胡 琦,李仙岳,史海濱,陳 寧,張?jiān)录t,馬紅雨
河套灌區(qū)玉米根系對(duì)殘膜的響應(yīng)及根系分布模型
胡 琦,李仙岳※,史海濱,陳 寧,張?jiān)录t,馬紅雨
(內(nèi)蒙古農(nóng)業(yè)大學(xué)水利與土木建筑工程學(xué)院,呼和浩特 010018)
為明確土壤中不同殘膜量對(duì)根系生長(zhǎng)和分布的影響,該研究于2019—2020年在河套灌區(qū)九莊農(nóng)業(yè)綜合節(jié)水試驗(yàn)站設(shè)置了5個(gè)農(nóng)膜殘留量水平,分別為CK(0 kg/hm2)、T1(150 kg/hm2)、T2(300 kg/hm2)、T3(450 kg/hm2)和T4(600 kg/hm2),研究不同殘膜量對(duì)玉米根長(zhǎng)密度、不同徑級(jí)根系分配及根系分布等影響,并引入殘膜量,建立了適用于農(nóng)膜殘留農(nóng)田的根系分布模型。結(jié)果表明,根系在水平分布時(shí),側(cè)根區(qū)的根系受殘膜影響顯著(<0.05),當(dāng)殘膜量為300 kg/hm2(T2)時(shí)根長(zhǎng)密度出現(xiàn)突降現(xiàn)象,降幅為75.98%;垂直分布時(shí),根系隨殘膜量增加呈明顯下降趨勢(shì),特別是在0~30 cm土層,當(dāng)殘膜量達(dá)到450 kg/hm2時(shí),根長(zhǎng)密度降低50.02%。另外,殘膜減小了玉米粗根比例(>2 mm,為根系直徑),降幅為29.25%;增加了細(xì)根比例(≤2 mm),為4.80%。構(gòu)建考慮殘膜量的相對(duì)根長(zhǎng)密度(Residual Plastic Film-Normalized Root Length Density,RPF-NRLD)分布模型精度較高,其中決定系數(shù)(2)為0.961,均方根誤差(RMSE)為0.282,平均相對(duì)誤差(MRE)為18.87%。同時(shí)考慮不同徑級(jí)根系的RPF-NRLD分布模型模擬顯示,玉米極細(xì)根和細(xì)根的MRE分別為14.91%和14.96%,粗根的MRE為35.41%。基于RPF-NRLD分布模型進(jìn)行情景分析顯示當(dāng)農(nóng)田殘膜量控制在0~100 kg/hm2范圍內(nèi),根系能夠維持正常生長(zhǎng),特別是極細(xì)根和細(xì)根,根長(zhǎng)密度未出現(xiàn)大幅下降。該研究對(duì)于殘膜污染區(qū)作物生長(zhǎng)的數(shù)值模擬研究及殘膜回收政策的制定具有科學(xué)意義。
玉米;灌溉;空間分布;農(nóng)膜殘留;根系;相對(duì)根長(zhǎng)密度;根系分布模型
塑料地膜覆蓋在干旱區(qū)具有明顯的保墑、降蒸、增溫、高產(chǎn)等效益[1-4],已成為旱作節(jié)水農(nóng)業(yè)的主要技術(shù)措施[5]。然而,塑料地膜是一種高分子材料,很難自然降 解[6],長(zhǎng)期使用形成碎片化的殘膜在土壤中累積后會(huì)改變土壤物理結(jié)構(gòu)[7]和土壤水力特征[8],影響土壤保水能力,同時(shí)改變土壤水分運(yùn)動(dòng)規(guī)律,產(chǎn)生優(yōu)勢(shì)水流或水分阻滯效應(yīng)[9],從而影響作物對(duì)水分和養(yǎng)分的吸收,降低水肥利用效率。另外,以微塑料形式滯留在土壤中的地膜碎片會(huì)吸附重金屬、有機(jī)污染物等[10],釋放有毒的鄰苯二甲酸酯[11],降低作物發(fā)芽率,抑制根系正常生長(zhǎng),對(duì)農(nóng)業(yè)生產(chǎn)造成負(fù)面影響[12-13]。
殘膜通過(guò)改變土壤結(jié)構(gòu)和土壤孔隙度,影響作物根系在水平和垂直方向的分布,其中殘膜顯著降低了0~ 30 cm土層的作物根系[14-15],特別是在苗期,殘膜的阻礙作用更明顯[16]。此外,隨著殘膜量的增加,作物根系生長(zhǎng)指標(biāo)也會(huì)發(fā)生變化,比如根長(zhǎng)、根直徑、根表面積、根體積和根系活力,均隨殘膜量的增加而下降[17],當(dāng)殘膜量為900 kg/hm2時(shí),根表面積密度降幅高達(dá)216.50%。另外殘膜還會(huì)影響根系形態(tài),使棉花根系形態(tài)呈現(xiàn)雞爪型和叢生型等畸形結(jié)構(gòu),而正常根系形態(tài)為直根型[18]。盡管眾多學(xué)者關(guān)于殘膜對(duì)根系生長(zhǎng)進(jìn)行了大量研究,但是在殘膜對(duì)根系分布以及不同徑級(jí)根系分配的影響研究較少,因此通過(guò)研究殘膜對(duì)不同徑級(jí)根系分配的影響,明確殘膜脅迫下作物水分吸收貢獻(xiàn)率對(duì)不同徑級(jí)的響應(yīng),對(duì)于完善殘膜條件下根系吸水理論具有重要意義。
