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Search Results (343)

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Keywords = thermoelectric module

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44 pages, 40963 KB  
Article
A Storage Management System with Supercapacitors for Piezo–Thermoelectric Energy Harvesting Devices
by George-Claudiu Zărnescu, Lucian Pîslaru-Dănescu, Marius Popa and Ioan Stamatin
Micromachines 2026, 17(6), 723; https://doi.org/10.3390/mi17060723 - 15 Jun 2026
Viewed by 255
Abstract
Two semiflexible piezoelectric composite plate structures were developed, incorporating 1 × 9 and 2 × 9 arrays of PZT elements mounted on brass discs and mechanically secured by pop rivets within a thin plastic foil spacer positioned between two copper-clad PCB layers. This [...] Read more.
Two semiflexible piezoelectric composite plate structures were developed, incorporating 1 × 9 and 2 × 9 arrays of PZT elements mounted on brass discs and mechanically secured by pop rivets within a thin plastic foil spacer positioned between two copper-clad PCB layers. This configuration provides reliable electrical contact, adequate mechanical compliance, and efficient conversion of mechanical vibration energy into electrical energy. In addition, a multifunctional thermoelectric device was realized, consisting of four cubic modules arranged around a rectangular tube and enabling both handheld operation and coupling to hot or cold surfaces. Each cube is equipped with optimized finned heat sinks and integrates four thermoelectric elements on each face. Experimental results show that each cube generates approximately 6 mW, when handheld and with icy water injected into the central tube, demonstrating its suitability as a compact and versatile thermal energy harvester. Under low-light conditions, a solar panel is supplemented by this hybrid piezoelectric–thermoelectric energy harvesting system that combines the output of a piezoelectric composite plate with the dual outputs of a thermoelectric device using an electronically isolated summing block to ensure source decoupling. Energy storage and management are implemented using a capacitor buffer for the piezoelectric device, two voltage boosters for the thermoelectric outputs, and an automatic ultra-low-power pulse width modulation buck regulator for charging supercapacitors at 5 V. Full article
(This article belongs to the Special Issue Piezoelectric Microdevices for Energy Harvesting)
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27 pages, 7664 KB  
Article
Enhanced YOLO26 for Thermographic Fault Detection in Underground Duct Cables
by Zhimeng Chen, Kejia Hu, Junqiang Liu, Yinkai Ji, Yi Zhu, Hualun Chen, Chao Yuan and Zhiyu Chen
Appl. Sci. 2026, 16(11), 5348; https://doi.org/10.3390/app16115348 - 26 May 2026
Viewed by 478
Abstract
Underground duct cables are widely used in urban power distribution systems, but their enclosed installation environment makes defect inspection difficult, labor-intensive, and potentially hazardous. Infrared thermography can capture abnormal temperature distributions caused by insulation degradation, conductor damage, sheath failure, or severe structural defects, [...] Read more.
