A High-Speed Low-Cost VLSI System Capable of On-Chip Online Learning for Dynamic Vision Sensor Data Classification

This paper proposes a high-speed low-cost VLSI system capable of on-chip online learning for classifying address-event representation (AER) streams from dynamic vision sensor (DVS) retina chips. The proposed system executes a lightweight statistic algorithm based on simple binary features extracted from AER streams and a Random Ferns classifier to classify these features. The proposed system’s characteristics of multi-level pipelines and parallel processing circuits achieves a high throughput up to 1 spike event per clock cycle for AER data processing. Thanks to the nature of the lightweight algorithm, our hardware system is realized in a low-cost memory-centric paradigm. In addition, the system is capable of on-chip online learning to flexibly adapt to different in-situ application scenarios. The extra overheads for on-chip learning in terms of time and resource consumption are quite low, as the training procedure of the Random Ferns is quite simple, requiring few auxiliary learning circuits. An FPGA prototype of the proposed VLSI system was implemented with 9.5~96.7% memory consumption and <11% computational and logic resources on a Xilinx Zynq-7045 chip platform. It was running at a clock frequency of 100 MHz and achieved a peak processing throughput up to 100 Meps (Mega events per second), with an estimated power consumption of 690 mW leading to a high energy efficiency of 145 Meps/W or 145 event/μJ. We tested the prototype system on MNIST-DVS, Poker-DVS, and Posture-DVS datasets, and obtained classification accuracies of 77.9%, 99.4% and 99.3%, respectively. Compared to prior works, our VLSI system achieves higher processing speeds, higher computing efficiency, comparable accuracy, and lower resource costs.

VERIFICATION OF CARRY LOOK AHEAD ADDER USING CONSTRAINED RANDOMIZED LAYERED TEST BENCH

In processors and in digital circuit designs, adder is an important component. As a result, adder is the main area of research in VLSI system design for improving the performance of a digital system. The performance depends on power consumption and delay. Adders are not only used for arithmetic operations, but also for calculating addresses and indices. In digital design we have half adder and full adder, by using these adders we can implement ripple carry adder (RCA). RCA is used to perform any number of additions. In this RCA is serial adder and it has propagation delay problem. With increase in hard & fast circuits, delay also increases simultaneously. That’s the reason these Carry look ahead adders (CLA) are used. The carry look ahead adder speeds up the addition by reducing the amount of time required to determine carry bits. It uses two blocks, carry generator (Gi) and carry propagator (Pi) which finds the carry bit in advance for each bit position from the nearest LSB, if the carry is 1 then that position is going to propagate a carry to next adder.

Energy Storage with Inclusion of Power Stability Improvement with Advanced Controls Based on VLSI

Multi rate strategy is fundamental for systems with different data and yield taking a gander at rates. Late advances in negligible figuring and correspondence applications deals low power and rapid VLSI DSP structures. This Paper presents Multi rate modules used for binding to offer sign overseeing in remote correspondence structure. Distinctive arranging made for the structure of low multifaceted nature, bit parallel Multiple Constant Multiplications improvement which principles the unusualness of DSP systems. In any case, basic hindrances of present approaches are either outrageously extravagant or not profitable enough. On the other hand, MCM and digit-consecutive snake offer elective low multifaceted nature plans, since digit-dynamic structure consolidate less space and are free of the data word length. Distinctive Constant Multiplications is capable way to deal with oversee decrease the proportion of enlargement and subtraction in poly stage channel execution. This Multi rate structure believing is purposeful and real to various issues. In this paper, thought has given to the MCM and digit dynamic structure with moving and including technique that offers elective low multifaceted nature in exercises. This paper what's more pivoted around Multi rate Signal Processing Modules using Voltage and Technology scaling. Lessening of intensity use is giant for VLSI system and moreover it ends up one of the most fundamental game-plan parameter.

A Literature Review on Next Generation Graphene Interconnects

The state-of-the-art development and subsequent miniaturization of technologies in e-systems such as computers and digital communication systems have led to densely and compactly placement of devices and interconnects in ICs. The incessant advancements of technologies have necessitated a rapid increase in operating frequencies. At nanometer dimensions and advanced technology nodes, the performance of the overall VLSI system is critically dominated by on-chip interconnects. Interconnects perpetuate several nonideal effects such as signal delay, power dissipation and cross-talk that limit the overall system performance. Owing to graving effect of interconnects on the performance parameters in ICs, research into interconnects has become meticulously very active in recent years, and concurrently much progress has been made. In this review paper, a literature review and contemporary advancements on conventional aluminum, copper and subsequent next generation graphene interconnects have been systematically presented.

Low Power High Speed Arithmetic Circuits

In the Design of arithmetic circuits reducing area, high speed and power are the major areas in VLSI system design. In this paper parallel prefix adders like Kogge-stone adder, Breunt-Kung adder, Ladner-Fischer adder is designed .Radix-4 Booth multiplier is designed by using Kogge-Stone adder. 16 bit Vedic multiplier is done by using Urdhwa Triyambaka sutra .8bit Vedic division is implemented by using Crumbs method so as to reduce the area, LUT tables and increase the speed as well as to reduce the Power dissipiation. The design is synthesized using Xilinx ISE 14.1 design suite.