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Simulation and Modelling of Organic Thermoelectric Materials and Devices
Linköping University, Department of Science and Technology, Laboratory of Organic Electronics. Linköping University, Faculty of Science & Engineering.ORCID iD: 0000-0003-2089-2731
2025 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

As the need for autonomous and on-site renewable power sources grows, developing efficient energy solutions for distributed sensors, wearable electronics, cooling systems, and other low-power applications has become increasingly critical. Organic thermoelectric generators (TEGs), which convert low-grade heat into electrical energy through the Seebeck effect, offer a promising solution for powering these devices. Organic TEGs possess some advantages over inorganic TEGs in the context of sustainable energy harvesting because the active materials are often solution-processable at room temperature, which enables scalable patterning and printing techniques. Furthermore, these semiconductors are typically derived from Earth-abundant, non-toxic elements, making them environmentally friendly and sustainable. Among organic semiconductors, conducting polymers, particularly PEDOT (Poly(3,4-ethylenedioxythiophene)), emerge as pivotal materials in organic TEGs due to their favorable electrical and thermal properties. Thus, a deep understanding of these polymers is essential for guiding material design and optimizing device performance. In this regard, computational methods represent an important tool in studies of organic thermoelectric materials and devices since they not only provide insights into the electronic and thermal properties of materials on atomic and molecular levels but also allow for the prediction of the device's performance without the need for extensive experimental work.

This thesis employs multi-scale computational modeling to advance the understanding and optimization of organic thermoelectric materials and devices, including: (I) Finite element method modeling to analyze and optimize the micro-TEGs, (II) Ab initio molecular dynamics simulations to investigate charge transport mechanisms in PEDOT conducting polymer, and (III) Machine learning approaches to predict and study the electronic properties of PEDOT thin films.

Part (I) presents that achieving power densities in the range of mW cm−2 at a temperature gradient of 10 K is feasible through geometrical optimization and utilizing advanced organic thermoelectric inks. Particularly, we simulated the PEDOT:PSS/BBL:PEI micro-TEGs and improved device efficiency under varying thermal gradients using COMSOL software.

In part (II), we developed a computational technique based on ab initio molecular dynamics to trace the temporal motion of charge carriers in a single PEDOT chain and in coupled chains with varying degrees of interaction. Subsequently, we used ab initio molecular dynamics to demonstrate that charge transport along the chains is band-like, while transport across chains follows a hopping-like mechanism. The calculated polaron mobility along the chains reached 4 cm2V−1s−1, providing a theoretical upper limit for thiophene-based conducting polymers. Also, we quantified the hopping rate between chains, consistent with Marcus theory, by analyzing polaron jumps.

Part (III) integrates computational modeling with machine learning to explore changes in morphological and transport properties of PEDOT:Tos prepared using different solvents. We employed convolutional neural networks to achieve high accuracy (r2>0.99) in predicting electronic coupling values and significantly accelerated the analysis compared to density functional theory calculations. This approach enabled detailed investigations into how different solvents affect the electronic coupling of PEDOT dimers.

We believe that our findings on organic thermoelectric material and devices provide a comprehensive framework for improving the performance and scalability of organic TEGs and open new avenues for further research.

Place, publisher, year, edition, pages
Linköping: Linköping University Electronic Press, 2025. , p. 63
Series
Linköping Studies in Science and Technology. Dissertations, ISSN 0345-7524 ; 2446
Keywords [en]
Computational modeling, Thermoelectric generator, Conductive polymer, Ab initio molecular dynamics, Charge transport, Machine learning
National Category
Condensed Matter Physics
Identifiers
URN: urn:nbn:se:liu:diva-213495DOI: 10.3384/9789181180787ISBN: 9789181180770 (print)ISBN: 9789181180787 (electronic)OAI: oai:DiVA.org:liu-213495DiVA, id: diva2:1956489
Public defence
2025-06-13, K3, Kåkenhus, Campus Norrköping, Norrköping, 10:00 (English)
Opponent
Supervisors
Available from: 2025-05-06 Created: 2025-05-06 Last updated: 2025-05-09Bibliographically approved
List of papers
1. Charge carrier dynamics in conducting polymer PEDOT using ab initio molecular dynamics simulations
Open this publication in new window or tab >>Charge carrier dynamics in conducting polymer PEDOT using ab initio molecular dynamics simulations
2023 (English)In: Journal of Chemical Physics, ISSN 0021-9606, E-ISSN 1089-7690, Vol. 159, no 15, article id 154801Article in journal (Refereed) Published
Abstract [en]

As conducting polymers become increasingly important in electronic devices, understanding their charge transport is essential for material and device development. Various semi-empirical approaches have been used to describe temporal charge carrier dynamics in these materials, but there have yet to be any theoretical approaches utilizing ab initio molecular dynamics. In this work, we develop a computational technique based on ab initio Car-Parrinello molecular dynamics to trace charge carrier temporal motion in archetypical conducting polymer poly(3,4-ethylenedioxythiophene) (PEDOT). Particularly, we analyze charge dynamics in a single PEDOT chain and in two coupled chains with different degrees of coupling and study the effect of temperature. In our model we first initiate a positively charged polaron (compensated by a negative counterion) at one end of the chain, and subsequently displace the counterion to the other end of the chain and trace polaron dynamics in the system by monitoring bond length alternation in the PEDOT backbone and charge density distribution. We find that at low temperature (T = 1 K) the polaron distortion gradually disappears from its initial location and reappears near the new position of the counterion. At the room temperature (T = 300 K), we find that the distortions induced by polaron, and atomic vibrations are of the same magnitude, which makes tracking the polaron distortion challenging because it is hidden behind the temperature-induced vibrations. The novel approach developed in this work can be used to study polaron mobility along and between the chains, investigate charge transport in highly doped polymers, and explore other flexible polymers, including n-doped ones.