Underground duct cables are widely used in urban power distribution systems, but their enclosed installation environment makes defect inspection difficult, labor-intensive, and potentially hazardous. Infrared thermography can capture abnormal temperature distributions caused by insulation degradation, conductor damage, sheath failure, or severe structural defects, while robot-based inspection provides a promising solution for confined duct environments. However, thermographic fault detection for underground small-diameter duct cables remains insufficiently studied, and practical deployment requires lightweight models suitable for embedded edge devices. In this study, an improved YOLO26-based thermographic fault detection framework is proposed for underground duct cable inspection. A Cable-Thermo dataset is constructed using an ANSYS 2025 R2-based thermoelectric coupling simulation, covering four defect categories: hollow-type damage, conductor burnout, sheath damage, and severe damage. To balance detection accuracy and deployment efficiency, two model variants are developed. YOLO26-Thermo-E retains the original detection scales and integrates CDA and SimSPPF modules for accuracy-prioritized diagnosis. YOLO26-Thermo-H further removes the small-scale detection branch as a deployment-oriented design choice, based on the scale distribution observed in the simulation dataset, where most fault-induced thermal anomalies appear as spatially continuous medium- or large-scale regions. This design assumption still requires further validation using real duct thermographic data. Experiments show that YOLO26-Thermo-E achieves the highest mAP50 of 99.20%. YOLO26-Thermo-H maintains a mAP50 of 99.00% while reducing GFLOPs by 34.3% and parameters by 16.2% compared with YOLO26. On an NVIDIA Jetson Orin NX, YOLO26-Thermo-H reaches 34 FPS under FP16 inference and 45 FPS under INT8 inference. These results demonstrate the feasibility of the proposed framework under controlled simulation conditions and its potential for edge deployment. The limitations of the simulation-based dataset are also discussed, and future work will focus on real-scene data collection and simulation-to-real generalization. Full article
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23 pages, 6629 KB  
Article
Protective Materials and Cold-Side Airflow Effects on a Thermoelectric Generator for Automotive Exhaust Energy Recovery
by George Achitei, Lamara Achitei, Aristotel Popescu, Daria Sachelarie, Lidia Gaiginschi, Teodor Anita and Elena Adelina Chiriac
Vehicles 2026, 8(5), 114; https://doi.org/10.3390/vehicles8050114 - 21 May 2026
Viewed by 361
Abstract
Waste heat recovery from automotive exhaust gases represents an important strategy for improving vehicle energy efficiency. This study experimentally investigates the performance of a thermoelectric generator (TEG) system based on TEC1-12706 modules running under different cold-side cooling conditions and incorporating a Hot Rolled [...] Read more.
Waste heat recovery from automotive exhaust gases represents an important strategy for improving vehicle energy efficiency. This study experimentally investigates the performance of a thermoelectric generator (TEG) system based on TEC1-12706 modules running under different cold-side cooling conditions and incorporating a Hot Rolled Steel (HRS) protective layer on the hot side. The HRS plate was used to ensure uniform heat distribution and protect the thermoelectric module against thermal shocks generated by a 250 °C heat source. Four cooling regimes were experimentally analyzed: natural convection and forced airflows equivalent to 40, 60, and 90 km/h. The results proved that increasing airflow intensity significantly improved the temperature difference across the module, from approximately 16 ± 2 °C under natural convection to nearly 40 ± 2 °C at the highest airflow velocity. Correspondingly, the steady-state voltage generated increased from approximately 0.25 ± 0.01 V to over 0.60 ± 0.01 V under an 82 Ω resistive load. The measured hot-side temperature remained below 75 °C in all experimental conditions, confirming the thermal protection capability of the HRS layer. The experimental data also revealed a near-linear relationship between voltage and temperature difference, consistent with the Seebeck effect. The proposed configuration shows the feasibility of combining thermal protection and forced convection cooling to improve the stability and electrical performance of thermoelectric waste heat recovery systems intended for low-power automotive auxiliary applications. Full article
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34 pages, 3689 KB  
Review
Thermoelectric Generators (TEGs) and Renewable-Energy-Integrated Membrane-Based Hybrid Desalination Systems
by M. Hamza Asif Awan, Ashraf Aly Hassan, Asad Ali Zaidi and Muhammad Asad Javed
Membranes 2026, 16(5), 175; https://doi.org/10.3390/membranes16050175 - 13 May 2026
Viewed by 628
Abstract
Population growth, industrialization and climate change have placed increasing stress on natural freshwater reserves, making conventional water sources inadequate. Coupled with rising energy constraints and environmental concerns, interest in desalination technologies that can operate more sustainably and efficiently has intensified. Among the available [...] Read more.
