Handwritten-Digit Recognition by Hybrid Convolutional Neural Network based on HfO2 Memristive Spiking-Neuron.

Although there is a huge progress in complementary-metal-oxide-semiconductor (CMOS) technology, construction of an artificial neural network using CMOS technology to realize the functionality comparable with that of human cerebral cortex containing 1010-1011 neurons is still of great challenge. Recently, phase change memristor neuron has been proposed to realize a human-brain level neural network operating at a high speed while consuming a small amount of power and having a high integration density. Although memristor neuron can be scaled down to nanometer, integration of 1010-1011 neurons still faces many problems in circuit complexity, chip area, power consumption, etc. In this work, we propose a CMOS compatible HfO2 memristor neuron that can be well integrated with silicon circuits. A hybrid Convolutional Neural Network (CNN) based on the HfO2 memristor neuron is proposed and constructed. In the hybrid CNN, one memristive neuron can behave as multiple physical neurons based on the Time Division Multiplexing Access (TDMA) technique. Handwritten digit recognition is demonstrated in the hybrid CNN with a memristive neuron acting as 784 physical neurons. This work paves the way towards substantially shrinking the amount of neurons required in hardware and realization of more complex or even human cerebral cortex level memristive neural networks.

Laterally-current-injected light-emitting diodes based on nanocrystalline-Si/SiO2 superlattice.

Laterally electrically-pumped Si light-emitting diodes (LEDs) based on truncated nanocrystalline-Si (nc-Si)/SiO2 quantum wells are fabricated with complementary-metal-semiconductor-oxide (CMOS) process. Visible electroluminescence (EL) can be observed under a reverse bias larger than ~6 V. The light emission would probably originate from the spontaneous hot-carrier relaxations within the conduction and the valance bands when the device is sufficiently reverse-biased. The EL spectral profile is found to be modulated by varying structure parameters of the interdigitated finger electrodes. Up to ~20 times EL intensity enhancement is achieved as compared to vertical-current-injection LED prepared using the same material system. Based on the lateral-current-injection scheme, a Si/SiO2 MQW LED with Fabry-Perot (FP) microcavity and an on-chip waveguided LED that emits at 1.55-µm are proposed.

CD34+ stem cell transplantation in malignancies: report of three cases.

Purging tumor cells from peripheral blood stem cells (PBSCs) used to treat patients with malignancy is important in the prevention of relapse. Positive selection of CD34+ stem cells using either immunomagnetic methods or an avidin-biotin conjugated CD34 monoclonal antibody binding column can reduce the number of contaminating tumor cells. We describe the management of three patients with malignancy treated using high-dose chemotherapy and enriched CD34+ cell transplantation. PBSCs were mobilized with cyclophosphamide plus recombinant granulocyte-colony stimulating factor (rG-CSF), and then leukophoresis was performed to harvest the PBSCs. The collected cells were positively selected for CD34+ cells using the Cellpro system. The CD34(+)-enriched PBSCs were then cryopreserved in the vapor phase of liquid nitrogen for future reinfusion. All three patients recovered smoothly after transplantation. The mean time to full hematologic recovery was 12 days for white blood cells (> or = 1 x 10(9)/L) and 14 days for platelets (> or = 20 x 10(9)/L), respectively. Partial remission occurred in two patients who were disease free for more than 4 years, and in one patient who died of hepatic failure with liver cirrhosis 5.5 months posttransplantation.

Chinese herb nephropathy.

In 1994, a 44-year-old woman progressed from normal renal function to advanced renal failure and end-stage renal disease within 8 months. Biopsy revealed extensive interstitial fibrosis with focal lymphocytic infiltration. She received a cadaveric renal transplant in January 1996 and had an uneventful posttransplant course. As a result of a minor motor vehicle accident, the patient had received acupuncture and Chinese herbal medicine for pain relief approximately 5 months before the onset of renal symptoms. After the transplant, analysis of the herbal remedies clearly indicated the presence of aristolochic acid in 2 of the 6 Chinese herbs ingested. Ingestion of aristolochic acid has been linked to a newly defined entity, Chinese herb nephropathy (CHN). This article discusses the history of CHN and its implication in the current case and in other recent similar cases and makes recommendations to avoid future problems caused by unregulated use of herbal medicines. This is the first reported case of CHN in the USA.