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Peritectic engineering enhanced thermoelectrics for smart thermal messaging devices
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  • Published: 15 April 2026

Peritectic engineering enhanced thermoelectrics for smart thermal messaging devices

  • Jiwu Xin  ORCID: orcid.org/0009-0007-7087-29461,2,
  • Ziwang Luo1,
  • Wang Li3,
  • Pengyu Zhang4,
  • Chengyun Xu1,
  • Shixing Yuan1,
  • Wulong Li  ORCID: orcid.org/0000-0002-2824-845X1,
  • Long Chen  ORCID: orcid.org/0000-0003-2297-14251,
  • Tianzhu Zhou  ORCID: orcid.org/0000-0002-0915-87821,
  • Yuntian Wang5,
  • Abdul Basit6,
  • Yubo Luo  ORCID: orcid.org/0000-0003-0785-313X3,
  • Junyou Yang3,
  • Ting Zhang  ORCID: orcid.org/0000-0001-5967-05254,7 &
  • …
  • Lei Wei  ORCID: orcid.org/0000-0003-0819-83251 

Nature Communications , Article number:  (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Materials for devices
  • Thermoelectric devices and materials

Abstract

Autonomous, bio-integrated electronic systems, such as smart prosthetics and functional electronic skins, require materials combining energy harvesting with perception. Although Indium Antimonide is well established in high-speed electronics owing to its high electron mobility, yet its large intrinsic thermal conductivity has limited its use in thermoelectric energy harvesting. Here, we introduce a peritectic engineering strategy to reduce the thermal bottleneck. Thermodynamic control of the peritectic reaction generates hierarchical InBi@(Bi, Sb) core–shell nanostructures that reduce the room-temperature lattice thermal conductivity from 13.1 to 6.84 W m-1 K-1. This microstructural manipulation raise the power factor by 98% at 473 K, yielding a marked decoupling of electron and phonon transport. A compact, self-powered InSb-InBi/Cu3InSnSe5 module drives commercial electronics under moderate thermal gradients. The module also functions as a zero-power thermo-tactile interface for prosthetic limbs, enabling covert thermal messaging via Morse code decoded by a transfer learning algorithm a transfer learning algorithm. This platform enables the integration of thermoelectric materials into intelligent human-machine interfaces, advancing the development of self-powered sensory systems.

Data availability

The data generated in this study are provided in the Source Data file. Source data are provided with this paper.

Code availability

The codes and dataset for machine-learning algorithms used in this study are available in the DR-NTU repository database under accession code https://doi.org/10.21979/N9/M0XGYY.

References

  1. Qin, B. et al. Power generation and thermoelectric cooling enabled by momentum and energy multiband alignments. Science 373, 556–561 (2021).

    Google Scholar 

  2. Zhao, W. et al. Superparamagnetic enhancement of thermoelectric performance. Nature 549, 247–251 (2017).

    Google Scholar 

  3. Liu, S. et al. Alignment of edge dislocations – the reason lying behind composition inhomogeneity induced low thermal conductivity. Nat. Commun. 16, 9775 (2025).

    Google Scholar 

  4. Zhang, K. et al. Direct experimental evidence of low carrier scattering potential in high performance thermoelectric AgSbSe2 crystal. Adv. Mater. 37, 2503496 (2025).

    Google Scholar 

  5. Mao, J., Chen, G. & Ren, Z. Thermoelectric cooling materials. Nat. Mater. 20, 454–461 (2020).

    Google Scholar 

  6. Xin, J. et al. Two-dimensional layered architecture constructing energy and phonon blocks for enhancing thermoelectric performance of InSb. Sci. China Mater. 65, 1353–1361 (2022).

    Google Scholar 

  7. Wang, J. et al. Atomic to nanoscale chemical fluctuations: the catalyst for enhanced thermoelectric performance in high-entropy materials. Sci. Adv. 11, eadt6298 (2025).

    Google Scholar 

  8. Li, A. et al. High performance magnesium-based plastic semiconductors for flexible thermoelectrics. Nat. Commun. 15, 5108 (2024).

    Google Scholar 

  9. Xin, J. et al. A thermogalvanic cell dressing for smart wound monitoring and accelerated healing. Nat. Biomed. Eng. 10, 80–93 (2025).

    Google Scholar 

  10. Wu, Y. et al. A skin-inspired tactile sensor for smart prosthetics. Sci. Robot. 3, eaat0429 (2018).

    Google Scholar 

  11. Peng, X. et al. A breathable, biodegradable, antibacterial, and self-powered electronic skin based on all-nanofiber triboelectric nanogenerators. Sci. Adv. 6, eaba9624 (2020).

    Google Scholar 

  12. Vurgaftman, I., Meyer, J. R. & Ram-Mohan, L. R. Band parameters for III–V compound semiconductors and their alloys. J. Appl. Phys. 89, 5815–5875 (2001).

    Google Scholar 

  13. de la Mata, M. et al. Twin-induced InSb nanosails: a convenient high mobility quantum system. Nano Lett 16, 825–833 (2016).