Population growth, industrialization and climate change have placed increasing stress on natural freshwater reserves, making conventional water sources inadequate. Coupled with rising energy constraints and environmental concerns, interest in desalination technologies that can operate more sustainably and efficiently has intensified. Among the available approaches, membrane desalination has gained particular importance because of its modularity, relatively low energy demand, and compatibility with decentralized water treatment. In parallel, thermoelectric devices have emerged as promising components for hybrid desalination systems due to their ability to convert temperature gradients into electricity or provide localized heating and cooling for process enhancement. This article presents a narrative review of thermoelectric integration in desalination systems, with particular emphasis on membrane desalination and membrane-hybrid water treatment configurations powered by renewable-energy or low-grade heat sources. The review examines the role of thermoelectric devices in relation to key membrane-based and hybrid desalination processes, including reverse osmosis, membrane distillation, electrodialysis, nanofiltration, forward osmosis, and selected hybrid systems. Particular attention is given to system configurations, renewable energy coupling pathways, functional roles of thermoelectric devices, water productivity, module output, desalination efficiency, water quality, and economic performance. The reviewed literature indicates that thermoelectric integration can provide meaningful benefits in hybrid desalination, particularly through improved thermal management, enhanced utilization of low-grade heat, and supplementary energy recovery. These opportunities appear especially relevant for thermally driven membrane systems such as membrane distillation and for membrane-hybrid configurations intended for decentralized or renewable-powered applications. However, the available evidence remains highly heterogeneous, with substantial variation in system scale, operating conditions, reporting metrics, and cost assumptions, which limits direct cross-study comparison and broad generalization of performance claims. This review highlights the technical challenges, reporting inconsistencies, and research gaps that currently constrain the practical development of thermoelectric-assisted membrane desalination and outlines future directions for membrane-aligned hybrid desalination research. Full article
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21 pages, 8860 KB  
Article
Multi-Physic Coupling Analysis and Structure Optimization of Vehicle Thermoelectric Refrigerators
by Xichao Cao, Yutian Liu, Dandan Liu, Xianli Su and Xinfeng Tang
Appl. Sci. 2026, 16(9), 4435; https://doi.org/10.3390/app16094435 - 1 May 2026
Cited by 1 | Viewed by 393
Abstract
In vehicle-mounted thermoelectric refrigerators, limited installation space and fluctuating ambient conditions make it difficult to achieve both sufficient cooling capacity and low power consumption. However, most previous studies have focused on thermoelectric materials or standalone devices rather than system-level optimization under realistic vehicle [...] Read more.
In vehicle-mounted thermoelectric refrigerators, limited installation space and fluctuating ambient conditions make it difficult to achieve both sufficient cooling capacity and low power consumption. However, most previous studies have focused on thermoelectric materials or standalone devices rather than system-level optimization under realistic vehicle constraints. To address this issue, a three-dimensional multiphysics-coupled finite element model combined with a parametric optimization approach was developed for a vehicle-mounted thermoelectric refrigerator used in one of Dongfeng Motor’s new energy vehicle models. Based on this model, the effects of key geometric parameters, including thermoelectric leg height (l), leg width (w), and leg number (pd), as well as operating conditions, namely input voltage (U) and ambient temperature (Ta), on the overall performance of the refrigerator, including cooling capacity (Qc), coefficient of performance (COP), and interior center temperature (T), were systematically investigated. The results show that under nominal operating conditions (U = 13.5 V, Ta = 25 °C), increasing pd from low to moderate values significantly improves cooling capacity, reduces the interior temperature, and decreases power consumption. However, further increases in pd lead to diminishing improvements in cooling performance because of the heat dissipation limitation on the hot side. By comprehensively evaluating cooling performance and energy consumption, the optimal design was determined to have 322 legs, a leg width of 1.4 mm, and a leg height of 1.8 mm. Under these conditions, the refrigerator achieved a cooling capacity of 13.95 W, a power consumption of 38.4 W, a COP of 0.36, and a compartment center temperature of 10.71 °C. Compared with the conventional 254-leg module (w = 1.4 mm, l = 1.6 mm), the optimized design improved the COP by more than 45.1% and reduced power consumption by 28.8%. In addition, the results indicate that under high ambient temperature conditions, the overall system performance is mainly limited by the hot-side heat rejection capacity. Overall, this study provides an effective structural optimization approach for improving the energy efficiency of compact thermoelectric refrigerators in confined spaces and offers a useful reference for the low-power design of vehicle-mounted cooling devices. Full article
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12 pages, 6884 KB  
Article
Quasi-Monolithic All-in-One TEG-PCM Systems: Reducing Thermal Interfaces via Multilayer PCB Technology
by Stefano Morese, Kiran Paul Nalli, Abhijit Telrandhe, Swathi Krishna Subhash, Suman Kundu, Frank Goldschmidtböing, Uwe Pelz and Peter Woias
Actuators 2026, 15(5), 239; https://doi.org/10.3390/act15050239 - 29 Apr 2026
Viewed by 1476
Abstract
Engineering systems increasingly demand multifunctional and energy-efficient integration within constrained volume and energy budgets. One promising solution is the monolithic integration of components and functions to minimize occupied volume and simplify control interfaces. Paraffin-based phase change material (PCM) actuators provide high mechanical work [...] Read more.