作物根系分布特征的定量化是構(gòu)建根系吸水及運(yùn)移模型、計(jì)算根系吸水量不可缺少的手段和環(huán)節(jié),故研究殘膜條件下的根系分布模型對(duì)確立農(nóng)膜殘留農(nóng)田根區(qū)水分最優(yōu)調(diào)控措施具有十分重要的指導(dǎo)意義。目前根系分布模型主要表現(xiàn)形式為相對(duì)根長(zhǎng)密度的分布模型[19-20]。Wu等[21]首次提出相對(duì)根長(zhǎng)密度的概念,并建立了小麥、玉米和大豆等作物相對(duì)根長(zhǎng)密度分布與相對(duì)根深的函數(shù)關(guān)系,準(zhǔn)確描述了不同作物的根系分布規(guī)律。鄒海洋等[22]通過(guò)歸一化方法,建立了不同水肥組合下的玉米相對(duì)根長(zhǎng)密度分布模型。為了適時(shí)掌握殘膜賦存農(nóng)田根系分布情況,需要構(gòu)建農(nóng)膜殘留條件下根系分布模型以及不同徑級(jí)根系分布模型。因此,本文在內(nèi)蒙古河套地區(qū)進(jìn)行 2 a田間試驗(yàn),主要研究不同殘膜量對(duì)玉米根長(zhǎng)密度二維分布及不同徑級(jí)根系分配比例的影響,并基于歸一化方法建立考慮殘膜量的根系分布模型,對(duì)不同殘膜量下的根系分布進(jìn)行表征,確定能夠維持根系正常生長(zhǎng)的殘膜量范圍,以期為農(nóng)田殘膜污染防治和殘膜污染區(qū)農(nóng)業(yè)的可持續(xù)發(fā)展提供理論支撐。
試驗(yàn)于2019年和2020年5—9月在內(nèi)蒙古河套灌區(qū)九莊農(nóng)業(yè)綜合節(jié)水試驗(yàn)站(40o41’N, 107o18’E)進(jìn)行,該地區(qū)為中溫帶半干旱大陸性季風(fēng)氣候,多年平均降水量約為138 mm,年平均潛在蒸發(fā)量約為1 900 mm。其中2019和2020年試驗(yàn)區(qū)玉米生長(zhǎng)季(5-9月)降雨量分別為64.9和151 mm(圖1)。2 a試驗(yàn)在同一地塊進(jìn)行,試驗(yàn)區(qū)土壤剖面(0~100 cm)平均容重為1.42 g/cm3,土壤類型為粉砂壤土。2019和2020年播種前,0~100 cm土層的初始土壤平均體積含水量分別為0.32和 0.31 cm3/cm3,初始土壤平均鹽分濃度分別為1.27和 1.32 g/kg,平均地下水位深度分別為2.28和1.48 cm。
圖1 2019和2020年玉米生育期內(nèi)降雨量、灌溉量和氣溫
供試作物為“鈞凱918”春玉米,2019和2020年分別在5月5日和5月4日播種,在9月24日和9月25日收獲,生育期分別為143和145 d。試驗(yàn)小區(qū)農(nóng)藝措施、灌溉施肥措施均一致,均采用覆膜滴灌耕作,株距30 cm,行距40 cm,采取“一膜一管兩行”的布設(shè)方式(圖2),膜寬80 cm,厚度0.01 mm。2 a灌水定額均為22.5 mm,灌水時(shí)間見(jiàn)圖1,播種前均無(wú)灌溉,基肥為尿素(N 46%)、過(guò)磷酸鈣(P2O512%)、硫酸鉀(K2O 50%),追肥為尿素硝酸銨溶液液體肥(N 32%)。參考當(dāng)?shù)赝扑]玉米滴灌施肥量300-200-150 kg/hm2(N-P2O5-K2O),基肥在播前撒施后翻耕入土,追肥采用液體肥,整個(gè)生育期共施肥4次,每次施肥量占總施肥量分別為20%(苗期)、30%(拔節(jié)期)、30%(抽雄期)、20%(灌漿期),不同生育期時(shí)間劃分見(jiàn)表1。
圖2 玉米種植模式和根系取樣示意圖
表1 2019和2020年玉米各生育期時(shí)間范圍
在已有研究農(nóng)田殘膜量區(qū)間[7-9]的基礎(chǔ)上,為了預(yù)測(cè)長(zhǎng)期覆膜對(duì)作物根系的影響,根據(jù)殘膜量與覆膜年限之間存在的線性關(guān)系=5.546+47.840(2=0.871)[23],設(shè)置5個(gè)殘膜量處理,分別為CK(0 kg/hm2)、T1 (150 kg/hm2,覆膜18 a左右)、T2(300 kg/hm2,覆膜45 a左右)、T3(450 kg/hm2,覆膜72 a左右)和T4 (600 kg/hm2,覆膜100 a左右),小區(qū)面積均為75 m2,每個(gè)處理設(shè)置3次重復(fù),采用隨機(jī)區(qū)組排列。通過(guò)對(duì)該區(qū)域的調(diào)查,覆膜滴灌區(qū)農(nóng)膜殘留主要在0~30 cm土層,為了處理的一致性,選用新的聚乙烯塑料地膜,膜厚為0.01 mm,將地膜分割為64 cm2(8 cm×8 cm)、25 cm2(5 cm×5 cm)和4 cm2(2 cm×2 cm)3種大小的正方形,并根據(jù)小區(qū)面積計(jì)算對(duì)應(yīng)的殘膜量,以7﹕2﹕1的比例進(jìn)行混合,然后用電子秤(精度:0.01 g)稱質(zhì)量待用,在整地前先將碎膜均勻鋪撒在小區(qū)表面,再利用動(dòng)力驅(qū)動(dòng)耙將碎膜與0~30 cm耕層土壤進(jìn)行混勻,然后,通過(guò)人工檢查將混合不均勻的地方進(jìn)行充分混勻,并利用土壤緊實(shí)度儀(SC-900, Spectrum Chemical Manufacturing Corp., USA)測(cè)0~30 cm土壤的緊實(shí)度,保證與田間土壤性質(zhì)基本一致。
分別在拔節(jié)期、抽雄期、灌漿期和成熟期采用根鉆法取樣(圖2),采集不同水平和垂直位置根系樣本,根鉆內(nèi)徑為10 cm。每小區(qū)隨機(jī)選取3株,切除地上部植株,植株基部作為中心取樣點(diǎn)b,隨后以植株基部為中心在植株左右各設(shè)置1個(gè)取樣點(diǎn)(a和c),共3個(gè)位置,另外,本研究將根系在水平方向上分為主根區(qū)(–10,10)和側(cè)根區(qū)((–20,10),(10,20))兩個(gè)區(qū)域(圖3)。以10 cm為一層,分別取至無(wú)根系土層。將根系樣本中的草根,殘根等雜物清除,裝入保鮮袋中保存,然后用水沖洗根系,采用根系掃描儀(Epson Perfection 4870 Photo, Seiko Epson Crop., Japan)在500萬(wàn)像素下掃描成黑白的JPG圖像文件供后期分析使用。用WinRHIZO分析軟件進(jìn)行分析,獲得根系總長(zhǎng)度和極細(xì)根(≤ 0.5 mm)、細(xì)根(0.5 mm<≤ 2 mm)、粗根(>2 mm)3個(gè)不同徑級(jí)的根系長(zhǎng)度,通過(guò)公式(1)計(jì)算得到根長(zhǎng)密度。
