Activities per year
Abstract
This work covers two types of sensors: MEMS-based (Micro Electro Mechanical Systems) anemometers and CMOS-based (Complementary Metal Oxide Semiconductor) anemometers. The MEMS process allows for material and geometric freedom in sensor design, while the CMOS process allows for industrial scale fabrication with almost perfect yield and integrated electronics. Both sensors were used as calorimetric anemometers and are able to measure wind in the 0.01 m s−1 to 9.7 m s−1 range with low power actuation (20-150 mW).
To interpret the complex sensing outputs, multi-parameter measurement techniques were applied. The simultaneous sensor outputs were used to train machine learning models in order to separate the cross-correlated data. This led to an improved wind speed measurement range and increased accuracy, while allowing for additional parameters such as angle of attack and humidity to be measured.
The industrially fabricated CMOS-based anemometers achieve state-of-the-art wind speed measurements, while determining additional parameters such as the direction of the wind and the humidity of the air, despite being the smallest of their kind (2.2×10−2 mm2). The straightforward MEMS process, and the industrial CMOS process, make both sensor types cost-effective and scalable. In this thesis it is shown that the technology and driving forces behind Moore’s law, can be used in the world of Microanemometry to achieve Mo(o)re with less.
| Original language | English |
|---|---|
| Qualification | Doctor of Philosophy |
| Awarding Institution |
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| Supervisors/Advisors |
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| Award date | 14 Aug 2026 |
| Place of Publication | Enschede |
| Edition | 1 |
| Publisher | |
| Print ISBNs | 978-90-365-7325-2 |
| Electronic ISBNs | 978-90-365-7326-9 |
| DOIs | |
| Publication status | Published - 14 Aug 2026 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 9 Industry, Innovation, and Infrastructure
Keywords
- Thermal
- CMOS
- MEMS
- Flow Sensor
- Machine Learning (ML)
- Microfabrication
- Wind Speed
- Wind Direction
- Humidity
- Hot-Wire
- Calorimetric
Fingerprint
Dive into the research topics of 'Microanemometry: Mo(o)re or Less'. Together they form a unique fingerprint.Activities
- 3 Oral presentation
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A Machine Learning Enhanced MEMS Thermal Anemometer for Detection of Flow, Angle of Attack, and Relative Humidity
Hackett, T. (Speaker), Choi, J. Y. (Contributor), Sanders, R. G. P. (Contributor), van den Berg, T. E. (Contributor), Alveringh, D. (Contributor) & Schmitz, J. (Contributor)
23 Oct 2024Activity: Talk or presentation › Oral presentation
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Design Parameter Comparison for a Silicon-based Directional Low Drift Thermal Anemometer for Horticultural Applications
Hackett, T. (Speaker), Sanders, R. G. P. (Contributor), Alveringh, D. (Contributor) & Schmitz, J. (Contributor)
19 Sept 2024Activity: Talk or presentation › Oral presentation
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Designing CMOS chips without semiconductors to make MEMS chips without mechanics
Hackett, T. (Speaker), Alveringh, D. (Contributor) & Schmitz, J. (Contributor)
27 Jun 2024 → 28 Jun 2024Activity: Talk or presentation › Oral presentation
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A Dual-Mode Anemometer Fabricated in 65-nm CMOS BEOL Without Postprocessing
Hackett, T. L., Sanders, R. G. P., Alveringh, D. & Schmitz, J., Jan 2026, In: IEEE Sensors Letters. 10, 1, p. 1-4 4 p., 2500304.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile7 Downloads (Pure) -
Applying Machine Learning to a 1D CMOS-MEMS Anemometer for Angle Detection and Range Extension
Holm, L., Hackett, T. L., Schmitz, J., Wiegerink, R. J., Lötters, J. C. & Alveringh, D., Oct 2025, In: IEEE Sensors Letters. 9, 10, 4 p., 6010904.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile1 Link opens in a new tab Citation (Scopus)19 Downloads (Pure) -
A Silicon-Based Combined Hot-Element and Calorimetric Anemometer
Hackett, T. L., Veltkamp, H.-W., Sanders, R. G. P., van den Berg, T. E., Alveringh, D. & Schmitz, J., 1 Jul 2025, In: IEEE sensors journal. 25, 13, p. 23645-23652 8 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile1 Link opens in a new tab Citation (Scopus)73 Downloads (Pure)
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