    Google Scholar 

  14. Tong, J. et al. Plasmonic semiconductor nanogroove array enhanced broad spectral band millimetre and terahertz wave detection. Light Sci. Appl. 10, 58 (2021).

    Google Scholar 

  15. Chen, D. et al. Photon-trapping-enhanced avalanche photodiodes for mid-infrared applications. Nat. Photonics 17, 594–600 (2023).

    Google Scholar 

  16. Dam, J. S., Tidemand-Lichtenberg, P. & Pedersen, C. Room-temperature mid-infrared single-photon spectral imaging. Nat. Photonics 6, 788–793 (2012).

    Google Scholar 

  17. Zhang, Q., Deng, K., Wilkens, L., Reith, H. & Nielsch, K. Micro-thermoelectric devices. Nat. Electron. 5, 333–347 (2022).

    Google Scholar 

  18. Kim, S. I. et al. Dense dislocation arrays embedded in grain boundaries for high-performance bulk thermoelectrics. Science 348, 109–114 (2015).

    Google Scholar 

  19. Cheng, Y. et al. New insight into InSb-based thermoelectric materials: from a divorced eutectic design to a remarkably high thermoelectric performance. J. Mater. Chem. A 5, 5163–5170 (2017).

    Google Scholar 

  20. Xin, J. et al. An in situ eutectic remelting and oxide replacement reaction for superior thermoelectric performance of InSb. J. Mater. Chem. A 6, 17049–17056 (2018).

    Google Scholar 

  21. Yamaguchi, S., Matsumoto, T., Yamazaki, J., Kaiwa, N. & Yamamoto, A. Thermoelectric properties and figure of merit of a Te-doped InSb bulk single crystal. Appl. Phys. Lett. 87, 201902 (2005).

    Google Scholar 

  22. Zhang, Q. et al. Enhanced thermoelectric performance in In1−xGaxSb originating from the scattering of point defects and nanoinclusion. J. Mater. Chem. 21, 12398 (2011).

    Google Scholar 

  23. Kim, D., Kurosaki, K., Ohishi, Y., Muta, H. & Yamanaka, S. Effect of cooling conditions on the microstructure and thermoelectric properties of Zn/Si-codoped InSb. J. Electron. Mater. 42, 2388–2392 (2013).

    Google Scholar 

  24. Nirmal Kumar, V. et al. Effects of varying indium composition on the thermoelectric properties of InxGa1−xSb ternary alloys. Appl. Phys. A 122, 885 (2016).

    Google Scholar 

  25. Wang, K., Qin, P., Ge, Z.-H. & Feng, J. Synthesis and thermoelectric properties of InSb alloys by solid reaction. Mater. Lett. 209, 373–375 (2017).

    Google Scholar 

  26. Du, Z., Chen, X., Zhu, J. & Cui, J. Effect of Ga alloying on thermoelectric properties of InSb. Curr. Appl. Phys. 18, 893–897 (2018).

    Google Scholar 

  27. Mao, J. et al. Self-compensation induced vacancies for significant phonon scattering in InSb. Nano Energy 48, 189–196 (2018).

    Google Scholar 

  28. Du, Z. et al. Point defect engineering in thermoelectric study of InSb. Intermetallics 112, 106528 (2019).

    Google Scholar 

  29. Li, W. et al. Simultaneous optimization of power factor and thermal conductivity towards high-performance InSb-based thermoelectric materials. Chin. Phys. Lett. 38, 097201 (2021).

    Google Scholar 

  30. Cui, J. L. et al. Cu addition and its role in thermoelectric properties and nanostructuring in the series compounds (InSb)nCum. Curr. Appl. Phys. 12, 69–74 (2012).

    Google Scholar 

  31. Su, X., Li, H. & Tang, X. Synthesis and thermoelectric properties of p-type Zn-doped ZnxIn1−xSb compounds. J. Phys. Appl. Phys. 43, 015403 (2009).

    Google Scholar 

  32. Su, X.-L., Tang, X.-F. & Li, H. Effects of melt spinning process on microstructure and thermoelectric properties of n-type InSb compounds. Acta Phys. Sin. 59, 2860 (2010).

    Google Scholar 

  33. Boussinot, G., Brener, E. A. & Temkin, D. E. Kinetics of isothermal phase transformations above and below the peritectic temperature: phase-field simulations. Acta Mater 58, 1750–1760 (2010).

    Google Scholar 

  34. Barriobero-Vila, P. et al. Peritectic titanium alloys for 3D printing. Nat. Commun. 9, 3426 (2018).

    Google Scholar 

  35. Ricci, F. et al. An ab initio electronic transport database for inorganic materials. Sci. Data 4, 170085 (2017).

    Google Scholar 

  36. Wu, Y. et al. Lattice strain advances thermoelectrics. Joule 3, 1276–1288 (2019).

    Google Scholar 

  37. Xu, L. et al. Dense dislocations enable high-performance PbSe thermoelectric at low-medium temperatures. Nat. Commun. 13, 1–10 (2022).