Engineering systems increasingly demand multifunctional and energy-efficient integration within constrained volume and energy budgets. One promising solution is the monolithic integration of components and functions to minimize occupied volume and simplify control interfaces. Paraffin-based phase change material (PCM) actuators provide high mechanical work density and can be coupled with thermoelectric generators (TEGs) for multifunctional operation. However, their dynamic response is typically constrained by the intrinsically low thermal conductivity of PCM materials. This work introduces a quasi-monolithic fabrication method for a fully integrated TEG-PCM system combining standard four-layer printed circuit board (PCB) technology and CNC milling. By constructing the system as a quasi-monolithic block, thermal interface materials are considerably reduced, thereby diminishing parasitic thermal resistance and promoting faster heat transport from the TEG to the PCM cavity. The system is fabricated using CNC milling with high depth resolution enabled by an electrical sensing-via structure. Experimental validation shows a 76% improvement in displacement rate (15.03 µm/s) at half the input power (1 W) compared to a conventional hybrid-assembled TEG-PCM actuator system consisting of a commercial TEG and an aluminum PCM container. The exploitation of the PCM as a thermal flux modulator for energy harvesting has been preliminarily investigated; considering the measured 5 K temperature difference sustained during a simulated short “day–night” cycle, an estimated open-circuit voltage of ∼13.5 mV is expected to be retrieved under load-match conditions. The actuator is compatible with PCB-based power management and thermal routing, enabling scalable incorporation into compact microsystems and multifunctional MEMS devices. Full article
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15 pages, 5618 KB  
Article
Enhanced Thermoelectric Properties of Oxyselenide Bi2O2Se via Cl Doping and Microstructure Modulation
by Lele Chen, Ruqing Chen, Yule Huang, Meiqing Liang, Yang Zhou, Danning Ma and Kai Guo
Materials 2026, 19(8), 1641; https://doi.org/10.3390/ma19081641 - 20 Apr 2026
Viewed by 469
Abstract
Bi2O2Se is an emerging oxyselenide semiconductor, noted for its promising thermoelectric properties and excellent chemical stability, and it is often regarded as an n-type counterpart to p-type BiCuSeO. However, its intrinsic thermoelectric figure of merit (zT) is [...] Read more.
