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中國近海葉綠素衛(wèi)星遙感數(shù)據(jù)重構(gòu)及其時空變化特征研究

發(fā)布時間:2018-03-28 15:52

  本文選題:中國近海 切入點:葉綠素 出處:《國家海洋局第三海洋研究所》2016年碩士論文


【摘要】:海洋葉綠素濃度可作為衡量海洋浮游植物生物量和初級生產(chǎn)力的重要指示因子,因而經(jīng)常用于海洋生態(tài)特征的分析和海洋資源環(huán)境的評估工作中。近年來,隨著海洋衛(wèi)星遙感技術(shù)的快速發(fā)展,衛(wèi)星遙感資料憑借其大范圍、長時間、高頻率和成本低等優(yōu)點,從而在海洋生態(tài)研究和動態(tài)監(jiān)測應(yīng)用中占據(jù)了重要地位。然而,由于天氣、氣候等各種因素的影響,衛(wèi)星遙感數(shù)據(jù)存在有觀測數(shù)據(jù)缺失等問題,在一定程度上阻礙了其應(yīng)用。因此,采用科學(xué)合理的方法重構(gòu)葉綠素衛(wèi)星遙感數(shù)據(jù)成為當前應(yīng)用研究的迫切需要。為此,本論文進一步發(fā)展了可應(yīng)用于葉綠素衛(wèi)星遙感數(shù)據(jù)重構(gòu)的方法,完成了1998-2014年期間中國近海(東中國海和南中國海)葉綠素衛(wèi)星遙感數(shù)據(jù)的重構(gòu)工作,并據(jù)此分析了東中國海和南中國海葉綠素的時空變化特征及其與主要環(huán)境因子的關(guān)系,得到以下主要結(jié)果:(1)本文根據(jù)經(jīng)典Data Interpolating Empirical Orthogonal Function(DINEOF)的重構(gòu)方法,利用Empirical Mode Decomposition(EMD)技術(shù)可檢測異常值(噪聲)的特點,采用其可剔除原始數(shù)據(jù)中噪聲的有效方法,并引入了基于數(shù)據(jù)同化思想的二次訂正過程,形成的DINEOF-EMD的方法可對衛(wèi)星遙感數(shù)據(jù)重構(gòu)結(jié)果進一步優(yōu)化。試驗結(jié)果表明,本文發(fā)展的DINEOF-EMD方法能夠較為成功地刻畫中國近海海表葉綠素的時空變化特征,具有無需先驗參數(shù)和運算速度快等優(yōu)點,并且,重構(gòu)精度比經(jīng)典DINEOF方法提高了5%~10%等特點。(2)東中國海葉綠素的時空變化特征及其與環(huán)境因子的關(guān)系(1)葉綠素濃度的平均氣候態(tài):具有從近岸向遠海呈帶狀分布以及從近岸向遠海逐漸降低的特點。其中,長江口附近海域及渤海的葉綠素濃度較高,最高超過5.0mg/m3。(2)線性擬合結(jié)果表明,1998-2014年期間,葉綠素濃度上升了約0.136mg/m3,增加速率約為0.009mg/m3?a-1;其中,連云港沿岸、萊州灣、渤海灣北部以及黃海北部沿岸海域有增量大于2.0mg/m3的,而長江口附近海域則有明顯相反的減少趨勢。(3)葉綠素濃度在春季4月份達到2.974mg/m3的全年最高值,而在夏季7月份則達到2.560mg/m3的全年最低值。(4)葉綠素與主要海洋環(huán)境因子,如海表溫度(SST)和海表鹽度(SSS),未有簡單一致的關(guān)系;并且,兩者之間的關(guān)系隨不同季節(jié)和海域有較大的變化。其中,葉綠素與SST呈現(xiàn)正相關(guān)的海域主要為春、秋季長江口附近海域以及夏、秋季濟州島附近海域,其他海域主要為負相關(guān)關(guān)系;葉綠素與SSS呈正相關(guān)的海域主要為夏、秋季的黃海中部及東北海域,其他海域為負相關(guān)。另外,冬季,葉綠素與SST和SSS的關(guān)系在不同海域則較為凌亂。(3)南中國海葉綠素的時空變化特征及其與環(huán)境因子的關(guān)系(1)葉綠素濃度的平均氣候態(tài)特點:近岸海域高,離岸海域低,以及海盆中部島礁周圍海域相對較高的特點。(2)1998年-2014年,全海域平均葉綠素濃度總體呈略有減少的態(tài)勢,下降了約0.006mg/m3,減少速率約為0.001mg/m3?a-1;其中,瓊州海峽東側(cè)相鄰海域明顯減少,大部分海域略有降低,而北部沿岸海域則呈相反的增加。(3)全年變化的最大值出現(xiàn)在冬季1月份,約為0.647mg/m3,而最低值約為0.461mg/m3,出現(xiàn)在春季4月份;此外,夏季7、8月份出現(xiàn)全年的第二個峰值,約為0.540mg/m3。(4)與東中國海的情況略有不同,葉綠素與海表溫度(SST)主要呈現(xiàn)負相關(guān)關(guān)系,而與海表鹽度(SSS)的關(guān)系則隨著不同季節(jié)和海域有較大的變化。其中,夏季,大部分海域的葉綠素與SSS主要為負相關(guān)關(guān)系,其他季節(jié)則沒有較為明顯的一致關(guān)系。
[Abstract]:The chlorophyll concentration can be used as a factor measure marine phytoplankton biomass and an important indicator of primary productivity, which is often used in marine ecological characteristics of marine resources and environmental assessment work. In recent years, with the rapid development of marine satellite remote sensing technology, satellite remote sensing data with its large scale, long time, has the advantages of high frequency and cost so, in order to occupy an important position in the marine ecological research and dynamic monitoring applications. However, due to the weather, climate and other factors, satellite remote sensing data there are problems such as lack of data loss, hinders its application in a certain extent. Therefore, using scientific and reasonable method of satellite remote sensing data has become an urgent reconstruction of chlorophyll the current application research. Therefore, the further development of the method can be applied to satellite remote sensing chlorophyll data reconstruction, completed 1998-2 During the 014 years Chinese offshore (East Sea and South Sea China China) reconstruction of chlorophyll of satellite remote sensing data, and analyzes the temporal and spatial variations of the East Sea and South Sea China Chinese chlorophyll and its relationship with environmental factors, the main results are as follows: (1) the Data Interpolating Empirical Orthogonal Function according to the classic (DINEOF) reconstruction method, using Empirical Mode Decomposition (EMD) technique can detect outliers (noise) characteristics, using the noise elimination