘世荣), Sun PS (孙鹏森), Zhang GB (张国斌), Zhang RP (张瑞蒲) (2007). Seasonal and spatial variations of leaf area index of sub-alpine dark coniferous forest during growing season in Western Sichuan. Scientia Silvae Sinicae (林业科学), 43(8), 1-7. (in Chinese with English abstract) |
[25] | Ma ZQ (马泽清), Liu QJ (刘琪王景), Zeng HQ (曾慧卿), Li XR (李轩然), Chen YR (陈永瑞), Lin YM (林耀明), Zhang SH (张时煌), Yang FT (杨风亭), Wang HQ (汪宏清) (2008). Estimation of leaf area index of planted forests in subtropical China by photogrammetry. Acta Ecologica Sinica (生态学报), 28, 1971-1980. (in Chinese with English abstract) |
[26] | Miller J (1967). A formula for average foliage density. Australian Journal of Botany, 15, 141-144. |
[27] | Nilson T (1971). A theoretical analysis of the frequency of gaps in plant stands. Agricultural Meteorology, 8, 25-38. |
[28] | Pisek J, Lang M, Nilson T, Korhonen L, Karu H (2011). Comparison of methods for measuring gap size distribution and canopy nonrandomness at Järvselja RAMI (Radiation transfer Model Intercomparison) test sites. Agricultural and Forest Meteorology, 151, 365-377. |
[29] | Ren H (任海), Peng SL (彭少麟), Fang W (方炜), Zhang WQ (张文其) (1995). The possibility of two kinds of leaf area index measurement method application on the forest stand of CERN. Research Dynamic of Resource Environment Network (资源生态环境网络研究动态), ( 1), 19-23. (in Chinese with English abstract) |
[30] | Ryu Y, Sonnentag O, Nilson T, Vargas R, Kobayashi H, Wenk R, Baldocchi DD (2010). How to quantify tree leaf area index in an open savanna ecosystem: a multi-instrument and multi-model approach. Agricultural and Forest Meteorology, 150, 63-76. |
[31] | Sprintsin M, Cohen S, Maseyk K, Rotenberg E, Grünzweig J, Karnieli A, Berliner P, Yakir D (2011). Long term and seasonal courses of leaf area index in a semi-arid forest plantation. Agricultural and Forest Meteorology, 151, 565-574. |
[32] | Thimonier A, Sedivy I, Schleppi P (2010). Estimating leaf area index in different types of mature forest stands in Switzerland: a comparison of methods. European Journal of Forest Research, 129, 543-562. |
[33] | Waring RH, Running SW (2007). Forest Ecosystems: Analysis at Multiple Scales. Elsevier Academic Press, Burlington, USA. |
[34] | Watson DJ (1947). Comparative physiological studies on the growth of field crops. I. Variation in net assimilation rate and leaf area between species and varieties, and within and between years. Annals of Botany, 11, 41-76. |
[35] | Weiss M, Baret F, Smith GJ, Jonckheere I, Coppin P (2004). Review of methods for in situ leaf area index (LAI) determination. Part II. Estimation of LAI, errors and sampling. Agricultural and Forest Meteorology, 121, 37-53. |
[36] | Wu WB (吴伟斌), Hong TS (洪添胜), Wang XP (王锡平), Peng WX (彭万喜) , Li Z (李震), Zhang WZ (张文昭) (2007). Advance in ground-based LAI measurement methods. Journal of Huazhong Agricultural University (华中农业大学学报), 26, 270-275. (in Chinese with English abstract) |
[37] | Zhu GL (朱高龙), Ju WM (居为民), Chen JM, Fan WY (范文义), Zhou YL (周艳莲), Li XF (李显风), Li MZ (李明泽) (2010). Forest canopy leaf area index in Mao’ershan Mountain: ground measurement and remote sensing retrieval. Chinese Journal of Applied Ecology (应用生态学报), 21, 2117-2124. (in Chinese with English abstract) |
[38] |
Zou J, Yan GJ, Zhu L, Zhang WN (2009). Woody-to-total area ratio determination with a multispectral canopy imager. Tree Physiology, 29, 1069-1080.
DOI URL PMID |
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