EDBT 2026 Demo / reviewers in the wild / expert
Sujay Deb
dblp:61/8572
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32ranked-venue papers
4as first author
9since 2021 · last 2025
0000-0002-6247-8718ORCID · verified
Domains — the database's venue-derived domains; a paper can count in several
Systems, architecture and hardware · 29 · 3 first-author · 9 since 2021Software engineering, systems software and programming languages · 2 · 1 first-authorGraphics, computer vision, multimedia, augmented reality and games · 2
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2025 | Towards Improving Memory Access in Large-Scale NoC-based SystemsabstractFrequent and inconsistent main-memory requests in large-scale Network-on-Chip (NoC) systems pose significant performance challenges. While strategies like multi-level cache hierarchies and network resource optimization mitigate memory bottlenecks, their impact on the statistical predictability of memory access remains underexplored.We propose a structured methodology to guide the design of NoC-based systems by balancing the tradeoff between the statistical predictability of memory access and the average throughput of the memory controller (MC). Using Power Spectral Density (PSD) of inter-packet arrival times (IPAT) at MC, we evaluate the impact of key architectural parameters, cache size, buffer size, and network size on memory access predictability. We analyze changes in PSD characteristics, including stationarity, monofractal chaos, and multifractal chaos, alongside average MC throughput to identify optimal parameter values that maximize both predictability and throughput. Our results demonstrate that fine-tuning these parameters can alleviate chaoticity in IPAT at MC, thereby providing a valuable framework for designing efficient NoC-based systems across diverse applications. Sneha Agarwal, Keshav Goel, Mitali Sinha, Sujay Deb |
ISCAS | 4 |
| 2025 | Mitigation of Phase Transitions in Self-Organizing NoC for Stable Queueing DynamicsabstractMost complex cooperative systems, such as networks on chip (NoCs), possess self-organizing properties and exhibit fluctuations in data traffic with similar statistical characteristics across multiple timescales, a.k.a., scaling behavior. Abrupt transitions in the scaling behavior of these fluctuations, caused by spikes in data traffic, network congestion, etc., indicate instability in the queueing dynamics of NoC routers. This instability hampers the predictability of real-time flow control mechanisms, leading to unpredictable delays and communication failures. Detecting and mitigating these instabilities or phase transitions is crucial in domains requiring stability and real-time control, such as aviation and healthcare. In this paper, we propose a real-time monitoring and characterization strategy for data traffic from influential routers to identify and mitigate impending instabilities before their onset. Leveraging the self-organization characteristic of NoCs, we propose to implement targeted mitigation on influential nodes to achieve network-wide effects. We demonstrate the effectiveness of our strategy on various benchmarks by comparing traffic analysis plots before and after mitigation. Our results show that the proposed phase transition mitigation improves the network performance by an average of 39.6% and buffer utilization by an average of 4.62%. Sneha Agarwal, Keshav Goel, Mitali Sinha, Sujay Deb |
IEEE Trans. Computers | 4 |
| 2025 | Detection and Localization of Hardware-Assisted Intermittent Power Attacks in Mixed-Critical SystemsabstractIncreasing complexity in power management (PMT) has led to a growing demand for third-party power managers (3PPMs) in Network-on-Chip based Mixed-Critical Systems (NoCMCS). However, a malicious 3PPM can exploit the interdependence of power amongst the router nodes to orchestrate well-structured, covert power attacks. Detection and localization of a malicious 3PPM is crucial to restore standard dynamic PMT and mitigating system performance degradation. We propose a novel, non-invasive, low-overhead, attack detection and localization framework for Hardware Trojan (HT)-assisted intermittent power attacks with random activation and deactivation phases in NoCMCS. In Phase-I, our framework makes use of pre-profiled thermal statistics of router nodes to detect any anomaly at runtime. In Phase-II, it leverages a self-aware methodology to locate the router nodes with malicious 3PPM. The proposed framework can detect multiple intermittent HTs in the network. Experimental evaluations on real-life benchmarks show that Phase-I of our framework is able to consolidate the search space of malicious nodes, reducing almost 90% of Phase-II’s computational workload. Phase-II localizes the malicious router nodes across various experimental scenarios with zero false positives. We also demonstrate the robustness of our framework for detecting and localizing malicious router nodes for different intermittent HTs with varying burst attacks over time. Sneha Agarwal, Keshav Goel, Mitali Sinha, Sidhartha Sankar Rout, Sujay Deb |
IEEE Trans. Circuits Syst. I Regul. Pap. | 5 |
