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With a switching drain bias, the gate reliability of Schottky-type ${p}$ -GaN gate high-electron-mobility transistors (HEMTs) under AC positive gate bias stress has been systematically investigated. The mean-time-to-failure (MTTF) under such application-relevant stress is found to be prolonged compared to that extracted from static and AC gate bias stress tests with the absence of a switching drain bias and exhibits positive coefficients with frequency and OFF-state drain bias (${V} _{\text {DSQ}}$). Such results can be explained by the drain-induced hole insufficiency in the gate stack at large ${V} _{\text {DSQ}}$ , a physical mechanism that results in elevated energy band at ON-state when ${V} _{\text {DSQ}}$ is just switched to low voltage. This non-equilibrium transient status could suppress injection of electrons from the 2DEG channel to the ${p}$ -GaN gate, which in turn substantially weakens the hot-electron’s generation in the depleted ${p}$ -GaN layer and the subsequent bombardment to the gate-metal/ ${p}$ -GaN interface, and thus prolongs the gate lifetime. [ABSTRACT FROM AUTHOR]

As a highly integrated industrial system, human cyber-physical systems (HCPSs) provide accurate and high-quality services for Industry 5.0. In HCPSs, machine learning (ML) prediction provides reliable prediction results for users based on matured models, while security and privacy protection are considerable issues. In this article, based on the modified Okamoto–Uchiyama homomorphic encryption, we propose a verifiable privacy-preserving machine learning prediction scheme for the edge-enhanced HCPSs, which outputs the verifiable prediction results for users without privacy leakage. Specifically, a batch of prediction results can be verified at one time, which improves the efficiency of verification. Security analysis shows that our scheme protects the privacy of inputs, ML model, and prediction results. The experiment results demonstrate that the edge computing architecture remarkably alleviates the computational burden of the cloud server. Furthermore, compared with other related schemes, our scheme shows the best execution efficiency, and batch verification optimizes the performance by about 15% compared with single verification on the same scale. [ABSTRACT FROM AUTHOR]

The threshold voltage (VTH) of an enhancement-mode Schottky-type p-GaN gate high-electron-mobility transistor (HEMT) is found to have a special dependence on the drain bias. The device commonly requires higher gate voltage to switch on the transistor from a high-drain-voltage off-state than what is expected from the static device characteristics. The reason behind the dynamic VTH has been proved to be the floating p-GaN layer, where charges could be stored and further influence VTH under different drain bias. In this article, a SPICE-compatible equivalent circuit model is presented according to the structure of Schottky-type p-GaN gate HEMTs. It features a floating node to imitate the charge storage process within the gate stack. Compared to conventional models, the proposed model could accurately predict the dynamic VTH characteristics and switching behaviors of power electronics circuits, where Schottky-type p-GaN gate HEMTs are deployed as power transistors. The phenomena related to the dynamic VTH, including the disappearance of Miller plateau, the overestimated false-turn-on problem, and the higher reverse conduction loss are evaluated with a half-bridge circuit and the merits of the proposed model are verified. [ABSTRACT FROM AUTHOR]

By deploying a surface reinforcement layer (SRL) at the interface between Schottky metal and ${p}$ -GaN in the gate stack, a ${p}$ -GaN gate high-electron-mobility transistor (HEMT) with enhanced gate reliability is demonstrated. Prior to the gate metal deposition, the SRL is formed by an oxygen-plasma treatment and a subsequent high-temperature annealing process (at 800 °C) that enables surface reconstruction. Such a process converts several nanometers of ${p}$ -GaN near the surface into a crystalline GaON layer, which exhibits stronger immunity to hot electron bombardment. With nearly identical threshold voltage and ON -resistance, the ${p}$ -GaN gate HEMT with SRL yields two orders of magnitude reduction in gate leakage current at ON -state and an increase from 10.5 V to 12.7 V in forward gate breakdown voltage. Time-dependent gate breakdown measurement reveals an increase from 5.9 V to 7.8 V in the maximum ON -state gate drive voltage for a 10-year lifetime with a 1 % gate failure rate, which effectively expands the operating voltage margin of the ${p}$ -GaN gate power HEMT. [ABSTRACT FROM AUTHOR]