RLD=RL/(1)
式中RLD為根長(zhǎng)密度,cm/cm3;RL為根系長(zhǎng)度,cm;為根鉆體積,本研究為785 cm3。
注:橫坐標(biāo)軸0 cm處為圖2中的植株基部。CK,殘膜量為0 kg·hm-2;T1,殘膜量為150 kg·hm-2;T2,殘膜量為300 kg·hm-2;T3,殘膜量為450 kg·hm-2;T4,殘膜量為600 kg·hm-2;下同。
本研究中不同生育期根系生長(zhǎng)深度不同,為了便于計(jì)算作物的根長(zhǎng)密度分布,采用歸一化方法[18],將不同生育期的玉米根系扎根深度均轉(zhuǎn)換為0~1范圍內(nèi)的標(biāo)準(zhǔn)化根深,并用相對(duì)根長(zhǎng)密度表示根長(zhǎng)密度,表達(dá)式為
Z=Z/Zmax(2)
式中Z為標(biāo)準(zhǔn)化根系深度,變化范圍為0~1;Z為不同土層深度,cm;max為最大扎根深度,不同生育期最大扎根深度為根系取樣過(guò)程中取至無(wú)根系土層時(shí)的土壤深度(拔節(jié)期為60 cm、抽雄期為70 cm、灌漿期和成熟期均為80 cm);RLD(Z)表示在Z處的實(shí)測(cè)根長(zhǎng)密度值,cm/cm3;NRLD(Z)為相對(duì)根長(zhǎng)密度值。
本研究在前人研究[21,24]的基礎(chǔ)上,采用二階多項(xiàng)式,對(duì)不同殘膜量下拔節(jié)期、抽雄期、灌漿期和成熟期的標(biāo)準(zhǔn)化根深和相對(duì)根長(zhǎng)密度進(jìn)行擬合,表達(dá)式為
NRLD(Z)=aZ2+bZ+(4)
式中、、為模型回歸參數(shù)。
本文采用均方根誤差(RMSE)、平均相對(duì)誤差(MRE)和決定系數(shù)(2)對(duì)模型的模擬效果進(jìn)行評(píng)價(jià)。
利用Excel 2010進(jìn)行數(shù)據(jù)整理,SPSS 20.0進(jìn)行數(shù)據(jù)的統(tǒng)計(jì)和方差分析,并用Surfer 15.0進(jìn)行網(wǎng)格化處理,制作等值線圖。
2019和2020年生育期內(nèi)灌溉量相同,但2020年玉米生育期內(nèi)的降雨量(151 mm)遠(yuǎn)高于2019年降雨量(64.9 mm),這是由于2020年階段性降雨次數(shù)增加,特別是在2020年7月和8月(圖1b)。此時(shí)玉米處于灌漿期,因此,2020年不同殘膜處理的根長(zhǎng)密度大于2019年。玉米根系在灌漿期根系高度發(fā)達(dá),故選取2019和2020年灌漿期根系的根長(zhǎng)密度分布進(jìn)行分析(圖3),發(fā)現(xiàn)殘膜造成玉米根系水平分布的密集范圍縮小,且縮小程度隨著殘膜量的增加而增大,在主根區(qū)(–10,10),與CK處理相比,T1、T2、T3和T4殘膜處理的根長(zhǎng)密度2 a平均分別減小8.89%、27.78%、49.44%和55.35%;對(duì)于側(cè)根區(qū)((–20,10),(10,20)),T1、T2、T3和T4殘膜處理的根長(zhǎng)密度分別減小15.57%、75.98%、80.12%和85.25%。分析發(fā)現(xiàn)殘膜對(duì)側(cè)根區(qū)的根系生長(zhǎng)影響顯著(<0.05),當(dāng)殘膜量達(dá)到300 kg/hm2(T2)時(shí),根長(zhǎng)密度出現(xiàn)突降現(xiàn)象,而隨著土壤中殘膜量繼續(xù)增加,不再出現(xiàn)類似 T2處理的突降現(xiàn)象,而是呈現(xiàn)明顯的階梯式下降趨勢(shì),可見(jiàn)殘膜量的增加對(duì)水平方向上根系生長(zhǎng)的影響并不是絕對(duì)的線性關(guān)系。玉米根系垂直分布在0~30 cm土層受殘膜影響大于30~80 cm土層(圖3)。0~30 cm土層,T1、T2、T3和T4殘膜處理的根長(zhǎng)密度較CK處理2 a平均分別減小9.06%、28.28%、50.02%和55.90%;30~80 cm土層,T1、T2、T3和T4殘膜處理較CK處理2 a平均分別減小7.89%、25.20%、46.31%和52.39%??梢?jiàn),當(dāng)殘膜量從300 kg/hm2(T2)增加為450 kg/hm2(T3)時(shí),根長(zhǎng)密度的下降幅度明顯增加,而殘膜量繼續(xù)增加到600 kg/hm2(T4),根長(zhǎng)密度下降趨勢(shì)則有所減緩。