| 2025 | NoCiPUF: NoC-Based Intrinsic PUF for MPSoC AuthenticationabstractModern Multi-Processor-Systems-on-Chips (MPSoCs) use Network-on-Chips (NoCs) as a scalable and efficient communication fabric. The applications running on these devices rely on frequent communication with central database servers, which are vulnerable to impersonation attacks by adversarial clones. We propose NoCiPUF, a novel NoC-based intrinsic Physically-Unclonable-Function (PUF) framework for MPSoCs authentication. We re-use the circuit switched nature of NoC with path-pairs as challenges to obtain secret responses, collectively called challenge-response-pairs (CRPs). Due to the random nature of manufacturing variations, equal hop paths exhibit unequal delays. We leverage the delay differences of flits traversing in equal-hop paths to generate unique responses. NoCiPUF is fully-synthesizable and readily scalable as it requires changes only at the behavioral level. To counter Machine-Learning (ML)-based modeling attacks on PUFs, we provide a comprehensive technique and reduce the prediction accuracy to ~52%. NoCiPUF framework incurs low area (0.76%) and power (1.14%) overheads and has no impact on NoC performance in normal mode due to independent authentication mode. Obtained responses have near-ideal PUF metrics and are verified against the NIST randomness test suite. This scheme offers high number of CRPs in larger NoC networks ($>0.74$million CRPs in 5×5 mesh), proving its scalability. Deepank Grover, Sneha Agarwal, Sidhartha Sankar Rout, Anushka, Madhur Kumar, Sujay Deb |
IEEE Trans. Circuits Syst. I Regul. Pap. | 7 |
| 2023 | 2DMAC: A Sustainable and Efficient Medium Access Control Mechanism for Future Wireless NoCsabstractWireless Network-on-Chip (WNoC) requires a Medium Access Control (MAC) mechanism for an interference-free sharing of the wireless channel. In traditional MAC, a token is circulated among the Wireless Interfaces (WIs) in a Round Robin manner. The WI with the token holds the channel for a fixed number of cycles. However, the channel requirement of the individual WIs dynamically changes over time due to the varying traffic density across the WNoC. Moreover, the conventional WNoCs give equal importance to all the traffic taking the wireless path and transmit it in an oldest-first manner. Nevertheless, the critical data can degrade the system performance to a large extent by delaying the application runtime if not served promptly. We propose 2DMAC, which can change the token arbitration pattern and tune the channel hold time of each WI based on its runtime traffic density and criticality status. Moreover, 2DMAC prioritizes the critical traffic over the non-critical traffic during the wireless data transfer. The proposed mechanism improves the wireless channel utilization by 15.67% and the network throughput by 29.83% and reduces the critical data latency by 29.77% over the traditional MAC. Sidhartha Sankar Rout, Mitali Sinha, Sujay Deb |
ACM J. Emerg. Technol. Comput. Syst. | 3 |
| 2022 | A Novel Hybrid Cache Coherence with Global Snooping for Many-core ArchitecturesabstractCache coherence ensures correctness of cached data in multi-core processors. Traditional implementations of existing protocols make them unscalable for many core architectures. While snoopy coherence requires unscalable ordered networks, directory coherence is weighed down by high area and energy overheads. In this work, we propose Wireless-enabled Share-aware Hybrid (WiSH) to provide scalable coherence in many core processors. WiSH implements a novel Snoopy over Directory protocol using on-chip wireless links and hierarchical, clustered Network-on-Chip to achieve low-overhead and highly efficient coherence. A local directory protocol maintains coherence within a cluster of cores, while coherence among such clusters is achieved through global snoopy protocol. The ordered network for global snooping is provided through low-latency and low-energy broadcast wireless links. The overheads are further reduced through share-aware cache segmentation to eliminate coherence for private blocks. Evaluations show that WiSH reduces traffic by and runtime by , while requiring smaller storage and lower energy as compared to existing hierarchical and hybrid coherence protocols. Owing to its modularity, WiSH provides highly efficient and scalable coherence for many core processors. Gade Narayana Sri Harsha, Sujay Deb |
ACM Trans. Design Autom. Electr. Syst. | 2 |
| 2021 | Mostly Passive Δ - Σ ADC with a-IGZO TFTs for Flexible ElectronicsabstractThis paper presents a novel mostly passive Δ-Σ ADC using amorphous Indium Gallium Zinc Oxide (a-IGZO) thin-film transistors (TFTs). The ADC circuit consists of passive elements (resistors and capacitors), a novel dynamic comparator, a D-Flip Flop and a pseudo-CMOS BS inverter. In-house oxide TFT model is used for circuit simulations in Cadence environment. The proposed ADC results in effective-number-of-bits (ENOB) of 11.2 bits and a figure-of-merit (FOM) of 0.15 μJ/conversion step at 2 kHz sampling frequency with a 10 V power supply. This circuit would find potential applications in biomedical wearable systems, in which, the ADC is probably the most important block. Nishtha Wadhwa, Pydi Bahubalindruni, Ana Correia 0002, João Goes, Sujay Deb, Pedro Barquinha |
