Using the present to interpret the past: the role of ethnographic studies in Andean archaeology

Within Andean research it is common to use ethnographic analogies to aid the interpretation of archaeological remains, and ethnographers and archaeologists have developed shared research in technology, material culture and material practice. Although most of this research does not follow the detailed recording methods of spatial patterning envisioned in earlier formulations of ethnoarchaeology, it has had a profound effect on how archaeology in the region has been interpreted. This paper uses examples from the study of pottery production to address earlier debates about the use of ethnographic analogy, discusses the dangers of imposing an idealised or uniform vision of traditional Andean societies onto earlier periods (‘Lo Andino’) but stresses the benefits of combining ethnographic and archaeological research to explore continuities and changes in cultural practice and regional variations

Artificial neural network on-chip and in-pixel implementation towards pulse amplitude measurement

Abstract We present the design of an in-pixel artificial intelligence (AI) for extraction of an amplitude of a pulse generated in semiconductor detector. The AI is design with traditional multi-level perceptron scheme having 6 layers and the total number of 420 parameters. The implementation shows 0.34% measurement accuracy. The AI block is fed by the 6-bit ADC at 5 MHz sampling rate. Standard front-end is optimized for low-noise pulses carrying 1000–3000 electrons. The methodology was tested using FPGA and results are promising. The design is intended to be fabricated and verified in the prototype solution.</jats:p