為了明確殘膜對(duì)不同徑級(jí)根系的影響,本研究中將根系直徑()分成極細(xì)根(≤ 0.5 mm)、細(xì)根(0.5 mm<≤2 mm)和粗根(>2 mm)3類。并分別計(jì)算了拔節(jié)期、抽雄期、灌漿期和成熟期不同殘膜量下不同根徑的根長(zhǎng)密度占總根徑的比例變化。從圖4中可以看出,在2019和2020年的不同生育期內(nèi),粗根比例隨殘膜量增加均呈現(xiàn)下降趨勢(shì),T1、T2、T3和T4處理的2 a粗根比例較CK處理平均下降29.25%,不同殘膜量處理間差異顯著(<0.05);總體上,直徑小于2 mm的細(xì)根比例隨殘膜量增加而增大,殘膜處理較CK處理平均增加4.80%,其中T3和T4處理分別增加7.24%和8.65%,出現(xiàn)顯著差異(<0.05)。極細(xì)根比例在不同生育期影響有所不同,拔節(jié)期和成熟期,殘膜會(huì)減小極細(xì)根比例,殘膜量越大,極細(xì)根比例降幅越大,T1、T2、T3和T4處理較CK處理分別平均下降3.74%、4.87%、7.47%和8.50%;抽雄期和灌漿期,殘膜會(huì)略微增加極細(xì)根比例,且在殘膜量達(dá)到450 kg/hm2(T3)時(shí),極細(xì)根比例增幅最大,高出CK處理5.80%,而殘膜量繼續(xù)增加到600 kg/hm2(T4),極細(xì)根比例僅高出CK處理4.73%,說(shuō)明殘膜對(duì)極細(xì)根的正面效應(yīng)并未表現(xiàn)為殘膜量越大越明顯。不同生育期殘膜對(duì)極細(xì)根的影響不同是由于拔節(jié)期根系對(duì)殘膜的穿透力和抗逆性較低,而成熟期殘膜阻礙極細(xì)根對(duì)水分和養(yǎng)分的吸收,根系會(huì)出現(xiàn)早衰,從而降低了極細(xì)根比例;反觀抽雄期和灌漿期,這兩個(gè)生育期是根系生長(zhǎng)較為發(fā)達(dá)的時(shí)期,此時(shí)根系對(duì)殘膜負(fù)面效應(yīng)的抗逆性增強(qiáng),且在一定殘膜量閾值區(qū)間會(huì)產(chǎn)生不同程度的適應(yīng)性反應(yīng),故增加了極細(xì)根比例。
本研究中不同生育期根系生長(zhǎng)深度不一致,通過(guò)歸一化處理,得到標(biāo)準(zhǔn)化根系深度(Z)和相對(duì)根長(zhǎng)密度(Normalized Root Length Density,NRLD)(表2),通過(guò)對(duì)4個(gè)生育期(拔節(jié)、抽雄、灌漿和成熟期)NRLD 平均值(MN)、標(biāo)準(zhǔn)差(SD)和變異系數(shù)(CV)3個(gè)指標(biāo)各自的平均值分析發(fā)現(xiàn),隨著殘膜量的增加,MN呈現(xiàn)下降趨勢(shì),而SD和CV 2個(gè)指標(biāo)則隨殘膜量增加而增大。不同殘膜量水平下,不同生育期MN均隨著取樣深度的增加呈現(xiàn)遞減趨勢(shì)。此外,各處理在根區(qū)下半部分(土層深度≥30 cm)的CV均較大,不同生育期位置有所不同,拔節(jié)期(Z≥0.67)、抽雄期(Z≥0.57)、灌漿期和成熟期(Z≥0.50),不同生育期不同處理的CV變化范圍在0.22~2.08間。造成這種現(xiàn)象可能是由于隨著取樣深度的增加,根系以細(xì)根為主,且越靠近最大扎根深度,根系越少,取樣精度有所降低,產(chǎn)生了較大誤差。但由于玉米根系主要分布上部土層,同時(shí)本研究中殘膜埋設(shè)土層為0~30 cm,所以可以適當(dāng)忽略下層根系的變異性??傮w上,垂直方向上NRLD的變化規(guī)律可以描述不同殘膜量下根系分布特征。
采用式(4)對(duì)2019年不同殘膜量玉米實(shí)測(cè)相對(duì)根長(zhǎng)密度(NRLD)值進(jìn)行回歸擬合,得到不同殘膜量處理各自的NRLD分布模型,然而通過(guò)表2可以發(fā)現(xiàn)當(dāng)Z=1(最大扎根深度)時(shí)并不能保證NRLD為0,降低了模型精度,且不同殘膜量處理各自擬合的二階函數(shù)并不具有普遍性,基于這兩點(diǎn)考慮,本文引入殘膜量(C),將不同殘膜量間的NRLD值建立指數(shù)函數(shù)關(guān)系,并以無(wú)殘膜處理(CK)的二階擬合函數(shù)為基準(zhǔn),增加歸0項(xiàng)(1-Z),建立適用于不同殘膜量條件下玉米主要生育期的相對(duì)根長(zhǎng)密度(Residual Plastic Film-Normalized Root Length Density,RPF-NRLD)分布模型(表3)。從表3 可以看出,玉米總徑級(jí)和不同徑級(jí)相對(duì)根長(zhǎng)密度分布模型的決定系數(shù)(2)均大于0.90,MRE在10.01%~38.05%之間,RMSE在0.224~0.347之間,擬合效果較好,能夠準(zhǔn)確描述農(nóng)膜殘留條件下玉米NRLD分布。
圖4 不同殘膜量下玉米不同徑級(jí)根系分配比例
表2 2019年不同殘膜量(RPF)下玉米相對(duì)取樣深度(Zr)處實(shí)測(cè)相對(duì)根長(zhǎng)密度(NRLD)
注:MN,SD,CV分別表示平均值,標(biāo)準(zhǔn)差和變異系數(shù)。下同。
Note: MN, SD and CV represent mean value, standard deviation, and coefficient of variation, respectively. The same below.
表3 不同徑級(jí)根系RPF-NRLD分布模型的模擬及驗(yàn)證
