A mixed-precision memristor and SRAM compute-in-memory AI processor.

Artificial intelligence (AI) edge devices demand high-precision energy-efficient computations, large on-chip model storage, rapid wakeup-to-response time and cost-effective foundry-ready solutions. Floating point (FP) computation provides precision exceeding that of integer (INT) formats at the cost of higher power and storage overhead. Multi-level-cell (MLC) memristor compute-in-memory (CIM) provides compact non-volatile storage and energy-efficient computation but is prone to accuracy loss owing to process variation.

Specific labeling and identification of bacteria based on concentration-dependent carbon dot staining combined with hyperspectral imaging.

Concentration-dependent carbon dot (CD) fluorescence was developed and utilized alongside hyperspectral microscopy as a specific labeling and identification technique for bacteria. Staining revealed that the CD concentration within cells depended on the characteristic intracellular environment of the species. Therefore, based on the concentration dependence of the CD fluorescence, different bacterial species were specifically labeled.

Identification of DAPI-stained normal, inflammatory, and carcinoma hepatic cells based on hyperspectral microscopy.

Gross chromatin imbalance and high DNA content are distinct features of various types of cancer cells. However, severe inflammation can also produce similar symptoms in cells. In this study, normal, inflammatory, and carcinoma hepatic cells were stained with 4',6-diamidino-2-phenylindole (DAPI) and investigated by hyperspectral microscopy.

Classification of two species of Gram-positive bacteria through hyperspectral microscopy coupled with machine learning.

Gram stain is one of the most common techniques used to visualize bacteria under microscopy and classify bacteria into two large groups (Gram-positive and Gram-negative). However, such an inaccurate classification is unfavorable for bacterial research. For instance, soil-rhizosphere bacteria, () and () have different effects on plants, nonetheless, they are both Gram-positive and difficult to be differentiated.