Systematic characterizations of a cascode device with a low-voltage enhance-mode (E-mode) p-GaN gate high-electron mobility transistor as the control device and a high-voltage (HV) depletion-mode (D-mode) silicon carbide junction field effect transistor (JFET) as the voltage blocking device are presented in this article. The demonstrated device with a breakdown voltage rating of 1200 V and a static on-resistance (RON) of 100 mΩ features small device capacitances with fast switching speed, avalanche breakdown capability, thermally stable threshold voltage (VTH), and no dynamic RON degradation. To identify its safe operation in the off-state with a high drain bias, the off-state middle point voltage (VM) between the E-mode device drain and D-mode device source is investigated. A relatively low off-state VM is achieved under both static and dynamic modes. In addition to the device-level characterization, a custom-designed double-pulse test circuit is built to evaluate the transient switching performance of the cascode device. Optimal gate drive conditions are proposed to 1) overcome the drain bias induced positive dynamic VTH shift; and 2) suppress the increased dynamic off-state leakage current (IOFF) induced by on-state hole injection. Under 800 V/16 A testing conditions, high switching speed with the drain voltage peak slew rates of 72 V/ns during turn-on and 121 V/ns during turn-off is achieved. [ABSTRACT FROM AUTHOR]

In this work, the deep-level transient spectroscopy (DLTS) is conducted to investigate the gate stack of the p-GaN gate HEMT with Schottky gate contact. A metal/p-GaN/AlGaN/GaN heterojunction capacitor is prepared for the study. The DLTS characterization captures the transient capacitance change in the stack, from which the capacitance of the metal/p-GaN Schottky junction can be extracted. By proper selection of the rate window, the impacts of the hole insufficiency effect are avoided during trap states evaluation. Thus, the information of deep energy levels in the p-GaN layer is revealed, which consists of an electron trap state with activation energy of 0.85 eV and a hole trap state with activation energy of 0.49 eV. The identification of these trap states in the p-GaN layer provides a physical foundation for understanding the threshold voltage instability in Schottky-type p-GaN gate power HEMTs. [ABSTRACT FROM AUTHOR]

We conducted reliability characterization under reverse-bias stress (i.e., stress at OFF-state with high VDS) on the E-mode GaN metal–insulator–semiconductor field-effect-transistors (MIS-FETs) with various substrate terminations. The MIS-FETs with floating substrate (FS) show worse threshold voltage (VTH) stability than that with a grounded substrate. A non monotonic dependence of VTH shifts and OFF-state time-to-breakdown (tbd) on the positive substrate bias (Vsub) was also observed. The underlying mechanisms are the different impacts of positive Vsub on the drift of electrons and holes during the long-term stress. An important indication is that positive-biased and FS terminations should be restricted at OFF-state in order to obtain good VTH stability in applications of the GaN MIS-FET. [ABSTRACT FROM AUTHOR]

In this paper, we carried out a systematic investigation on gate degradation and the physical mechanism of the Schottky-type ${p}$ -GaN gate HEMTs under positive gate voltage stress. The frequency- and temperature-dependent measurements have been conducted. It is found that the time-dependent gate degradation exhibits weak relevance with frequencies ranging from 10 to 100 kHz under dynamic gate stress and is similar to that in static gate stress. Both the gate breakdown voltage (BV) and mean-time-to-failure (MTTF) show positive temperature dependence. Moreover, the current–voltage (I–V) characteristics and threshold voltage (${V}_{\text {TH}}$) instability of ${p}$ -GaN devices before/after gate degradation are compared and analyzed. The degraded Schottky junction exhibits an ohmic-like gate behavior. It is revealed that under a large gate bias stress, high-energy electrons accelerated in the depletion region of the ${p}$ -GaN layer would promote the formation of defect levels near the metal/ ${p}$ -GaN interface, leading to the initial ${p}$ -GaN layer degradation. The subsequent high gate leakage density could cause the final degradation of the AlGaN barrier. [ABSTRACT FROM AUTHOR]

