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Na et al. Soft Sci. 2026, 6, 25                                                   Page 7 of 22





               Heterojunction
               Unlike Schottky junctions, heterojunctions form at the interface between two semiconductors with different
               band structures. Fermi-level alignment through charge transfer creates both conduction- and valence-band
               offsets, generating a built-in electric field that extends across the depletion region [Figure 3Ai] [47,48] . Under
               illumination, excitons generated in the active layer dissociate only when they reach this interface, from which
               photogenerated electrons and holes are efficiently separated and driven in opposite directions, producing a
               photocurrent without external electrical bias [Figure 3Aii]. Concurrently, a portion of carriers becomes
               trapped at interfacial or defect-related states, and their gradual release after light removal induces persistent
               photocurrent relaxation, mimicking synaptic potentiation and depression under zero-power operation
               [Figure 3Aiii] [37-42] . Compared with Schottky systems, heterojunctions offer more tunable band alignment and
               enhanced charge separation efficiency, enabling broader spectral sensitivity and more versatile synaptic
               behaviors. These characteristics make heterojunction-based zero-power optoelectronic synapses particularly
               attractive for zero-power operation, as synaptic modulation can be governed by interfacial band engineering.
               By carefully selecting semiconductor pairs with complementary energy levels, the built-in electric field and
               carrier transport pathways can be precisely controlled, modulating synaptic weight, retention time, and
               response speed. We review representative heterojunction-based optoelectronic synapses, highlighting
               operating principles, synaptic functionalities, and applications.


               Zheng et al. reported a retina-inspired optoelectronic synapse based on a vertical GaN/BiFeO 3
               heterojunction [Figure 3B] . The ferroelectric BiFeO  layer, containing abundant oxygen vacancies, acted as
                                     [37]
                                                            3
               both a UV absorber and a charge-trapping reservoir. The built-in photovoltaic field across the
               heterojunction enabled operation without external electrical bias under ultra-weak UV illumination. The
               device exhibited a wide range of synaptic plasticity, including EPSC, PPF, STM-to-LTM transition, and
               learning-forgetting-relearning behavior, with a maximum PPF index of 200% and a minimum detectable UV
               intensity of 0.68 μW·cm  [Figure 3C]. UV-modulated negative polarization and vacancy ionization enhanced
                                   -2
               persistent photoconductivity, allowing the synaptic weight to be modulated by invisible UV light and used
               for pattern recognition, including letter images [Figure 3D].


               Beyond inorganic systems, Hao et al. developed zero-power artificial optoelectronic synapses based on
               ultrathin organic asymmetric C -BTBT (dioctylbenzothienobenzothiophene)/F CuPc (copper
                                             8
                                                                                            16
               hexadecafluorophthalocyanine) heterojunction films [Figure 3E] . The efficient conversion of UV light into
                                                                     [38]
               photocurrent enabled zero-bias synaptic functions such as EPSC, PPF, and SRDP without external electrical
               bias. Specifically, the SRDP behavior allows high-pass filtering for image preprocessing with a cutoff
               frequency of 6.9 Hz [Figure 3F]. This high-pass filtering effect was further utilized for image sharpening,
               where slowly varying background components were suppressed while high-frequency edge features were
               selectively enhanced, enabling more efficient visual recognition [Figure 3G]. By tuning gate voltage to
               modulate interfacial charge transfer, the platform extended its response from UV to the near-infrared region,
               achieving multispectral sensing and expanding the perceptual range beyond that of the biological retina.

               Cheng et al. demonstrated a zero-power optoelectronic memristor based on a ZnO/WO  heterojunction
                                                                                            X
               [Figure 3H], capable of mimicking key retinal adaptation phenomena, including desensitization and Weber’s
               law . Under pulsed optical stimulation without an external electrical bias, the photovoltaic effect, coupled
                  [39]
               with charge trapping at the heterojunction, produced transient postsynaptic currents with gradual decay,
               analogous to photoreceptor adaptation [Figure 3I]. The device further exhibited background-dependent
               response to flash stimuli, representing Weber’s law [Figure 3J]. By integrating the memristor with a
               NbO -based threshold-switching element, the system converted continuous light inputs into dynamic spike
                   X
               trains, enabling adaptive image preprocessing and overexposed image recognition with high accuracy [Figure
               3K and L].
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