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Measurement of Atmospheric Icing and Droplets
Mittuniversitetet, Fakulteten för naturvetenskap, teknik och medier, Institutionen för elektronikkonstruktion.ORCID-id: 0000-0002-5324-002x
Mittuniversitetet, Fakulteten för naturvetenskap, teknik och medier, Institutionen för elektronikkonstruktion.
2020 (Engelska)Ingår i: IEEE Transactions on Instrumentation and Measurement, ISSN 0018-9456, E-ISSN 1557-9662, Vol. 69, nr 8, s. 5799-5809Artikel i tidskrift (Refereegranskat) Published
Hållbar utveckling
Hållbar utveckling
Abstract [en]

Icing conditions including atmospheric Liquid Water Content (LWC) and size distribution of droplets were recorded close to the top of Mt. Åreskutan, 1260 m a.s.l., Sweden, a place known for frequent severe icing. The findings are comparatively analysed. Combitech IceMonitor was used to measure the ice load, and HoloOptics T41 was used to measure the atmospheric icing rate. A method to translate the digital output from HoloOptics T41 to a value between 0 and 100 is described and used. Two instruments were used for measuring LWC and the Median Volume Diameter (MVD). We created a model of icing intensity based on the K-Nearest neighbour (KNN) using wind speed, LWC, and MVD as input. The result indicates that more learning data decreases the error. An heuristic model of erosion/ablation was added to simulate the ice load and the result was compared with the standard Makkonen ice load model. The Makkonen model is suitable for estimating the ice load using a 1-hour temporal resolution. With a 1-minute temporal resolution, the erosion/ablation needs to be modelled and included. Our observations show that conditions can alternate between icing and erosion/ablation within one minute during an icing event.

Ort, förlag, år, upplaga, sidor
2020. Vol. 69, nr 8, s. 5799-5809
Nyckelord [en]
Atmospheric measurements, instrumentation and measurement, imaging, ice, meteorology, weather forecasting
Nationell ämneskategori
Elektroteknik och elektronik Annan elektroteknik och elektronik
Identifikatorer
URN: urn:nbn:se:miun:diva-37641DOI: 10.1109/TIM.2020.2966313ISI: 000544124500051Scopus ID: 2-s2.0-85087461587OAI: oai:DiVA.org:miun-37641DiVA, id: diva2:1368496
Tillgänglig från: 2019-11-07 Skapad: 2019-11-07 Senast uppdaterad: 2025-09-25Bibliografiskt granskad
Ingår i avhandling
1. Development and Test of an Imaging Instrument for Measurement of Water Droplets in Icing Conditions
Öppna denna publikation i ny flik eller fönster >>Development and Test of an Imaging Instrument for Measurement of Water Droplets in Icing Conditions
2019 (Engelska)Doktorsavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

Structural icing is a persistent challenge for the production of renewable energy from wind. It is mainly caused by supercooled atmospheric droplets of water, which are very common in cold climates. In the most exposed wind parks in Sweden, more than 10 per cent of annual energy production can be lost. Some properties of liquid water are included in current Numerical Weather Prediction (NWP) models and are used as input parameters for the estimation of icing, but they are rarely measured in-situ for verification or validation.

To address this problem, a new instrument was developed.This compilation thesis is a collection of five articles describing the development, testing and verification of this instrument. Finally, icing and ice loads are measured and compared with a standard model and a model using Artificial Intelligence (AI) and empirical data.

The new instrument, called Droplet Imaging Instrument(DII), is based on shadowgraph imaging using Light Emitting Diode (LED) light as background illumination and digital image processing. The components were selected with the possibility of low-cost volume production in mind. The applications of a commercial instrument based on this technique include, forexample, real-time in-situ icing condition measurements and assimilation and verification of data in NWP models. The instrument, alongside a reference instrument, was tested in two locations with different icing conditions. Shadowgraph imaging and its limitations as a measurement method for droplet size and concentration were investigated.

The work presented shows that measurements of the size and concentration of water droplets using shadowgraph images can be used for the comparison and validation of NWP models and other instruments. The Coefficient of Variation (CV) for a given value of the concentration is lower than 1.6 % for droplets 25 µm in diameter, based on uncertainty in the size measurement only. The accuracy of the sampling volume can be improved by measuring the background light intensity in the position of the measured droplet.

A fog chamber was used for initial tests. However, to evaluate models of ice accumulation, in-situ measurements are necessary. These measurements should use a temporal resolution of at least one sample per minute, preferably higher. With alimited amount of data, multivariate data analysis can be used to estimate the level of ice accretion. Together with a heuristic model of erosion/ablation, the resulting figures can be used to simulate the ice load.

All of the instruments, as well as many other components used during the described field measurements, did at some point break due to the difficult weather conditions. An instrument for measurement of icing conditions needs to be designed with high environmental protection and endurance. The results in the attached papers may help and motivate further technical development of instruments that can measure atmospheric liquid water in icing conditions.

Ort, förlag, år, upplaga, sidor
Sundsvall: Mid Sweden University, 2019. s. 68
Serie
Mid Sweden University doctoral thesis, ISSN 1652-893X ; 306
Nyckelord
Icing measurements, field study, shadowgraph imaging, edge detection, LWC, MVD.
Nationell ämneskategori
Annan elektroteknik och elektronik
Identifikatorer
urn:nbn:se:miun:diva-37639 (URN)978-91-88947-22-2 (ISBN)
Disputation
2019-12-05, C326, Holmgatan 10, Sundsvall, 10:00 (Engelska)
Opponent
Handledare
Anmärkning

Vid tidpunkten för disputationen var följande delarbete opublicerat: delarbete 5 (accepterat).

At the time of the doctoral defence the following paper was unpublished: paper 5 (accepted). 

Tillgänglig från: 2019-11-07 Skapad: 2019-11-07 Senast uppdaterad: 2025-09-25Bibliografiskt granskad

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