以2020年灌漿期為例,將0~600 kg/hm2的殘膜量以50 kg/hm2為步長(zhǎng)值選定13個(gè)殘膜量(0、50、100、150、200、250、300、350、400、450、500、550和600 kg/hm2),通過(guò)表2中RPF-NRLD分布模型估算玉米根系的根長(zhǎng)密度分布(圖5)??傮w上,各殘膜處理的總徑級(jí)和不同徑級(jí)根系在土壤剖面上的分布規(guī)律基本一致,均可以分為3個(gè)殘膜脅迫區(qū)間,其中0~150 kg/hm2為輕度脅迫區(qū)間,50、100和150 kg/hm2處理的總徑級(jí)根長(zhǎng)密度較0 kg/hm2處理分別降低5.40%、10.14%和13.50%;200~400 kg/hm2為中度脅迫區(qū)間,降幅范圍為23.16%~41.99%;450~600 kg/hm2為重度脅迫區(qū)間,降幅范圍為50.06%~56.27%??梢园l(fā)現(xiàn),輕中度脅迫區(qū)間,根長(zhǎng)密度均呈遞減趨勢(shì),而在重度脅迫區(qū)間,雖然殘膜仍會(huì)降低根長(zhǎng)密度,但降幅縮減,說(shuō)明當(dāng)土壤中殘膜達(dá)到一定量后,繼續(xù)增加殘膜對(duì)根長(zhǎng)密度的影響將會(huì)逐漸降低。另外,殘膜對(duì)粗根根長(zhǎng)密度分布的脅迫程度大于極細(xì)根和細(xì)根的根長(zhǎng)密度分布,在輕度脅迫區(qū)間內(nèi),與0 kg/hm2處理相比,50和100 kg/hm2處理的粗根根長(zhǎng)密度分別減小5.95%和12.21%,極細(xì)根的根長(zhǎng)密度分別減小3.31%和6.59%,細(xì)根的根長(zhǎng)密度分別減小3.04%和6.06%。因此,運(yùn)用RPF-NRLD分布模型能夠描述不同殘膜量條件下總徑級(jí)根系和不同徑級(jí)根系的根長(zhǎng)密度分布,根據(jù)前文對(duì)不同徑級(jí)分配比例的分析發(fā)現(xiàn)當(dāng)殘膜量為150 kg/hm2對(duì)細(xì)根和極細(xì)根比例的影響未達(dá)到顯著水平(>0.05),說(shuō)明殘膜量≤150 kg/hm2時(shí)不會(huì)顯著降低細(xì)根和極細(xì)根比例,同時(shí)結(jié)合RPF-NRLD分布模型情景分析結(jié)果,當(dāng)殘膜量為100 kg/hm2時(shí),細(xì)根和極細(xì)根的根長(zhǎng)密度降幅保持在6%左右,細(xì)根和極細(xì)根是玉米的主要吸水根系,殘膜對(duì)細(xì)根和極細(xì)根的脅迫程度較輕,保證了根系對(duì)水分的吸收。綜合分析后得到能夠維持根系正常生長(zhǎng)的殘膜量范圍為0~100 kg/hm2。
圖5 RPF-NRLD分布模型估算2020年灌漿期玉米根長(zhǎng)密度分布
根系的生長(zhǎng)發(fā)育會(huì)受到土壤水分、養(yǎng)分以及土壤環(huán)境等因素的影響[25],土壤中存在的殘膜會(huì)改變?cè)镜耐寥拉h(huán)境,阻滯水分入滲[9],造成表層土壤鹽分積聚[26],同時(shí)殘膜還會(huì)改變土壤水分分布[27],影響根系對(duì)水肥的吸收和利用,從而減弱了玉米的光合作用,降低光合作用產(chǎn)物的積累[15],導(dǎo)致產(chǎn)量下降[17-18]。另外,殘膜柔韌性較強(qiáng),易與作物根系發(fā)生纏繞,危害根系正常生長(zhǎng)發(fā) 育[28]。前人研究發(fā)現(xiàn),根長(zhǎng)密度隨殘膜量的增加而減 小[29-30],這與本研究結(jié)果一致,0~30 cm土層,T1、T2、T3和T4殘膜處理灌漿期的根長(zhǎng)密度較CK處理2 a平均分別減小9.06%、28.28%、50.02%和55.90%,值得注意的是在本研究中,當(dāng)殘膜量為450kg/hm2(T3)時(shí),根長(zhǎng)密度顯著降低,這與李元橋等[31]研究發(fā)現(xiàn)苗期玉米根長(zhǎng)在殘膜量為360 kg/hm2時(shí)顯著降低的結(jié)果有所不同,這是因?yàn)楸狙芯恐羞x取的是玉米的灌漿期,此時(shí)玉米根系的發(fā)達(dá)程度遠(yuǎn)高于苗期,對(duì)殘膜脅迫產(chǎn)生了抵抗性,同時(shí)由于李元橋等[31]采用柱形花盆進(jìn)行室內(nèi)模擬試驗(yàn),玉米根系的生長(zhǎng)空間存在局限性,根系發(fā)達(dá)程度偏低,而本研究為田間試驗(yàn),玉米根系為自然生長(zhǎng)狀態(tài),這些因素的不同使得顯著影響作物根系生長(zhǎng)的殘膜量臨界值存在差異。另外,本研究對(duì)水平方向上根系分布的結(jié)果表明,殘膜對(duì)側(cè)根區(qū)的根系生長(zhǎng)影響較大,當(dāng)殘膜量達(dá)到300 kg/hm2(T2)時(shí),根長(zhǎng)密度出現(xiàn)突降現(xiàn)象,而隨著土壤中殘膜量繼續(xù)增加,則呈現(xiàn)明顯的階梯式下降趨勢(shì),由于玉米根系屬于須根系,在側(cè)根區(qū)的根系一般為細(xì)根,對(duì)殘膜碎片的穿透力較弱,且對(duì)殘膜的敏感程度較高,當(dāng)殘膜量閾值達(dá)到300 kg/hm2(T2)時(shí),根系生長(zhǎng)空間嚴(yán)重縮減,使根系無(wú)法正常生長(zhǎng),根長(zhǎng)密度大幅減小。
