JiYu
Zhao
abc,
Kun
Liu
c,
Wei
Zeng
b,
Zhuo
Chen
b,
Yifan
Zheng
b,
Zherui
Zhao
b,
Wen-Min
Zhong
b,
Su-Ting
Han
d,
Guanglong
Ding
*e,
Ye
Zhou
*b and
Xiaojun
Peng
*ac
aCollege of Materials Science and Engineering, Shenzhen University, Shenzhen 518060, P. R. China
bInstitute for Advanced Study, Shenzhen University, Shenzhen 518060, P. R. China. E-mail: yezhou@szu.edu.cn
cState Key Laboratory of Fine Chemicals, Frontiers Science Center for Smart Materials, Dalian University of Technology, Dalian 116024, P. R. China. E-mail: pengxj@dlut.edu.cn
dDepartment of Applied Biology and Chemical Technology, Research Institute for Smart Energy, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR 999077, P. R. China
eState Key Laboratory of Radio Frequency Heterogeneous Integration, Shenzhen University, Shenzhen 518060, P. R. China. E-mail: dinggl@szu.edu.cn
First published on 3rd June 2025
Threshold-switching memristors exhibit significant potential for developing artificial nociceptors as their working principles and electrical characteristics closely mimic biological nociceptors. However, the development of high-performance artificial nociceptors is hindered by the randomness of conductive filament (CF) formation/rupture, caused by low-quality resistive switching (RS) films, and complex and uncontrollable RS mechanisms. Organic small-molecule materials are favored in electronic devices for their designability, low cost, easy synthesis, and high stability. In this study, we meticulously designed two D–π–A–π–D structured molecules, designated as TZ-1 and TZ-2, to serve as the RS layer in artificial nociceptors. By precisely modulating the electron-donating ability of the donor groups in these molecules, some key electrical properties of the memristor, such as the low SET voltage (0.42 V) and variation (0.055), high current ON/OFF ratio (∼10−6) and nanosecond level switching time (60 ns), can be successfully optimized. Moreover, a spectroelectrochemical strategy was employed for the first time to investigate the RS mechanism at the molecular level, elucidating the critical role of molecular design in modulating the device's working principles and electrical characteristics. The optimized memristor is capable of accurately emulating the four key behaviors of nociceptors. This achievement not only advances the application of organic materials in neuromorphic devices but also opens up new possibilities for the specialized customization of nociceptors.
Up to now, a large variety of materials have been utilized as resistive switching (RS) layers in memristors, including perovskites,7,13 metal oxides,3,6,14 and organic materials.15–17 We have compiled a selection of relevant literature and compared four key parameters and nociceptive thresholds (Table 1). Through a systematic comparative study of the key characteristics of nociceptors, it was found that organic, inorganic and hybrid systems exhibit similar performance advantages. However, leveraging the designable structural characteristics of organic materials, organic memristors achieve a notably high ON/OFF ratio while significantly reducing the turn-on voltage threshold, a feature that effectively highlights their unique advantages in the field of biomimetic neural simulation. For example, Wang et al. constructed a molecular-scale reconfigurable device through molecular design, achieving electronic functions such as variable resistors and diodes.18 Through precise molecular-level regulation, organic devices also demonstrate substantial development potential in the fields of neuromorphic computing19,20 and reservoir computing.21 Although the ECM-based memristor has excellent performance in mimicking the behaviors of a biological nociceptor, factors such as the uniformity of the thin film, the random formation/fracture of conductive filaments (CFs), and others can affect the accuracy and reliability of the simulated nociceptor.14,22–24 Among them, organic materials receive much attention due to their excellent intrinsic flexibility, solution-treatable feature, and structural designability. However, traditional investigation models (such as morphological characterization and first-principles calculations) often fail to consider the functional groups of organic materials, thus falling short in adequately addressing the underlying mechanisms.22 There is an urgent need to conduct mechanism studies on organic materials. Spectroelectrochemical technology, which integrates spectroscopy with electrochemical analysis, provides valuable insights into reaction mechanisms, intermediates, and associated details by synchronously measuring electrochemical and spectroscopic signals. Therefore, this technology can be applied for elucidating the influence of molecular properties on ECM mechanisms.
