4.8 Article

Hetero-Dimensional 2D Ti3C2Tx MXene and 1D Graphene Nanoribbon Hybrids for Machine Learning-Assisted Pressure Sensors

Journal

ACS NANO
Volume 15, Issue 6, Pages 10347-10356

Publisher

AMER CHEMICAL SOC
DOI: 10.1021/acsnano.1c02567

Keywords

MXene; graphene nanoribbon; hybridization; pressure sensor; machine learning; health-care monitoring

Funding

  1. National Creative Research Initiative (CRI) Center for Multi-Dimensional Directed Nanoscale Assembly [2015R1A3A2033061]
  2. Nanomaterial Technology Development Program through the National Research Foundation of Korea (NRF) - Ministry of Science, ICT and Future Planning [NRF-2016M3A7B4905613]
  3. National Research Foundation of Korea (NRF) - Korea government (MSIT) [2019R1C1C100692813]
  4. Technology Innovation Program - Ministry of Trade, Industry & Energy(MOTIE, Korea) [20012389]
  5. KAIST
  6. Korea Evaluation Institute of Industrial Technology (KEIT) [20012389] Funding Source: Korea Institute of Science & Technology Information (KISTI), National Science & Technology Information Service (NTIS)

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The hybridization of 2D Ti3C2Tx MXene with 1D nitrogen-doped graphene nanoribbon resulted in 1D/2D heterodimensional hybrids, allowing for successful integration of components with different geometrical dimensions. Strong adhesion between conductive layers significantly reduced sensing hysteresis to 1.33% and enhanced sensing stability at high pressure, demonstrating the potential of large-area pressure sensor arrays for accurate posture monitoring on smart seat cushions.
Hybridization of low-dimensional components with diverse geometrical dimensions should offer an opportunity for the discovery of synergistic nanocomposite structures. In this regard, how to establish a reliable interfacial interaction is the key requirement for the successful integration of geometrically different components. Here, we present 1D/2D heterodimensional hybrids via dopant induced hybridization of 2D Ti3C2Tx MXene with 1D nitrogen-doped graphene nanoribbon. Edge abundant nanoribbon structures allow a high level nitrogen doping (similar to 6.8 at%), desirable for the strong coordination interaction with Ti3C2Tx MXene surface. For piezoresistive pressure sensor application, strong adhesion between the conductive layers and at the conductive layer/elastomer interface significantly diminishes the sensing hysteresis down to 1.33% and enhances the sensing stability up to 10 000 cycles at high pressure (100 kPa). Moreover, large-area pressure sensor array reveals a high potential for smart seat cushion-based posture monitoring application with high accuracy (>95%) by exploiting machine learning algorithm.

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