Bi2O2Se is an emerging oxyselenide semiconductor, noted for its promising thermoelectric properties and excellent chemical stability, and it is often regarded as an n-type counterpart to p-type BiCuSeO. However, its intrinsic thermoelectric figure of merit (zT) is severely limited by low electron concentration and high thermal conductivity. In this work, we employed Cl element as donator dopant to substantially enhance the carrier concentration. The room-temperature carrier concentration of Bi2O2Se0.98Cl0.02 thereby reached 2.70 × 1020 cm−3, representing an improvement of two orders of magnitude compared to that of pristine Bi2O2Se. Subsequently, multiple hot-pressing cycles were applied to the optimized composition Bi2O2Se0.98Cl0.02. The process induced significant grain refinement, and the resulting high density of grain boundaries effectively suppressed the lattice thermal conductivity, reducing it to 0.95 W·m−1·K−1 at 823 K. Eventually, a maximum zT of 0.24 was achieved at 823 K for the three-time hot-pressed Bi2O2Se0.98Cl0.02 sample, representing a 71% improvement compared with the pristine Bi2O2Se sample prepared by single hot-pressing (zT = 0.14 at 823 K). This work provides a new strategy for enhancing the thermoelectric performance of oxyselenide through the synergistic regulation of doping and microstructure. Full article
(This article belongs to the Section Electronic Materials)
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16 pages, 2292 KB  
Article
Experimental Analysis of LNG Cold Exergy Recovery Using Thermoelectric Generators
by Wojciech Gizicki and Ziemowit Malecha
Energies 2026, 19(8), 1959; https://doi.org/10.3390/en19081959 - 18 Apr 2026
Cited by 2 | Viewed by 334
Abstract
A dedicated experimental setup was designed and constructed to investigate the performance of thermoelectric generators (TEGs) operating under cryogenic temperature conditions, representative of the heat recovery process during liquefied natural gas (LNG) regasification. The test bench enables precise control of both hot- and [...] Read more.
A dedicated experimental setup was designed and constructed to investigate the performance of thermoelectric generators (TEGs) operating under cryogenic temperature conditions, representative of the heat recovery process during liquefied natural gas (LNG) regasification. The test bench enables precise control of both hot- and cold-side temperatures, simulating real operating conditions of mobile LNG systems. Six types of commercial TEG modules were tested at two hot-side temperatures (283 K and 340 K) and variable cold-side temperatures (150–260 K). The results showed that higher temperature differences significantly improved electrical power generation and conversion efficiency. For one of the TEGs, the electrical power and efficiency nearly doubled compared to the case with a hot-side temperature of 283 K. As the cold-side temperature increased, both performance indicators decreased almost linearly, as expected, with the lowest gradients observed for one of the TEGs, indicating the highest potential for total exergy recovery. These findings indicate that TEGs can effectively recover cryogenic heat during LNG vaporization. Scaling the system to practical applications shows that electric power exceeding 1 kW can be achieved in railway transport and up to 10 kW in marine applications, making this approach technically and economically viable for large-scale mobile LNG systems. Full article
(This article belongs to the Section J: Thermal Management)
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26 pages, 7304 KB  
Article
Thermal-Stress-Induced Degradation Monitoring and Deep-Neural-Network-Driven Lifetime Prediction of IGBT Modules in a Two-Level SVPWM Inverter
by Ahmed H. Okilly, Wujong Lee, Ilyong Lee, Deockho Kim and Jeihoon Baek
Electronics 2026, 15(8), 1678; https://doi.org/10.3390/electronics15081678 - 16 Apr 2026
Cited by 1 | Viewed by 435
Abstract
One of the main causes of failure in Insulated Gate Bipolar Transistor (IGBT) modules used in high-power conversion applications is thermal-stress-induced degradation. In this paper, an experimental testing setup for thermal stress and real-time degradation monitoring, as well as a deep neural network [...] Read more.
One of the main causes of failure in Insulated Gate Bipolar Transistor (IGBT) modules used in high-power conversion applications is thermal-stress-induced degradation. In this paper, an experimental testing setup for thermal stress and real-time degradation monitoring, as well as a deep neural network (DNN)-based lifetime prediction of IGBT modules under thermo-electrically stressed inverter operation, is proposed. A two-level SVPWM inverter is implemented to create a hybrid power cycling test platform that imposes well-defined junction-temperature swings representative of real-world operation by combining controlled electrical loading and active induction heating with water cooling. Throughout the aging process, on-state voltage and module temperature are constantly monitored to identify degradation precursors associated with thermo-mechanical fatigue. A physics-based Coffin–Manson lifetime model is fitted using failure datasets to characterize temperature-dependent lifetime behavior. An offline deep neural network (DNN) is trained on degradation trajectories derived from on-state collector–emitter voltage (Vce,on) to predict remaining useful lifetime. This approach uses partial degradation histories for accurate early-life prediction. The proposed DNN model for competitive and computationally efficient lifetime prediction is validated experimentally on several IGBT modules under different thermal stresses, and its accuracy is compared with other prediction methods. Full article
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23 pages, 3790 KB  
Article
CrystalCells: An Open-Source Modular Bioprinting Platform with Automated Tool Exchange, High-Performance Extruding, Thermal Control, and Microscopic Imaging
by Shuang Liang, Silas Habimana and Feiyang Zheng
Appl. Sci. 2026, 16(8), 3727; https://doi.org/10.3390/app16083727 - 10 Apr 2026
Viewed by 592
Abstract
Open-source bioprinting can broaden access to biofabrication, enabling existing systems to perform high-resolution tissue manufacturing. However, most of these focus on low cost, easy assembly, or specific biomaterial ink rather than making a robust standardized and modularized multifunction platform. In this study, we [...] Read more.