Device structure | I HRS (VRead) | I LRS | I ON/OFF | V SET | Nociceptive threshold | Ref. |
---|---|---|---|---|---|---|
Ag/ZrOx/Pt | — | 10 μA (Icc) | 105 | ≈0.4 V | 6 V | 36 |
Ag/2D-GaOx/SiOx/Si | — | — | 104 | ≈2.3 V | 5 V | 37 |
P-Si/CZO/Au | ≈10 nA (3 V) | ≈10 μA | 103 | ≈15 V | 11 V | 38 |
Ag/CιC/ITO | <10 nA (0.2 V) | 100 μA | >104 | ≈0.4 V | 0.6 V | 39 |
Ag/PMMA & CsPbCl3/ITO | ≈100 nA (0.1 V) | 5 mA | 103 | 0.85 V | 0.9 V | 40 |
ITO/ZnO/TiOx/ITO | ≈10 nA (0.1 V) | 1 mA | 104 | 1.23 V | 0.6 V | 41 |
Ag/PMMA&Cs3Bi2I9/ITO | <100 nA (0.1 V) | 1 mA (Icc) | 103 | ≈0.6 V | 0.6 V | 42 |
Pd/MAPbI3/ITO | <10 nA (—) | 100 μA (Icc) | 104 | ≈1.5 V | 1.5 V | 43 |
Pt/LiSiOx/TiN | <500 nA (0.3 V) | 5 mA | 104 | ≈1 V | 1 V | 44 |
Al/2DPTPAK+TAPB/Ag | ≈31.8 nA (0.1 V) | ≈721 μA | 2 × 104 | ≈1.74 V | — | 45 |
Ag/TZ-1/ITO | <1 nA (0.05 V) | ≈10 μA | >104 | 0.39 V | 0.6 V | This work |
Organic molecules exhibit a relatively wide range of applications in the electronic device field, including transistors,25,26 solar cells,27,28 sensors,29,30 and memristors.31–34 For example, in the field of memristors, Yi et al. fabricated an organic polymeric memristor using poly[2-methoxy-5-(3′,7′-dimethyloctyloxy)-1,4-phenylenevinylene] (MDMO-PPV) as an RS material for mimicking biological synaptic properties (including potentiation/depression, spike-rate-dependent plasticity, spike-timing-dependent plasticity).32 Furthermore, the straightforward configuration of small molecules and the effortless fabrication of high-quality films (simple vacuum evaporation or solution spin-coating processes)35 make it more conducive to the verification of mechanistic models. In this study, modified spectroelectrochemical technology was employed for in-depth analysis of the effects of the small-molecule functional groups on the ECM mechanism, demonstrating that this approach is an effective method for elucidating the device RS mechanism. Leveraging the multiple advantages (i.e. simple synthesis route and high-quality films), and combining the structure/property designability, two organic tetrazine (TZ) molecules with different electron-donating groups were designed and synthesized to controllably regulate the electron transmission properties. These novel TZ molecules can serve as an RS layer for fabricating ECM-based memristors, which are also applicable to the exploration of underlying mechanisms. Additionally, memristors incorporating these TZ molecules can emulate key properties of biological nociceptors, including “threshold”, “no adaptation”, “relaxation”, and “sensitization”.
Tetrazine compounds exhibit high electron affinity and demonstrate excellent stability under electrochemical conditions, rendering them ideal as electron transport materials that can boost electron injection and transfer efficiency.47–51 As a bridge functional group, thiophene has been demonstrated to have excellent electron transport properties, connecting electron donors and acceptors, and facilitating charge transfer between molecules.52 In this work, we explored different electron-donating groups, namely a methyl group with triphenylamine and a methoxy group with triphenylamine.53 The synthesis procedure is illustrated in Fig. 1a. All molecular structures of the new compounds were characterized and confirmed by 1H NMR and mass spectroscopy (ESI,† Materials and synthesis). The thermogravimetric analysis (TGA) results for both molecules in Fig. S1† indicate that these small molecules maintain their structural integrity even at high temperatures (200 °C), demonstrating their robust and dependable environmental stability.
To gain further insights into the photophysical characteristics, UV-vis (ultraviolet-visible absorption spectroscopy) and CV (electrochemical cyclic voltammetry) were employed. As illustrated in Fig. 1b and c, compared to that of TZ (maximum absorption wavelength: 347 nm), the UV-vis spectra for TZ-1 and TZ-2 have two obvious absorption peaks (TZ-1: 305 and 498 nm; TZ-2: 310 and 487 nm), of which the peaks at 305 nm and 310 nm can be attributed to the absorption blue shift of the π–π* transition of TZ (300 nm), and those at 498 and 487 nm to intramolecular charge transfer.47,49 The maximum absorption wavelength of TZ-1 exhibits a red shift of approximately 11 nm relative to TZ-2, suggesting that the strong electron-donating group effectively stabilizes the positive charges within the molecule and enhances charge transfer.53,54 From the CV results depicted in the inset figures in Fig. 1b and c, the reversible oxidation peaks of TZ-1 and TZ-2 are observable at 0.51 and 0.58 eV, respectively, while their reversible reduction peaks are located at 0.35 and 0.49 eV, respectively. The fact that TZ-1 exhibits a lower oxidation potential compared to TZ-2 indicates its greater propensity to donate electrons, thereby facilitating charge transfer. The HOMO, LUMO and energy band gaps can be derived from the UV-vis and CV results (ESI, Energy band gaps of TZ molecules) (Fig. S2†).