The drain induced dynamic threshold voltage (${V}_{\textrm {th}}$) shift of a ${p}$ -GaN gate HEMT with a Schottky gate contact is investigated, and the underlying mechanisms are explained with a charge storage model. When the device experiences a high drain bias ${V}_{\textrm {DSQ}}$ , the gate-to-drain capacitance (${C}_{\textrm {GD}}$) is charged to ${Q}_{\textrm {GD}}$ (${V}_{\textrm {DSQ}}$). As the drain voltage drops to ${V}_{\textrm {DSM}}$ where ${V}_{\textrm {th}}$ is measured, ${C}_{\textrm {GD}}$ is expected to be discharged to ${Q}_{\textrm {GD}}$ (${V}_{\textrm {DSM}}$). However, the metal/ ${p}$ -GaN Schottky junction could block the discharging current, resulting in storage of negative charges in the ${p}$ -GaN layer. For the device to turn on, additional gate voltage is required to counteract the stored negative charges, resulting in a positive shift of ${V}_{\textrm {th}}$. The dynamic ${V}_{\textrm {th}}$ shift is an intrinsic and predictable characteristic of the ${p}$ -GaN gate HEMT which is linearly correlated with $\Delta \!{Q}_{\textrm {GD}}={Q}_{\textrm {GD}}$ (${V}_{\textrm {DSQ}}$) $- {Q}_{\textrm {GD}}$ (${V}_{\textrm {DSM}}$). The ${V}_{\textrm {th}}$ shift is dependent on ${V}_{\textrm {DSQ}}$ as well as ${V}_{\textrm {DSM}}$ , indicating that the ${V}_{\textrm {th}}$ shift is varying along the load line during a switching operation. [ABSTRACT FROM AUTHOR]

The impacts of static and dynamic gate stress on the threshold voltage (${V}_{\text {TH}}$) instability in Schottky-type ${p}$ -GaN gate AlGaN/GaN heterojunction field-effect transistors are experimentally investigated. ${V}_{\text {TH}}$ shifts negatively under large positive bias static stress (${V}_{\text {G}}\_ {\text {stress}} > 5$ V) by adopting conventional quasi-static characterization techniques. In contrast, ${V}_{\text {TH}}$ under fast-dynamic-stress exhibits positive shift, and a positive frequency dependence occurs within a wide range of frequency from 10 Hz to 1 MHz. The different ${V}_{\text {TH}}$ instability behavior under static and dynamic stress mainly originates from the time-dependent charges (electrons and holes) storage/release mechanisms in the ${p}$ -GaN layer, which is floating in the Schottky-type ${p}$ -GaN gate HEMT. [ABSTRACT FROM AUTHOR]

Under reverse-bias stress (i.e., OFF-state stress with ${V} _{\text {GS}} < {V}_{\text {TH}}$) with high drain voltage, ultraviolet (UV) illumination and larger negative gate bias are found to accelerate the positive shift in threshold voltage (${V}_{\text {TH}}$) of enhancement-mode GaN MIS-FETs with fully recessed gate. These results suggest a hole-induced degradation mechanism. In the absence of UV illumination, holes could be generated by impact ionization in the high electric-field region, which is initiated by electrons injected from the source through the buffer layer. With a larger negative gate bias, more holes will flow to the gate side and pass through the silicon nitride (SiNx) gate dielectric, as SiNx does not present any energy barrier to holes. The enhanced hole transport through the dielectric under large negative gate bias could accelerate new defects generation and therefore result in the larger positive threshold voltage shifts. [ABSTRACT FROM AUTHOR]

In this paper, we carried out a systematic comparison between the enhancement-mode GaN-based fully recessed metal-insulator-semiconductor field-effect transistors (MIS-FETs) and partially recessed MIS-high-electron-mobility transistors (MIS-HEMTs) with the same gate dielectric stack (LPCVD-SiNx/PECVD-SiNx) that has delivered promising long-term reliability and stability. Despite a moderately larger on-resistance (${R}_{ \mathrm{ON}}$), the MIS-FETs deliver superior ${V}_{\text {TH}}$ uniformity and thermal stability. Under long-term gate bias stress, both the MIS-HEMT and MIS-FET deliver similar small positive-bias temperature instability, while the negative-bias temperature instability of the MIS-HEMT is much larger than that of MIS-FET. The MIS-FET also delivers a higher ${V}_{\text {TH}}$ stability than the MIS-HEMT under dynamic gate bias stress. It is suggested that the differences in ${V}_{\text {TH}}$ stability mainly originate from the different spatial separation between the trap states and the conducting channel, with it being larger in MIS-HEMT than in MIS-FET. [ABSTRACT FROM AUTHOR]