玉米不同徑級(jí)根系的作用有所不同[32],直徑小于2 mm的細(xì)根主要功能是吸收水分和養(yǎng)分[33],而大于2 mm的粗根主要功能是固定植株。本研究選取極細(xì)根、細(xì)根和粗根3種典型根系直徑,明確殘膜對(duì)不同徑級(jí)根系的影響,結(jié)果顯示粗根比例隨殘膜量增加呈現(xiàn)下降趨勢(shì),這是由于粗根主要分布在耕層(0~30 cm),而殘膜也主要分布在該土層范圍,阻礙了粗根向下生長(zhǎng),縮減了根系分布范圍,導(dǎo)致粗根在徑級(jí)分配中的比例下降。王樹(shù)鳳等[34]通過(guò)研究鹽脅迫下麻櫟根系生長(zhǎng)時(shí)也發(fā)現(xiàn)粗根長(zhǎng)度會(huì)出現(xiàn)明顯下降,說(shuō)明殘膜脅迫與鹽脅迫對(duì)植株根系生長(zhǎng)存在相似的響應(yīng)機(jī)制。另外,殘膜對(duì)細(xì)根的生長(zhǎng)具有促進(jìn)作用,總體上來(lái)說(shuō)直徑小于2 mm的細(xì)根比例隨殘膜量的增加而增大,T1、T2、T3和T4處理較CK處理分別增加1.04%、2.26%、7.24%和8.65%,這有利于補(bǔ)償殘膜脅迫下根系對(duì)水分和養(yǎng)分的吸收,使得根系在逆境環(huán)境產(chǎn)生協(xié)調(diào)機(jī)制[34],維持作物正常生長(zhǎng)。姬文琴等[35]通過(guò)研究燕麥不同徑級(jí)根系對(duì)干旱脅迫的響應(yīng)發(fā)現(xiàn)干旱脅迫下光合產(chǎn)物被更多地輸送給根系,增加了細(xì)根的長(zhǎng)度和數(shù)量,利于燕麥適應(yīng)干旱脅迫,與本研究殘膜脅迫條件下對(duì)細(xì)根的影響效應(yīng)相似。由此可見(jiàn),殘膜脅迫下,玉米不同徑級(jí)根系存在不同反饋機(jī)制,粗根比例的下降減弱了植株的抗倒伏能力,而細(xì)根比例的增加使得植株對(duì)殘膜脅迫產(chǎn)生了適應(yīng)性。
由于根系取樣工作較為繁雜,建立根系分布模型便于了解不同作物以及不同限制條件下根系的分布[22,24,36]。Wu等[21]運(yùn)用歸一化方法,將多年的實(shí)測(cè)根長(zhǎng)密度(RLD)轉(zhuǎn)換為相對(duì)根長(zhǎng)密度(NRLD),分別建立小麥、玉米、棉花和豆類的三階多項(xiàng)式函數(shù),且決定系數(shù)(2)均達(dá)0.94以上。Ning等[24]將冪、指數(shù)和多項(xiàng)式模型擬合到小麥、玉米、水稻和棉花的NRLD剖面分布,發(fā)現(xiàn)三階多項(xiàng)式模型對(duì)所有四種作物具有最低的RMSE和最高的2,較之于二者建立的玉米根系模型,本文采用的是二階多項(xiàng)式對(duì)不同殘膜量的NRLD進(jìn)行了擬合,并建立了考慮殘膜量的玉米總徑級(jí)和不同徑級(jí)相對(duì)根長(zhǎng)密度分布模型(RPF-NRLD),模型中參數(shù)、、反映玉米根系生長(zhǎng)的擬合情況(表3),本研究所構(gòu)建的參數(shù)偏小,其中總徑級(jí)根系的擬合參數(shù)為3.239,低于賈彪等[36]擬合值(為4.514),主要原因是賈彪等研究不同施氮量下玉米根系,本研究為農(nóng)膜殘留條件下的根系分布,根系生長(zhǎng)受阻,使得模型參數(shù)發(fā)生變化。但本研究模擬結(jié)果與實(shí)測(cè)值一致性非常高,如總徑級(jí)根系的2達(dá)到0.961,高于賈彪等的擬合精度(2為0.898),這是由于本研究中根系樣本最深取至80 cm,根系樣本數(shù)的增加提高了模型精度。值得注意的是,粗根的NRLD分布符合指數(shù)函數(shù)關(guān)系,且因?yàn)榇指鶅H在表層土壤中存在,NRLD數(shù)據(jù)變幅較大,降低了擬合精度,2為0.901,RMSE為0.335,MRE為35.41%。另外,運(yùn)用該模型成功估算了不同殘膜量處理在土壤剖面的RLD分布,明確了當(dāng)農(nóng)田殘膜量控制在0~100 kg/hm2范圍內(nèi),不會(huì)明顯影響根系生長(zhǎng)。這與李元橋等[31]殘膜量高于90 kg/hm2,玉米根系生長(zhǎng)指標(biāo)隨殘膜量的增加顯著降低的研究結(jié)果基本一致,因此,應(yīng)該采取適當(dāng)?shù)臍埬せ厥沾胧瑴p小殘膜污染對(duì)土壤環(huán)境和作物生長(zhǎng)的影響。
1)殘膜減小玉米根系水平分布的密集范圍,且縮小程度隨著殘膜量的增加而增大。殘膜對(duì)側(cè)根區(qū)的根系生長(zhǎng)影響較大,當(dāng)殘膜量達(dá)到300 kg/hm2(T2)時(shí),根長(zhǎng)密度出現(xiàn)突降現(xiàn)象,T1、T2、T3和T4處理的根長(zhǎng)密度較CK處理分別減小了15.57%、75.98%、80.12%和85.25%。另外,垂直方向上的玉米根系在0~30 cm土層受殘膜影響大于30~80 cm土層,且當(dāng)殘膜量達(dá)到 450 kg/hm2時(shí),玉米根系明顯受阻。
2)殘膜脅迫會(huì)減小粗根比例(>2 mm),增加玉米細(xì)根比例(≤2 mm),T1、T2、T3和T4處理的粗根比例較CK處理平均減小了29.25%,細(xì)根比例平均增加了4.80%。
3)考慮了殘膜量構(gòu)建的玉米R(shí)PF-NRLD分布模型,模擬值與實(shí)測(cè)值一致性非常高,其中2為0.961,RMSE為0.282,MRE為18.87%,能精確模擬不同殘膜量下玉米根系分布??紤]不同殘膜量和不同徑級(jí)根系的RPF-NRLD分布模型,極細(xì)根、細(xì)根和粗根的MRE分別為14.91%、14.96%和35.41%,其中極細(xì)根和細(xì)根相對(duì)根長(zhǎng)密度分布符合二次函數(shù)關(guān)系,粗根符合指數(shù)函數(shù)關(guān)系。