Experimental outcomes confirm the successful synthesis in this study of two organic small molecules possessing identical LUMO energy levels via a meticulous molecular design approach, effectively eliminating the disruption caused by energy level barriers to electron transport. This achievement furnishes an ideal sample for advancing spectroelectrochemical research. Not only does this design highlight the potential of spectroelectrochemical techniques in probing memristor mechanisms but also establishes a robust platform for future investigations into the interplay between electron transport behavior and molecular structure.
Fig. 2e and f display the typical RS behaviors of TZ-1 and TZ-2, respectively. In contrast, the HRS of the TZ-2-based TSM increased with increasing Icc, indicating relatively weaker stability. Additionally, the TZ-1 TSM demonstrated a lower VSET than that of the TZ-2 TSM, which facilitates low-energy operation. Consequently, TZ-1 enables the formation of stronger and more stable CFs, offering greater versatility for biomimetic simulations.55,56
Based on the conclusions from UV-vis spectra and CV, and incorporating the device's electrical properties, it becomes evident that the highly potent electron-donating group of TZ-1 and the easy charge transfer property facilitate the realization of a reduced VSET, a notably stable HRS, and a highly tunable ION/OFF. Therefore, the strategy of structurally designing organic small molecules to modulate device electrical performance in this study can establish a new paradigm for advancing organic electronic materials.
Based on the ECM mechanism and incorporating a molecular structure design strategy, the device working mechanisms of these two TZ-based TSMs were investigated using spectroelectrochemical techniques to elucidate the differing electrical performances of the two similar molecules at the molecular level. The ECM RS mechanism commonly involves the redox process of Ag atoms (ESI, Study of device working mechanism, Note S2†), containing three steps: oxidation reaction of Ag atoms to Ag+ (Fig. 3a(i)), migration under the voltage bias (Fig. 3a(ii)), and the reduction of Ag+ to Ag atoms for forming metallic CFs (Fig. 3a(iii) and (iv)).60–63
Spectroscopic techniques, including Raman and X-ray diffraction (XRD) analysis (ESI, Fig. S5c, d, and S6†), were initially employed to investigate the structure, composition, and molecular state of the TZ films. Raman spectra showed less than 5% variation (Fig. S7†) in all characteristic peaks over the full spectral range. Based on these findings, we believe that the TZ molecule in DCM solution can be utilized to investigate the device RS mechanism, even though they are not in a solid film state (ESI, Study of device working mechanisms, Note S3†).
Spectroelectrochemical technology examines molecular structures and electron transfer during electrochemical reactions, due to its capacity to monitor real-time variations in reactant species during reactions, capture detailed molecular vibration spectra at the electrode/solution interface, and offer profound insights into material properties at the molecular level. UV-vis spectroelectrochemical studies, by tracking alterations in UV-vis light absorption during the reaction, is well-suited for studying redox reactions. This technique closely corresponds to crucial steps in ECM mechanisms and offers insights into reactions between organic molecules and silver ions (ESI, Study of device working mechanism, Note S2†). Therefore, to gain insights into the discrepancies in electrical performance exhibited by the two distinct types of molecular memristors rooted in the ECM mechanism, we conducted spectroelectrochemical studies tailored to organic solution systems. The testing setup is shown in Fig. 3b (ESI, Study of device working mechanisms, Notes S4 and S5†).
An electrochemical workstation is utilized to apply bias to the system, while UV-vis is concurrently employed to continuously acquire spectral data. In the inert three-electrode system (ESI, Study of device working mechanisms, Note S6†), it is noteworthy that, upon completion of the scanning process, TZ-1 reverts to its initial value, whereas TZ-2 fails to do so (Fig. S9a, b, and S10†). This evidences that TZ-2 undergoes “electrical aging” under the applied bias voltage. It can be deduced that the TZ-1-based memristor demonstrates a stable HRS (Fig. S11†), whereas the TZ-2-based memristor exhibits fluctuating HRS under the action of voltage bias, which is consistent with the TS behaviors mentioned in Fig. 2e and f.
In addition, in the active three-electrode system (ESI, Study of device working mechanisms, Note S7†) (Fig. S9c and d†), during the voltage bias scanning, the intensity of TZ-1 absorption (Fig. 3c, left) begins to increase at the 1.5 min time point, while the intensity of TZ-2 absorption (Fig. 3c, right) starts to rise at the 2 min time point. This observation is consistent with the low VSET property of TZ-1, as demonstrated in Fig. 2e and f. To gain a more precise understanding of the response characteristics of TZ-1 and TZ-2 to an applied voltage, we measured the switching time (HRS transition to LRS duration). By subjecting the same voltage pulse amplitude and width, we found that TZ-1 exhibited a switching time of 60 ns, whereas TZ-2 had a switching time of 110 ns. These findings further substantiate that TZ-1 exhibits a shorter switching time and a low VSET.