Place, publisher, year, edition, pages
AIP Publishing, 2023
National Category
Physical Chemistry
Identifiers
urn:nbn:se:liu:diva-199570 (URN)10.1063/5.0169363 (DOI)001099545500009 ()37843059 (PubMedID)
Note

Funding Agencies|This work was supported by the European Commission through the Marie Sklstrok;odowska-Curie projects HORATES (Grant No. GA-955837). The computations were conducted on resources provided by the Swedish National Infrastructure for Computing (SNIC) at NSC an [GA-955837]; European Commission

Available from: 2023-12-18 Created: 2023-12-18 Last updated: 2025-05-06
2. Band Versus Hopping Transport in Conducting Polymers by Ab Initio Molecular Dynamics: Exploring the Effect of Electric Field, Trapping and Temperature
Open this publication in new window or tab >>Band Versus Hopping Transport in Conducting Polymers by Ab Initio Molecular Dynamics: Exploring the Effect of Electric Field, Trapping and Temperature
2025 (English)In: Advanced Electronic Materials, E-ISSN 2199-160X, Vol. 11, no 2, article id 2400239Article in journal (Refereed) Published
Abstract [en]

Understanding charge carrier transport in conductive polymers is imperative for the materials' synthesis and optimizing devices. While most theoretical studies utilize time-independent approaches for describing charge transport, there is an interest in addressing temporal charge carrier dynamics, which provides more information than time-independent methods. In this study, ab initio molecular dynamics is utilized to gain microscopic insights into charge carrier temporal dynamics in PEDOT. It is demonstrated that transport along the chains is band-like and across the chains is hopping-like. Polaron mobility is calculated along the chains to be 4 cm2 V-1 s-1, providing a theoretical upper limit in thiophene-based conducting polymers. Also, by tracing polaron jumps between chains, the hopping rate, aligning with Marcus' theory is extracted. If an electric field can release polarons from Coulomb traps is investigated, finding that the necessary field strength surpasses typical experimental values. Two regimes of intrachain polaron movement are found: under low/intermediate electric fields, polaron moves velocity-constantly with coupled charge and lattice distortion, while under high electric fields, charge and lattice distortion decouple. The methodology applies to studying mobilities in p- and n-doped conjugated polymers, including highly doped systems with more polymer chains, and incorporates dielectric screening to address the impact of shallow and deep traps. In this study, the researchers employ the ab initio molecular dynamics technique to acquire microscopic insights into charge carrier temporal dynamics in PEDOT. It is demonstrated that transport along the chains is band-like (temperature-independent), and across the chains is hopping-like (temperature-induced). The calculated polaron mobility along the chains establishes a theoretical upper limit for charge carrier mobility in thiophene-based conducting polymers. image

Place, publisher, year, edition, pages
WILEY, 2025
Keywords
ab initio molecular dynamics; charge transport; conductive polymer; mobility
National Category
Other Materials Engineering
Identifiers
urn:nbn:se:liu:diva-207950 (URN)10.1002/aelm.202400239 (DOI)001309880600001 ()2-s2.0-85203522922 (Scopus ID)
Note

Funding Agencies|European Commission [GA-955837]; AFM@LIU and KAW (Project "Stable Doping of Organic Semiconductors") - Swedish Research Council [2022-06725]

Available from: 2024-10-02 Created: 2024-10-02 Last updated: 2025-05-06
3. A Rolled Organic Thermoelectric Generator with High Thermocouple Density
Open this publication in new window or tab >>A Rolled Organic Thermoelectric Generator with High Thermocouple Density
Show others...
2024 (English)In: Advanced Functional Materials, ISSN 1616-301X, E-ISSN 1616-3028, Vol. 34, no 30, article id 2400982Article in journal (Refereed) Published
Abstract [en]

The surge in the number of distributed microelectronics and sensors requires versatile, scalable, and affordable power sources. Heat-harvesting organic thermoelectric generators (TEGs) are regarded as potential key components of the future energy landscape. Recent advances in the performance of organic thermoelectric materials have made practical applications of organic TEGs more feasible than ever before, yet the challenges of designing and fabricating organic TEGs suitable for real scenarios are scarcely addressed. Specifically, small sensors and wearables demand for micro-thermoelectric generators (mu TEGs) with high power density architectures and small form factors, while typical demonstrations of organic TEGs are characterized by < 10 thermocouples (TCs) per cm(2). This work presents a rolled, organic mu TEG architecture combining large-area, solution-based deposition techniques, such as inkjet and spray-coating, and an ultrathin parylene substrate to achieve a thermocouple density of 1842 TCs cm(-2). Such demonstrative mu TEG reaches a thermoelectric conversion performance of 0.15 mu W cm(-2) at Delta T = 50 K. Such power output is well in line with finite element method simulations, which highlight the benefit of the architecture and show that remarkable power densities, in the mW cm(-2) range at Delta T = 10 K, are realistically achievable with geometrical improvements and already ongoing advancements in organic thermoelectric inks.

Place, publisher, year, edition, pages
WILEY-V C H VERLAG GMBH, 2024
Keywords
energy harvesting; flexible electronics; organic semiconductors; organic thermoelectrics; thermoelectric generators
National Category
Energy Engineering
Identifiers
urn:nbn:se:liu:diva-202337 (URN)10.1002/adfm.202400982 (DOI)001174275700001 ()2-s2.0-85185505638 (Scopus ID)
Note

Funding Agencies|H2020 Marie Sklstrok;odowska-Curie Actions [955837 - HORATES]

Available from: 2024-04-12 Created: 2024-04-12 Last updated: 2025-05-06Bibliographically approved

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