Development of a model to reproduce observed suspended sediment distributions in the southern North Sea using Principal Component Analysis and Multiple Linear Regression

沉淀 沉积物 河口 腐蚀 主成分分析 微粒 地质学 环境科学 海洋学 色散(光学) 水文学(农业) 地貌学 统计 环境工程 生态学 数学 物理 岩土工程 光学 生物
作者
J. McManus,D. Prandle
出处
期刊:Continental Shelf Research [Elsevier]
卷期号:17 (7): 761-778 被引量:42
标识
DOI:10.1016/s0278-4343(96)00057-x
摘要

As part of the NERC North Sea Project (1987–1992), concentrations of fine suspended particulate matter were determined at over 100 locations on 15 monthly survey cruises. Each of these monthly data sets were interpolated to provide continuous “synoptic” representations over the southern North Sea (south of 56°N). Here, statistical techniques are used in conjunction with numerical model simulations to interpret these data. Principal Component Analysis is performed on these monthly series of observations to locate statistically significant sources and sinks of suspended particulate matter. This analysis reveals the month-to-month variability of a primary source, accounting for around 80% of the total variation in the observations, and located in the vicinity of The Wash estuary and adjacent coast. A numerical dispersion model is then developed to simulate the erosion, settling and transport of fine suspended sediment from this source. The formulations and associated coefficients used to describe re-erosion and settling rates are then fine-tuned by comparison with observations. In the second part of this study, the sediment model developed is used to simulate dispersion from discrete sources. Thence a Multiple Linear Regression technique, as described by McManus and Prandle (1994) (in Marine Pollution Bulletin28, 451–455), is used to fit these modelled dispersion patterns to the original observations to determine rates of sediment supply from these discrete sources. This technique reveals that (i) riverine sources are not statistically significant and (ii) the East Anglian sources are small in magnitude compared with the Dover Strait and northern North Sea sources. Further analysis explains this apparent contradiction with the first part of the study by illustrating how the longer effective flushing times of the two coastal sources amplifies their net contribution to the suspended particulate matter distribution in the southern North Sea. Estimates of mean annual supply from the statistically significant sources (in 106 t) are Dover Strait, 44.4, northern North Sea, 41.7, The Wash, 3.2, and Suffolk Coast, 0.7. Comparable estimates published in the 1993 North Sea Quality Status Report (North Sea Task Force, Olsen and Olsen, Denmark) are generally in reasonable agreement. Likewise, both the location and rates of supply from the sources determined in this study are in broad agreement with the earlier estimates of McCave (1987) (in Journal of the Geological Society144, 149–152). Thus, the success achieved provides encouragement towards the goal of developing robust suspended sediment models of shelf seas.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
魔山西红柿完成签到,获得积分10
1秒前
e394282438完成签到,获得积分10
1秒前
甜心妮发布了新的文献求助10
2秒前
3秒前
科研通AI2S应助逢场作戱__采纳,获得20
3秒前
zzzzz完成签到,获得积分10
4秒前
5秒前
5秒前
唯梦完成签到 ,获得积分10
5秒前
BYN完成签到 ,获得积分10
5秒前
tuzi完成签到,获得积分10
6秒前
王汐完成签到,获得积分10
7秒前
积极的忆曼完成签到,获得积分10
7秒前
滋达不溜完成签到,获得积分10
8秒前
二个虎牙完成签到,获得积分10
8秒前
nmm完成签到,获得积分10
9秒前
支雨泽发布了新的文献求助10
9秒前
qianci2009完成签到,获得积分10
10秒前
xy完成签到 ,获得积分10
10秒前
竹得风完成签到 ,获得积分10
11秒前
宋十一完成签到,获得积分10
12秒前
慕冰蝶发布了新的文献求助10
12秒前
马铃薯完成签到,获得积分10
12秒前
张张张xxx完成签到,获得积分10
12秒前
homeworkk完成签到,获得积分10
13秒前
14秒前
Henry完成签到,获得积分10
15秒前
甜心妮完成签到,获得积分10
15秒前
111完成签到,获得积分10
16秒前
乃惜完成签到,获得积分10
17秒前
小羊完成签到,获得积分10
17秒前
稳重岩完成签到 ,获得积分10
19秒前
卓一曲完成签到,获得积分10
19秒前
xixi完成签到 ,获得积分10
20秒前
阳光的山雁完成签到,获得积分10
20秒前
qingxinhuo完成签到 ,获得积分10
20秒前
努力的宝汁完成签到 ,获得积分10
21秒前
独特乘云完成签到,获得积分10
21秒前
XIEMIN发布了新的文献求助10
21秒前
所所应助小羊采纳,获得10
22秒前
高分求助中
The Young builders of New china : the visit of the delegation of the WFDY to the Chinese People's Republic 1000
юрские динозавры восточного забайкалья 800
English Wealden Fossils 700
Chen Hansheng: China’s Last Romantic Revolutionary 500
宽禁带半导体紫外光电探测器 388
Case Research: The Case Writing Process 300
Global Geological Record of Lake Basins 300
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3142849
求助须知:如何正确求助?哪些是违规求助? 2793788
关于积分的说明 7807511
捐赠科研通 2450069
什么是DOI,文献DOI怎么找? 1303637
科研通“疑难数据库(出版商)”最低求助积分说明 627016
版权声明 601350