4)運(yùn)用RPF-NRLD分布模型估算不同殘膜量處理根長(zhǎng)密度分布,當(dāng)殘膜量為100 kg/hm2時(shí),總徑級(jí)、極細(xì)根、細(xì)根和粗根的根長(zhǎng)密度分別下降10.14%、6.59%、6.06%和12.21%,將農(nóng)田殘膜量控制在0~100 kg/hm2有利于維持根系的正常生長(zhǎng)。當(dāng)殘膜量增加為200和 450 kg/hm2,根長(zhǎng)密度顯著下降,為23.16%和50.06%。
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Response of maize root to residual plastic film and root distribution model in Hetao Irrigation District of Inner Mongolia
Hu Qi, Li Xianyue※, Shi Haibin, Chen Ning, Zhang Yuehong, Ma Hongyu
(010018)
Plastic film residues have posed a great threat to crop root growth and distribution in soil. The accumulation of agricultural wastes in the soil can also hinder the water and fertilizer migration in the farmland. Therefore, it is of great significance to clarify the effects of different Residual Plastic Film (RPF) amounts in soil on root growth and distribution. In this study, five levels of agricultural film residues were set at the Jiuzhuang Agricultural Comprehensive Water-Saving Experimental Station in Hetao Irrigation District from 2019 to 2020, including the control group, CK (0 kg/hm2), T1 (150 kg/hm2, plastic film covering for about 18 years), T2 (300 kg/hm2, plastic film covering for about 45 years), T3 (450 kg/hm2, plastic film covering for about 72 years), and T4 (600 kg/hm2, plastic film covering for about 100 years). A systematic investigation was also made on the effects of various RPF amounts on the Root Length Density (RLD) and the distribution of diameter classes for the maize roots. The RPF amount was then introduced to establish a root distribution model suitable for the farmland with the agricultural film residues. The results showed that the RPF effectively reduced the dense range of maize roots in the horizontal distribution, where the degree of reduction increased with the increase of RPF. The distribution of roots in the horizontal direction was divided into the main and the lateral root zone. The effect of RPF on the root system in the lateral root zone was greater than that in the main root zone, indicating a significant indigenous level (<0.05). Specifically, the RLD decreased sharply, when the RPF amount was 300 kg/hm2(T2), 75.98% lower than that in the 0 kg/hm2(CK) treatment. In the vertical distribution, the root system showed a significant downward trend with the increase of RPF. The maize root system was more affected by the RPF in the 0-30 cm soil layer than in the 30-80 cm soil layer. Furthermore, the RLD decreased by 50.02%, when the RPF reached 450 kg/hm2. In addition, the RPF treatment reduced the coarse