    Google Scholar 

  38. Norizan, M. N., Ohishi, Y., Kurosaki, K. & Muta, H. Fabrication and thermoelectric property of Bi0.88Sb0.12/InSb eutectic alloy by melt spinning and spark plasma sintering. Mater. Trans. 60, 1072–1077 (2019).

    Google Scholar 

  39. Jiang, Q. et al. Colossal thermoelectric enhancement in Cu2+xZn1−xSnS4 solid solution by local disordering of crystal lattice and multi-scale defect engineering. J. Mater. Chem. A 8, 10909–10916 (2020).

    Google Scholar 

  40. Hu, Y. et al. Triple-conduction-band activation enables high out-of-plane thermoelectric efficiency in n-type SnS crystals. J. Am. Chem. Soc. 147, 44572–44580 (2025).

    Google Scholar 

  41. Yang, J. et al. Thermoelectric properties of n-type CuxBi2S3 materials fabricated by plasma activated sintering. J. Alloy. Compd. 780, 35–40 (2019).

    Google Scholar 

  42. Yang, J. et al. Approaching high thermoelectric performance in p-type Cu3SbS4-based materials by rational electronic and nano/microstructural engineering. Chem. Eng. J. 469, 143965 (2023).

    Google Scholar 

  43. Li, F. et al. Polycrystalline BiCuSeO oxide as a potential thermoelectric material. Energy Environ. Sci. 5, 7188 (2012).

    Google Scholar 

  44. Wang, J. et al. Record high thermoelectric performance in bulk SrTiO3 via nano-scale modulation doping. Nano Energy 35, 387–395 (2017).

    Google Scholar 

  45. Xing, T. et al. High efficiency GeTe-based materials and modules for thermoelectric power generation. Energy Environ. Sci. 14, 995–1003 (2021).

    Google Scholar 

  46. Kresse, G., Furthmüller, J. & Hafner, J. Theory of the crystal structures of selenium and tellurium: the effect of generalized-gradient corrections to the local-density approximation. Phys. Rev. B 50, 13181–13185 (1994).

    Google Scholar 

  47. Li, W. et al. Towards a new chalcopyrite high-performance thermoelectric semiconductor Cu3InSnSe5 by entropy engineering. Acta Mater. 259, 119259 (2023).

    Google Scholar 

Download references

Acknowledgements

This work was supported by the Singapore Ministry of Education Academic Research Fund Tier 2 (MOE-T2EP50123-0014 and MOE-T2EP50223-0007, L.W.), the Singapore Ministry of Education Academic Research Fund Tier 1 (RG72/24 and RG159/25, L.W.), and A*STAR under MTC IRG (M24N7c0079, L.W.), the Nanjing International Science and Technology Cooperation Project (202512034, T.Z.). The technical assistance from the Analytical and Testing Center of HUST and the Wuhan University of Technology is gratefully acknowledged.

Author information

Authors and Affiliations

  1. School of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore

    Jiwu Xin, Ziwang Luo, Chengyun Xu, Shixing Yuan, Wulong Li, Long Chen, Tianzhu Zhou & Lei Wei

  2. Hangzhou International Innovation Institute, Beihang University, Hangzhou, China

    Jiwu Xin

  3. State Key Laboratory of Materials Processing and Die and Mould Technology, Huazhong University of Science and Technology, Wuhan, PR China

    Wang Li, Yubo Luo & Junyou Yang

  4. Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing, China

    Pengyu Zhang & Ting Zhang

  5. Electrical and Computer Engineering Department, University of California, Los Angeles, CA, USA

    Yuntian Wang

  6. Interdisciplinary Research Center for Sustainable Energy Systems, King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia

    Abdul Basit

  7. Nanjing Institute of Future Energy System, Nanjing, China

    Ting Zhang

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Contributions

J.X. and L.W. designed the project. J.X., Wang Li, Y.W., and C.X. fabricated the samples, measured material properties, conducted transport calculations, and performed microstructure characterizations. J.X. and Z.L. developed the neural network decision-making. P.Z., S.Y., Wulong Li, L.C., Tianzhu Zhou, and A.B. provided guidance on manuscript organization and scientific framing. J.X., L.W., Ting Zhang, Y.L., and J.Y. wrote and revised the manuscript. All authors participated in discussing the results.

Corresponding authors

Correspondence to Yubo Luo, Junyou Yang, Ting Zhang or Lei Wei.

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Nature Communications thanks Roberto D’Agosta, Rafiq Mulla and the other anonymous reviewer(s) for their contribution to the peer review of this work. A peer review file is available.

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Cite this article

Xin, J., Luo, Z., Li, W. et al. Peritectic engineering enhanced thermoelectrics for smart thermal messaging devices. Nat Commun (2026). https://doi.org/10.1038/s41467-026-71799-w

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  • Received: 02 December 2025

  • Accepted: 25 March 2026

  • Published: 15 April 2026

  • DOI: https://doi.org/10.1038/s41467-026-71799-w

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