Open-source bioprinting can broaden access to biofabrication, enabling existing systems to perform high-resolution tissue manufacturing. However, most of these focus on low cost, easy assembly, or specific biomaterial ink rather than making a robust standardized and modularized multifunction platform. In this study, we present CrystalCells, a user-friendly modular open-source bioprinting system centered on the TridentExtruder, a high-performance syringe extruder with extrusion/retraction capability and tool-free automated syringe coupling. The system enables the automated exchange of syringe, temperature-controlling, microscope, and pipette modules. Repeated syringe return-and-pickup cycles showed repositioning errors within ±20 μm, while the extruder generated pressures above 950 kPa and exhibited lower elastic deformation than the Replistruder 4 under the same pressure conditions. CrystalCells supported the extrusion of pre-crosslinked alginate, FRESH printing, and dual-biomaterial inks printing with automated exchange. A microscope module resolved stained HeLa cells and enabled layer-by-layer imaging for defect detection during printing. A thermoelectric module maintained the syringe barrel below 6 °C during the printing of an alginate–collagen biomaterial ink at 23 °C (room temperature), and a pipette module transferred 2–10 μL volumes with errors within ±0.5 μL. These results show that CrystalCells is an open-source modular biofabrication platform integrating printing, imaging, temperature control, and liquid handling within a single workflow. Full article
(This article belongs to the Section Applied Biosciences and Bioengineering)
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12 pages, 1664 KB  
Article
In Situ Compositing-Induced Matrix Planarization for Enhanced Thermoelectric Properties of β-Cu2Se/SnSe Composites
by Zhonghe Zhu, Changcun Li, Haibo Wang, Yvcui Sun, Jing Qiao, Mingqian Hao, Wei Zhao and Degang Zhao
Electron. Mater. 2026, 7(2), 7; https://doi.org/10.3390/electronicmat7020007 - 9 Apr 2026
Viewed by 604
Abstract
With the intensification of the energy crisis and environmental issues, thermoelectric conversion technology has become a research focus due to its ability to directly convert thermal and electrical energy. β-Cu2Se thermoelectric materials have garnered considerable attention owing to their distinctive physical [...] Read more.
