The invention relates to a full-
simulation non-multiplication and addition operation method and device for
simulation in-memory calculation, and the method comprises the steps: training a target
full model, and obtaining a corresponding weight and a batch normalization parameter, the batch normalization parameter comprising bias information and a
zoom factor; based on the
simulation in-memory calculation array and the simulation bias array, in combination with the weight and bias information, carrying out multiplication and addition operation and batch normalized bias calculation; generating a target reference
voltage of the ReLU-ADC based on a global resistance ladder
voltage divider or an analog bias array in combination with a scaling factor, and setting a DAC minimum output
voltage thereof; and based on the target reference voltage and the minimum output voltage of the DAC, the ReLU-ADC performs full-simulation non-multiplication-addition operation on the bias multiplication-addition simulation calculation result. Therefore, the problems that in a traditional CIM architecture, a mode of completing non-multiplication and addition operation depending on a digital domain has significant bottlenecks in key performance indexes such as speed,
power consumption and area, and the requirements of resource-limited scenes such as an
intelligent sensor are difficult to meet are solved.