Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis
A thorough and reliable assessment of changes in sea surface water temperatures (SSWTs) is essential for understanding the effects of global warming on long-term trends in marine ecosystems and their communities. The first long-term temperature measurements were established almost a century ago, esp...
Published in: | Frontiers in Marine Science |
---|---|
Main Authors: | , , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Frontiers Media S.A.
2021
|
Subjects: | |
Online Access: | https://doi.org/10.3389/fmars.2021.770977 https://doaj.org/article/1cd0abdc6d15476e8a0050112a96b46e |
id |
ftdoajarticles:oai:doaj.org/article:1cd0abdc6d15476e8a0050112a96b46e |
---|---|
record_format |
openpolar |
spelling |
ftdoajarticles:oai:doaj.org/article:1cd0abdc6d15476e8a0050112a96b46e 2023-05-15T15:02:18+02:00 Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis Philipp Fischer Peter Dietrich Eric P. Achterberg Norbert Anselm Holger Brix Ingeborg Bussmann Laura Eickelmann Götz Flöser Madlen Friedrich Hendrik Rust Claudia Schütze Uta Koedel 2021-12-01T00:00:00Z https://doi.org/10.3389/fmars.2021.770977 https://doaj.org/article/1cd0abdc6d15476e8a0050112a96b46e EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fmars.2021.770977/full https://doaj.org/toc/2296-7745 2296-7745 doi:10.3389/fmars.2021.770977 https://doaj.org/article/1cd0abdc6d15476e8a0050112a96b46e Frontiers in Marine Science, Vol 8 (2021) precision accuracy sensor selection sampling scheme environmental monitoring Kongsfjorden Science Q General. Including nature conservation geographical distribution QH1-199.5 article 2021 ftdoajarticles https://doi.org/10.3389/fmars.2021.770977 2022-12-31T15:40:11Z A thorough and reliable assessment of changes in sea surface water temperatures (SSWTs) is essential for understanding the effects of global warming on long-term trends in marine ecosystems and their communities. The first long-term temperature measurements were established almost a century ago, especially in coastal areas, and some of them are still in operation. However, while in earlier times these measurements were done by hand every day, current environmental long-term observation stations (ELTOS) are often fully automated and integrated in cabled underwater observatories (UWOs). With this new technology, year-round measurements became feasible even in remote or difficult to access areas, such as coastal areas of the Arctic Ocean in winter, where measurements were almost impossible just a decade ago. In this context, there is a question over what extent the sampling frequency and accuracy influence results in long-term monitoring approaches. In this paper, we address this with a combination of lab experiments on sensor accuracy and precision and a simulated sampling program with different sampling frequencies based on a continuous water temperature dataset from Svalbard, Arctic, from 2012 to 2017. Our laboratory experiments showed that temperature measurements with 12 different temperature sensor types at different price ranges all provided measurements accurate enough to resolve temperature changes over years on a level discussed in the literature when addressing climate change effects in coastal waters. However, the experiments also revealed that some sensors are more suitable for measuring absolute temperature changes over time, while others are more suitable for determining relative temperature changes. Our simulated sampling program in Svalbard coastal waters over 5 years revealed that the selection of a proper sampling frequency is most relevant for discriminating significant long-term temperature changes from random daily, seasonal, or interannual fluctuations. While hourly and daily sampling could ... Article in Journal/Newspaper Arctic Arctic Ocean Climate change Global warming Kongsfjord* Kongsfjorden Svalbard Directory of Open Access Journals: DOAJ Articles Arctic Arctic Ocean Svalbard Frontiers in Marine Science 8 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
precision accuracy sensor selection sampling scheme environmental monitoring Kongsfjorden Science Q General. Including nature conservation geographical distribution QH1-199.5 |
spellingShingle |