With the intensification of the energy crisis and environmental issues, thermoelectric conversion technology has become a research focus due to its ability to directly convert thermal and electrical energy. β-Cu2Se thermoelectric materials have garnered considerable attention owing to their distinctive physical and chemical characteristics. However, their practical implementation is hindered by the inherent imbalance between electrical and thermal transport properties. In this work, β-Cu2Se/SnSe composite thermoelectric materials were successfully synthesized via a facile and scalable in situ compositing strategy by introducing SnSe micro-flakes as the secondary phase. The results demonstrate that the introduced SnSe secondary phase effectively modulates the carrier concentration and enhances the density-of-states effective mass through the energy filtering effect and resonant energy level regulation, thereby significantly optimizing the electrical transport properties. Meanwhile, the abundant heterointerfaces formed between the β-Cu2Se matrix and introduced SnSe secondary phase induce intense phonon scattering, which efficiently suppresses the lattice thermal conductivity of the β-Cu2Se/SnSe composites. Benefiting from the synergistic optimization of electrical and thermal transport behaviors, the β-Cu2Se/5 mol% SnSe composite sample achieves a maximum figure of merit (ZT) value of ~0.51 at 750 K, which represents a 70% enhancement compared with the pristine β-Cu2Se and a 60% improvement compared with the direct composite sample. This study provides a simple and effective in situ composite strategy for designing and synthesizing high-performance thermoelectric materials. Full article
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23 pages, 3020 KB  
Article
A State of Health Estimation Method for Lithium-Ion Battery Packs Using Two-Level Hierarchical Features and TCN–Transformer–SE
by Chaolong Zhang, Panfen Yin, Kaixin Cheng, Yupeng Wu, Min Xie, Guoqing Hua, Anxiang Wang and Kui Shao
Batteries 2026, 12(4), 123; https://doi.org/10.3390/batteries12040123 - 1 Apr 2026
Viewed by 1374
Abstract
This study proposes a novel state of health (SOH) estimation method by extracting two-level hierarchical features linked to fundamental degradation mechanisms. At the module level, the length of the incremental power curve during constant current charging is extracted, capturing cumulative effects of subtle [...] Read more.
This study proposes a novel state of health (SOH) estimation method by extracting two-level hierarchical features linked to fundamental degradation mechanisms. At the module level, the length of the incremental power curve during constant current charging is extracted, capturing cumulative effects of subtle changes. At the cell level, a combined temperature-weighted voltage inconsistency curve is constructed. The state of charge (SOC) at its distinct knee point within the high-SOC range is a key indicator, signifying the accelerated failure stage where polarization and thermoelectric feedback intensify. This knee-point SOC quantitatively reflects the degree of SOH degradation, making it a valid feature for accurate SOH estimation. The proposed Temporal Convolutional Network–Transformer–Squeeze-and-Excitation (TCN–Transformer–SE) model assigns weights to these features via Squeeze-and-Excitation (SE) and uses Temporal Convolutional Network (TCN) and Transformer branches for parallel local and global temporal decisions. Aging experiments demonstrate the method’s superiority through multi-feature comparison, ablation studies, and benchmark evaluation, achieving a maximum mean absolute error (MAE) of 0.0031, a root mean square error (RMSE) of 0.0038, a coefficient of determination (R2) of 0.9937 and a mean absolute percentage error (MAPE) of 0.3820. The work provides a fusion estimation framework with enhanced interpretability grounded in electrochemical analysis. Full article
(This article belongs to the Special Issue Advanced Intelligent Management Technologies of New Energy Batteries)
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20 pages, 3683 KB  
Article
Evaluating the Use of a Thermoelectric Module Cooling to Increase the Power Density of Power Converters
by Abdullahi Abubakar, Christian Klumpner and Patrick Wheeler
Energies 2026, 19(7), 1709; https://doi.org/10.3390/en19071709 - 31 Mar 2026
Viewed by 613
Abstract
This paper starts by analysing the equivalent circuit model of a Thermoelectric Module (TEM) with PLECS simulation by using the PLECS thermal block-set. The approach enables the evaluation of power-module losses when mounted on a sandwich assembly of a TEM, heatsink, and cooling [...] Read more.
This paper starts by analysing the equivalent circuit model of a Thermoelectric Module (TEM) with PLECS simulation by using the PLECS thermal block-set. The approach enables the evaluation of power-module losses when mounted on a sandwich assembly of a TEM, heatsink, and cooling fan. An experimental setup was first built using power resistors for controlled heat generation to be absorbed by the cooling system and validated with the simulation model. Experimental investigations were then carried out on a DC/DC converter under four cooling conditions: natural convection and forced convection without a TEM and then natural convection and forced convection with a TEM. The experimental results are validated using PLECS Software (version 4.8). This result demonstrates a reduction in the power-module junction temperature of the DC/DC converter when employing forced convection with a TEM compared to forced convection without a TEM. Furthermore, the results indicate about 32% potential weight and size reduction of the converter magnetic components, along with improved power density, through the integration of TEM-based cooling. Full article
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22 pages, 8163 KB  
Article
Novel Hybrid Material Thermoelectric Generator Integrating Thermal Regions on the Hot Side
by Luis Fernando Juarez-Flores, Miguel Angel Olivares-Robles and Olao Yair Enciso-Montes de Oca
Processes 2026, 14(6), 908; https://doi.org/10.3390/pr14060908 - 12 Mar 2026
Viewed by 647
Abstract
In this work, we develop a three-dimensional thermoelectric (TE) numerical model of a commercial 127-thermocouple TEG, incorporating the temperature-dependent Seebeck coefficient, electrical resistivity, and thermal conductivity. The model is validated against manufacturer data, achieving average errors below 5% in internal resistance, voltage, current, [...] Read more.