of the original data in the effective method, and the introduction of the two revision of the data assimilation method based on the idea of the formation of DINEOF-EMD can be further optimized for satellite remote sensing data reconstruction results. The test results show that the DINEOF-EMD method developed in this paper can successfully describe the temporal and spatial variations of sea surface chlorophyll China offshore, with no prior. The number of advantages, and fast operation and reconstruction, to improve the accuracy of 5%~10% features than the classical DINEOF method. (2) the temporal and spatial variation characteristics of chlorophyll China East Sea and its relationship with environmental factors (1) the average climatological chlorophyll concentration with zonal distribution and the characteristics of gradually decreasing from inshore to offshore from the shore to the open sea. The high chlorophyll concentration near the waters of the Yangtze River Estuary and Bohai, the highest of more than 5.0mg/m3. (2) linear regression results show that, during the 1998-2014 years, the chlorophyll concentration increased by about 0.136mg/m3, the increase rate is about 0.009mg/m3? A-1; the Lianyungang coast, the Gulf of Laizhou, the northern part of Bohai Bay and Northern the Yellow Sea coastal waters are incremental more than 2.0mg/m3, and the waters near the Yangtze River estuary is obviously opposite decreasing trend. (3) the chlorophyll concentration reached 2.974mg/m3 peak for the year in the spring of April, and in the summer of July The lowest annual 2.560mg/m3. (4) the chlorophyll and marine environmental factors such as sea surface temperature (SST) and sea surface salinity (SSS), no consistent relationship is simple; and the relationship between the two with the different seasons and sea change greatly. Among them, chlorophyll and SST are positively related to the main sea for spring, summer and autumn waters near the mouth of the Yangtze River, the waters near Jeju Island in autumn, other waters are negative correlation; chlorophyll SSS was positively correlated with the area mainly for the summer and fall in the the Yellow Sea central and northeast area, other areas are negatively correlated. In addition, in winter, the relationship between chlorophyll and SST and SSS in different area more messy. (3) the temporal and spatial variation characteristics of South Sea China chlorophyll and its relationship with environmental factors (1) characteristics of the Climatological Mean chlorophyll concentrations in coastal waters: high, low and middle basin offshore waters, the waters around the island The characteristics of relatively high. (2) 1998 -2014, the whole area average chlorophyll concentration showed a slight decrease trend, fell by about 0.006mg/m3, reduce the rate of about 0.001mg/m3? A-1; among them, the Qiongzhou Strait on the eastern side of the adjacent sea area was significantly reduced, most of the waters decreased slightly, while the northern coastal waters showed contrary (increase. 3) the maximum annual change in winter January, about 0.647mg/m3, while the minimum value is about 0.461mg/m3, in the spring of April; in addition, the summer 7,8 month throughout the year second peak, about 0.540mg/m3. (4) and the East Chinese sea is slightly different, chlorophyll and sea surface temperature (SST) mainly there is negative correlation between the sea surface salinity (SSS) and the relationship with the different seasons and sea change greatly. Among them, the summer, chlorophyll and SSS in most parts of the sea is the main negative correlation, the other seasons are not very bright A congruent relationship.

【學(xué)位授予單位】:國家海洋局第三海洋研究所
【學(xué)位級別】:碩士
【學(xué)位授予年份】:2016
【分類號】:P714.5;P715.7

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