Pd- and Pt-based nanomaterials for hydrogen sensing in complex environments: the role of composition, morphology and defects
Doctoral thesis, 2026

In many technological applications of hydrogen gas (H2), H2 interacts with different forms of metals. H2 sensors are one example, where irrespective of the sensing principle, Pd, Pt and their alloys often constitute the active sensing material. While reasonably well characterized for bulk systems, e.g. macroscopic films, the interaction of H2 with nanoparticle alloys, which in this thesis generally are in the form of disks with a diameter of 100 nm, remains a widely uncharted territory. Especially in chemically complex environments that include species like O2, H2O, CO and NOX.

In this thesis, the hydrogen sorption characteristics and morphological evolution of neat Pd, Pt, and more than 70 alloy combinations of the two, both at the single nanoparticle and at the ensemble level are investigated. To do so, we have developed a new nanolithography fabrication method, that is combined with plasmonic nanospectroscopy, dark-field nanomicroscopy and electron microscopy and spectroscopy.

First, we find a strong intrinsic link between the evolution of hydrogen sorption kinetics and single-particle specific defect networks. Secondly, we quantify how a few atomic percent of secondary alloyants can stabilize the structure of these particles during heavy Hcycling and consequently also stabilize the time evolution of hydrogen sorption kinetics. This is important in H2 sensor applications because it paves the way to sensors which deliver a stable response over extended operation. We also demonstrate how systematic alloy composition screening of Pd- and Pt-based alloy and hybrid nanoparticles,  together with advanced deep learning-based data analyzation, can be leveraged to achieve plasmonic H2 sensors that operate efficiently in technologically relevant, but highly challenging, environments, i.e., air with high levels of O2, CO, NOx and varying relative humidities.

nanoparticles

hydrogen

nanofabrication

multiplexing

palladium

hydride

sensor

alloy

plasmonics

platinum

defect engineering

Kollektorn, Kemivägen 9, Chalmers
Opponent: Dr. Andreas Borgschulte, EMPA, Switzerland

Author

Carl Andersson

Chalmers, Physics, Chemical Physics

Theodoridis, A., Andersson, C., Martvall, V., Colliander, W., Erhart, P., Langhammer, C. Pd-Pt Nanostructures for Deep-Learning-Augmented Plasmonic Hydrogen Sensing in Dry and Humid Air

Andersson, C., Theodoridis, A., Abbondanza, G., Fritzsche, J., Langhammer, C. Screening Transition Metal Alloys with Single Nanoparticle Resolution for the Rational Design of Plasmonic Hydrogen Sensors

Klein Moberg, H., Theodoridis, A., Andersson, C., Fritzsche, J., Nilsson, S., Langhammer, C. A Quantitative Transformer-Augmented and Virtual-Material-Multiplexed Plasmonic Hydrogen Sensor for Chemically Deactivating Humid Air Environments.

Chemical gas sensing has long been an indispensable part industry, for example in alarm systems for hazardous gases. However, most active sensing materials used in modern gas sensors are sensitive to a multitude of different gas species, leading the sensors to struggling with accurate detection of the target species in more complex gas environments. Examples of these environments include (i) human breath for medical breath analyzers, (ii) gas-phase organic compounds for tracking the freshness of food products or (iii) gas safety sensors operating in urban air. An example of the latter is hydrogen safety sensors, a key element for enabling hydrogen to achieve its full potential as a safe, green alternative to fossil fuels. Despite many different read-out technologies, most hydrogen sensors are today still based on a select few active sensing materials, all of which struggle to different degrees in realistic conditions, especially high humidity or low-quality urban air. Some of the most popular of these active sensing materials are Pd, Pt or alloys thereof. Specifically, nanoparticles of these metals / alloys are regarded as some of the most promising hydrogen sensing platforms due to their large surface-to-volume ratio and fast response times.

In this thesis, I investigate how the structure and composition of Pd and Pt-based nanomaterials influence their performance for hydrogen sensing, specifically targeted for operation in complex, realistic atmospheres. To this end, the work presented here ranges from the fabrication and study of individual alloy nanoparticles, to fully realized sensor systems which demonstrate accurate detection of hydrogen in highly challenging urban environments.

Areas of Advance

Nanoscience and Nanotechnology

Subject Categories (SSIF 2025)

Condensed Matter Physics

DOI

10.63959/chalmers.dt/5868

ISBN

978-91-8103-411-0

Doktorsavhandlingar vid Chalmers tekniska högskola. Ny serie: 5868

Publisher

Chalmers

Kollektorn, Kemivägen 9, Chalmers

Opponent: Dr. Andreas Borgschulte, EMPA, Switzerland

More information

Latest update

5/4/2026 1