Fusion of memristor and digital compute-in-memory processing for energy-efficient edge computing

Artificial intelligence (AI) edge devices prefer employing high-capacity nonvolatile compute-in-memory (CIM) to achieve high energy efficiency and rapid wakeup-to-response with sufficient accuracy. Most previous works are based on either memristor-based CIMs, which suffer from accuracy loss and do not support training as a result of limited endurance, or digital static random-access memory (SRAM)-based CIMs, which suffer from large area requirements and volatile storage. We report an AI edge processor that uses a memristor-SRAM CIM-fusion scheme to simultaneously exploit the high accuracy of the digital SRAM CIM and the high energy-efficiency and storage density of the resistive random-access memory memristor CIM. This also enables adaptive local training to accommodate personalized characterization and user environment. The fusion processor achieved high CIM capacity, short wakeup-to-response latency (392 microseconds), high peak energy efficiency (77.64 teraoperations per second per watt), and robust accuracy (<0.5% accuracy loss). This work demonstrates that memristor technology has moved beyond in-lab development stages and now has manufacturability for AI edge processors.

[Effect of immunostimulatory DNA sequence on the production of Th1 and Th2 cytokines induced by Dermatophagoides farinae allergen in vitro]

OBJECTIVE

To investigate the immunoregulatory effect of immunostimulatory DNA sequence (ISS) on the production of Th1 and Th2 cytokines induced by mite allergen in PBMC of the patients with mite allergic asthma in vitro.

METHODS

PBMC from the patients with allergic asthma and normal controls were isolated and cultured in vitro stimulated by ISS and Dermatophagoides farinae allergen (Df). IL-12, IFN-gamma and IL-5 in the cell supernatants were detected by ELISA. Df specific IgE in sera of patients were assayed by fluorescent enzyme immunoassay.

RESULTS

PBMC from both the patients and normal controls stimulated by ISS plus Df produced a significant increase in the level of both IFN-gamma and IL-12 compared with non-ISS and Df stimulations, whereas IL-5 was decreased. Moreover, the levels of IFN-gamma, IL-12 produced were significantly higher in normal controls than in the patients, on the contrary, IL-5 was down regulated. It was also shown that the level of IL-12 produced by PBMC of the patients with ISS plus Df stimulation correlated positively with that of IFN-gamma.

CONCLUSION

ISS not only promotes the expressions of Th1 cytokines but also downregulates the production of Th2 cytokines induced by Df in both allergic and non-allergic individuals, indicating its potential application in the immunotherapy of mite allergy.