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memBrain™ is an innovative neuromorphic memory technology developed to enhance AI processing capabilities at the network edge. It efficiently supports the demanding operations of Deep Neural Networks (DNNs), especially in applications like video and voice recognition within battery-powered, deeply embedded devices. By integrating with SuperFlash® technology, memBrain optimizes Vector Matrix Multiplication (VMM) through an analog compute-in-memory approach, significantly boosting AI inference performance at the edge. This technology solves the challenge of handling large amounts of data that DNNs demand, by keeping synaptic weights stored inside the floating gate. This methodology reduces the need for off-chip DRAM, cutting down system bus latencies. With its analog cell operations, memBrain supports Multiply-Accumulate operations within the storage array itself, offering up to 20 times of power reduction compared to traditional RAM-based approaches. memBrain is tailored for large-scale neural system support through its tile-based architecture, achieving low energy consumption per operation cycle and ensuring minimal frame cycle latency. This makes it an invaluable asset for advanced AI implementations requiring efficient, low-cost memory solutions.
SuperFlash® technology by SST is a proprietary memory solution based on a split-gate Flash memory cell architecture. It's renowned for offering a cost-effective, high-performance programmable solution tailored for System-on-a-Chip (SoC) devices. Since its introduction in 1992, SuperFlash technology has remained a robust choice for memory designs, thanks to its simplified design and compatibility with standard silicon CMOS processes. The technology exhibits exceptional scalability, ranging from 1 µm technology node down to 110 nm. It demonstrates high endurance, with impressive rewrite cycle capability and remarkable data retention. Even at elevated temperatures, SuperFlash maintains excellent performance and is immune to stress-induced leakage current (SILC), which makes it suitable for applications demanding high reliability and performance. SuperFlash technology offers wide foundry availability and flexibility in licensing, enabling manufacturers to incorporate this solution in a variety of applications from automotive control systems to consumer electronic devices.
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