precision accuracy sensor selection sampling scheme environmental monitoring Kongsfjorden Science Q General. Including nature conservation geographical distribution QH1-199.5 Philipp Fischer Peter Dietrich Eric P. Achterberg Norbert Anselm Holger Brix Ingeborg Bussmann Laura Eickelmann Götz Flöser Madlen Friedrich Hendrik Rust Claudia Schütze Uta Koedel Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis |
topic_facet |
precision accuracy sensor selection sampling scheme environmental monitoring Kongsfjorden Science Q General. Including nature conservation geographical distribution QH1-199.5 |
description |
A thorough and reliable assessment of changes in sea surface water temperatures (SSWTs) is essential for understanding the effects of global warming on long-term trends in marine ecosystems and their communities. The first long-term temperature measurements were established almost a century ago, especially in coastal areas, and some of them are still in operation. However, while in earlier times these measurements were done by hand every day, current environmental long-term observation stations (ELTOS) are often fully automated and integrated in cabled underwater observatories (UWOs). With this new technology, year-round measurements became feasible even in remote or difficult to access areas, such as coastal areas of the Arctic Ocean in winter, where measurements were almost impossible just a decade ago. In this context, there is a question over what extent the sampling frequency and accuracy influence results in long-term monitoring approaches. In this paper, we address this with a combination of lab experiments on sensor accuracy and precision and a simulated sampling program with different sampling frequencies based on a continuous water temperature dataset from Svalbard, Arctic, from 2012 to 2017. Our laboratory experiments showed that temperature measurements with 12 different temperature sensor types at different price ranges all provided measurements accurate enough to resolve temperature changes over years on a level discussed in the literature when addressing climate change effects in coastal waters. However, the experiments also revealed that some sensors are more suitable for measuring absolute temperature changes over time, while others are more suitable for determining relative temperature changes. Our simulated sampling program in Svalbard coastal waters over 5 years revealed that the selection of a proper sampling frequency is most relevant for discriminating significant long-term temperature changes from random daily, seasonal, or interannual fluctuations. While hourly and daily sampling could ... |
format |
Article in Journal/Newspaper |
author |
Philipp Fischer Peter Dietrich Eric P. Achterberg Norbert Anselm Holger Brix Ingeborg Bussmann Laura Eickelmann Götz Flöser Madlen Friedrich Hendrik Rust Claudia Schütze Uta Koedel |
author_facet |
Philipp Fischer Peter Dietrich Eric P. Achterberg Norbert Anselm Holger Brix Ingeborg Bussmann Laura Eickelmann Götz Flöser Madlen Friedrich Hendrik Rust Claudia Schütze Uta Koedel |
author_sort |
Philipp Fischer |
title |
Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis |
title_short |
Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis |
title_full |
Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis |
title_fullStr |
Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis |
title_full_unstemmed |
Effects of Measuring Devices and Sampling Strategies on the Interpretation of Monitoring Data for Long-Term Trend Analysis |
title_sort |
effects of measuring devices and sampling strategies on the interpretation of monitoring data for long-term trend analysis |
publisher |
Frontiers Media S.A. |
publishDate |
2021 |
url |
https://doi.org/10.3389/fmars.2021.770977 https://doaj.org/article/1cd0abdc6d15476e8a0050112a96b46e |
geographic |
Arctic Arctic Ocean Svalbard |
geographic_facet |
Arctic Arctic Ocean Svalbard |
genre |
Arctic Arctic Ocean Climate change Global warming Kongsfjord* Kongsfjorden Svalbard |
genre_facet |
Arctic Arctic Ocean Climate change Global warming Kongsfjord* Kongsfjorden Svalbard |
op_source |
Frontiers in Marine Science, Vol 8 (2021) |
op_relation |
https://www.frontiersin.org/articles/10.3389/fmars.2021.770977/full https://doaj.org/toc/2296-7745 2296-7745 doi:10.3389/fmars.2021.770977 https://doaj.org/article/1cd0abdc6d15476e8a0050112a96b46e |
op_doi |
https://doi.org/10.3389/fmars.2021.770977 |
container_title |
Frontiers in Marine Science |
container_volume |
8 |
_version_ |
1766334277104959488 |