root ratio of maize (>2 mm), decreased by 29.25% on average. The proportion of fine roots (≤2 mm) increased, with an average increase of 4.80%. A relative root length density (RPF-NRLD, Residual Plastic Film-Normalized Root Length Density) distribution model considering the RPF content presented a higher accuracy, in which the determination coefficient (2) was 0.961, the Root Mean Square Error (RMSE) was 0.282, and the Mean Relative Error (MRE) was 18.87%, thereby to accurately simulate the distribution of maize roots under different residual film amounts. Meanwhile, the RPF-NRLD distribution model was also considered the different diameter classes of roots. Specifically, the simulated values for very fine roots and fine roots of maize were highly consistent with the measured values, where the MRE of 14.91% and 14.96%, respectively, and the MRE of very coarse roots of 35.41%. Correspondingly, the relative root length density distribution of very fine roots (≤0.5 mm) and fine roots (0.5 mm<≤2 mm) followed the quadratic function, whereas, the coarse roots followed the exponential function. A field experiment was also conducted to verify the RPF-NRLD distribution model. It was found that the root system maintained normal growth, especially the very fine root and fine root, when the amount of RPF in the farmland was controlled in the range of 0-100 kg/hm2. This finding can offer a scientific significance for the numerical simulation of crop growth and decision-making in the RPF-contaminated areas.
maize; irrigation; spatial distribution; residual plastic film; roots;normalized root length density; root distribution model
10.11975/j.issn.1002-6819.2021.21.017
S15;S275
A
1002-6819(2021)-21-0143-10
胡琦,李仙岳,史海濱,等. 河套灌區(qū)玉米根系對(duì)殘膜的響應(yīng)及根系分布模型[J]. 農(nóng)業(yè)工程學(xué)報(bào),2021,37(21):143-152.doi:10.11975/j.issn.1002-6819.2021.21.017 http://www.tcsae.org
Hu Qi, Li Xianyue, Shi Haibin, et al. Response of maize root to residual plastic film and root distribution model in Hetao Irrigation District of Inner Mongolia[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2021, 37(21): 143-152. (in Chinese with English abstract) doi:10.11975/j.issn.1002-6819.2021.21.017 http://www.tcsae.org
2021-07-23
2021-10-20
國(guó)家自然科學(xué)基金(51669020,51469022,51539005);內(nèi)蒙古自然科學(xué)基金(2016JQ06)
胡琦,博士生,研究方向?yàn)檗r(nóng)業(yè)生態(tài)環(huán)境效應(yīng)。Email:593802524@qq.com
李仙岳,教授,博士生導(dǎo)師,研究方向?yàn)檗r(nóng)業(yè)生態(tài)環(huán)境效應(yīng)研究。Email:lixianyue80@126.com