The electron injection energy barriers (difference between Ag work function and LUMO) for TZ-1 and TZ-2 are estimated to be 1.26 eV (Fig. 3e). Despite TZ-2 having the same electron injection energy barrier as TZ-1, it is TZ-1 that first exhibits a change in electrical conductivity. This phenomenon suggests that TZ-1 plays an accelerating and facilitating role in the oxidation of Ag atoms to Ag+, thereby causing a faster alteration in electrical conductivity (that is, a low VSET). Ultimately, this verifies that TZ-1 is important in facilitating the redox process in the ECM mechanism.
We also observed a clear correlation between spectral variation and bias voltage. In the inert electrode system, after completing the voltage scan, the absorption spectrum of TZ-2 did not revert to the initial state, confirming that an irreversible reaction and unstable HRS occurred due to the voltage scan. Conversely, in the active electrode system using an Ag electrode, TZ-1 exhibited a change in absorbance before TZ-2, and the switching time was less than that for TZ-2, definitively indicating that the TZ-1-based memristor has a lower VSET compared to the TZ-2-based memristor. This finding is consistent with previously reported TS behavior.
In biological nociceptors, the sensitization phenomenon usually manifests as “allodynia” and “hyperalgesia”. Theoretically, allodynia can be defined as a painful response to a no-injury stimulus, which does not exceed the threshold of the nociceptors. Hyperalgesia can be defined as an irregular painful response (i.e., exceeding the normal pain response) to an injury-causing stimulus. Finally, unlike other receptors, which tend to gradually adapt to ongoing signal stimuli, nociceptors do not exhibit such adaptation, which is the “no adaptation” property. The aforementioned characteristics constitute the essential attributes of biological nociceptors. Memristors that operate based on the ECM mechanism can exhibit analogous behaviors to those of nociceptors. Leveraging their excellent consistency and uniformity, TZ-1 devices can be applied to effectively emulate nociceptors for realizing these four functions.
To simulate the “threshold” feature, a series of voltage pulses (amplitude: 0.2–1.2 V) with a step of 0.2 V were applied to the TZ-1 TSM (Fig. 5c). The memristor responds only at a pulse value exceeding 0.8 V, demonstrating the “threshold” feature, which depends on the stimulus intensity. Additionally, the pain (or discomfort) response can also be triggered by increasing the pulse width at a relatively low stimulus intensity (0.6 V) (Fig. S15†). Fig. S16† illustrates the threshold behavior of TZ-2 in simulating a nociceptor. The elevated HRS results in the generation of electrical signals even at low voltages, which may compromise the accuracy of pain signal detection. This further confirms that TZ-2 is not suitable for the simulation of nociceptors.
For the simulation of the “relaxation” characteristic, after an initial strong stimulus (2 V, 10 ms) induced a pain signal, subsequent sub-threshold weaker stimuli (0.5 V, 10 ms) were applied. The results in Fig. 5d indicate that the pain signal response can fully return to its initial state, demonstrating the “relaxation” characteristic.
During the “relaxation” process, nociceptors lower their threshold to shield the injured tissue from further damage, a phenomenon regarded as the “sensitization” characteristic. To study the “sensitization” characteristics, different effective pulses were applied to the TZ-1-based artificial nociceptor to induce varying degrees of tissue damage and pain responses. Subsequently, pulse trains (0.2 to 1.2 V, step size: 0.2 V, pulse width: 10 ms) were used to record the current responses. The results in Fig. 5e show that the stimuli with different intensities produce distinct responses. Specifically, Fig. 5f exhibits the averaged response currents extracted from Fig. 5e on both logarithmic (Fig. 5f(i)) and linear (Fig. 5f(ii)) scales. With the increasing severity of the injury, the threshold drops, and the current response intensifies, suggesting that nociceptors with greater damage become more sensitive to external stimuli, that is, “allodynia” and “hyperalgesia” behaviors.
Fig. 5g illustrates the response currents to pulse trains with varying amplitudes. It is observed that as the pulse value increases, the nociceptor reaches its threshold more quickly, and once this threshold is exceeded, it continues to generate outputs. This behavior demonstrates the “no adaptation” nature and threshold property of the artificial nociceptor, which differs from other types of receptors.
In this section, we harnessed the designability of small organic molecules to manipulate and enhance device performance, achieving successful application in the neuromorphic domain.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d5sc02710a |
This journal is © The Royal Society of Chemistry 2025 |