In this work, we develop a three-dimensional thermoelectric (TE) numerical model of a commercial 127-thermocouple TEG, incorporating the temperature-dependent Seebeck coefficient, electrical resistivity, and thermal conductivity. The model is validated against manufacturer data, achieving average errors below 5% in internal resistance, voltage, current, and power output. Using this validated model, we propose a hybrid TEG composed of Bi2Te3, PbTe, and skutterudite legs electrically connected in series. This multi-material configuration enables each leg to operate near its optimal hot-side temperature, extending the usable temperature range beyond that of conventional Bi2Te3 modules. Multiple uniform and non-uniform hot-side thermal boundary configurations are examined, including diagonal, rectangular, and cavity-inspired arched thermal regions. Under uniform hot-side temperatures (200 °C and 230 °C), the commercial Bi2Te3 module outperforms the hybrid material design. However, when non-uniform hot-side boundary conditions align with the material-specific optimal temperature ranges, the hybrid TEG delivers up to 17.37 W (Case F), representing a 135.3% increase in power relative to the commercial module. The highest-temperature cases exceed the thermal operating limits of Bi2Te3 modules, demonstrating the advantage of hybrid material TEGs. Full article
(This article belongs to the Section Energy Systems)
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26 pages, 3780 KB  
Review
Advances in Thermoelectric Generators Modules (TEGs): Applications, Performance, and Global Trends in Renewable Energy Systems
by J. D. Gámez-Avilez, S. Islas-Pereda, N. Velázquez-Limón, J. A. Aguilar-Jiménez and L. A. López-Martínez
Processes 2026, 14(6), 901; https://doi.org/10.3390/pr14060901 - 12 Mar 2026
Viewed by 2585
Abstract
The integration of thermoelectric modules (TEMs) into renewable energy systems represents a critical technological frontier for global energy efficiency. This review systematically analyzes the scientific output in the field, which has experienced accelerated growth over the last decade, reaching a historical peak in [...] Read more.
The integration of thermoelectric modules (TEMs) into renewable energy systems represents a critical technological frontier for global energy efficiency. This review systematically analyzes the scientific output in the field, which has experienced accelerated growth over the last decade, reaching a historical peak in publications between 2023 and 2024. Geographically, research is led by China, Iran, Turkey, and India. Regarding sectoral distribution, the analysis reveals that solar energy dominates applications, divided into solar thermal (25.53%) and photovoltaics (23.40%), followed by biomass (21.28%) and geothermal energy (17.02%), while ocean energy (12.77%) remains the least developed area. Despite the surge in scientific interest, the results confirm a significant methodological gap: 72.34% of the literature relies exclusively on pure simulations and numerical modeling, whereas only 27.66% incorporates experimental validation. This theoretical dependence translates into a lack of data regarding long-term operational reliability; consequently, mechanical analysis indicates that performance degradation becomes critical after the first 4000 cycles of operation, resulting in an 18% power loss. It is concluded that closing the gap toward commercial scale requires a transition from idealized modeling toward polygeneration schemes and thermal coupling designs that mitigate cyclic mechanical stress. This work provides a synthesis that serves as a roadmap for future engineering implementations at the energy-thermal management nexus. Full article
(This article belongs to the Special Issue Advances in Renewable Energy Systems (2nd Edition))
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