ISCAS | 5 |
| 2021 | WiND: An Efficient Post-Silicon Debug Strategy for Network on ChipabstractThe contemporary Network on Chips (NoCs) are becoming intricate in design to serve the high throughput and low latency demands of multicore platforms. The complexity level of interconnect module makes it extremely difficult to ensure the functional correctness at the presilicon verification stage. Hence, post-silicon debug is performed on NoC as a necessary step to capture the escaped network design faults. The traditional store and forward trace-based debug methods encounter the problems of large trace buffer requirement and limited availability of trace communication bandwidth. These constraints become more stringent for short-lived network faults (misroute, packet drop, etc.), which demand more frequent trace collection for their detection. In this regard, we propose WiND, which is wireless-enabled NoC for post-silicon debug. WiND is a robust NoC debug framework that optimally uses the limited trace buffer space and can efficiently speed up the trace communication. The proposed method augments wireless interfaces (WIs) on top of the baseline wired NoC for validation purposes. The wireless medium is utilized for long-range test payload communication to reduce the volume of trace. The WIs are also used for high-speed interchip trace transfer. A modified router architecture is used to enable the trace collection, and to enhance the trace communication. WiND platform is examined with several synthetic and SPLASH-2 benchmark workloads, and compared with the traditional wired platform. An overall improvement of 15%–26% on fault detection and 27%–34% on path reconstruction in the case of different faults is observed for the same trace buffer size. Sidhartha Sankar Rout, Sujay Deb, Kanad Basu |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 2 |
| 2021 | Design Space Optimization of Shared Memory Architecture in Accelerator-rich SystemsabstractShared memory architectures, as opposed to private-only memories, provide a viable alternative to meet the ever-increasing memory requirements of multi-accelerator systems to achieve high performance under stringent area and energy constraints. However, an impulsive memory sharing degrades performance due to network contention and latency to access shared memory. We propose the Accelerator Shared Memory (ASM) framework to provide an optimal private/shared memory configuration and shared data allocation under a system’s resource and network constraints. Evaluations show ASM provides up to 34.35% and 31.34% improvement in performance and energy, respectively, over baseline systems. Mitali Sinha, Gade Narayana Sri Harsha, Pramit Bhattacharyya, Sujay Deb |
ACM Trans. Design Autom. Electr. Syst. | 4 |
| 2020 | Reutilization of Trace Buffers for Performance Enhancement of NoC based MPSoCsabstractThe contemporary network-on-chips (NoCs) are so complex that capturing all network functional faults at presilicon verification stage is nearly impossible. So, on-chip design-for-debug (DfD) structures such as trace buffers are provided to assist capturing escaped faults during post-silicon debug. Most of the DfD modules are left idle after the debug process. Reuse of such structures can compensate for the area overhead introduced by them. In this work, the trace buffers are reutilized as extended virtual channels for the router nodes of an NoC during in-field execution. Optimal distribution of trace buffers among the routers is performed based upon their load profiling. Experiments with several benchmarks on the proposed architecture show an average of 11.36% increase in network throughput and 13.97% decrease in average delay. Sidhartha Sankar Rout, Badri M, Sujay Deb |
ASP-DAC | 3 |
| 2020 | Security Threats in Channel Access Mechanism of Wireless NoC and Efficient CountermeasuresabstractWireless Network-on-Chip (WNoC) broadly adopts single channel for low overhead data transmission. Sharing of the channel among multiple wireless interfaces (WIs) is controlled by a channel access mechanism (CAM). Such CAM can be malfunctioned by a Hardware Trojan (HT) in a malicious WI or a rogue third party intellectual property (IP) core present on the same System-on-Chip (SoC). This may result in denial-of-service (DoS) or spoofing in WNoC leading to starvation of healthy WIs and under-utilization of wireless channel. Our work demonstrates possible threat model on CAM and proposes low overhead decentralized countermeasures for both DoS and spoofing attacks in WNoC. Sidhartha Sankar Rout, Akshat Singh, Suyog Bhimrao Patil, Mitali Sinha, Sujay Deb |
ISCAS | 5 |
| 2019 | Bootstrapping Circuit with IGZO TFTs for On-Chip Power Supply GenerationabstractThis paper reports a novel bootstrapping circuit with IGZO TFTs to generate on-chip power supply, mainly for real-time flexible wearable continuous health monitoring system. In order to ensure a compact and reliable system without complex external connections, on-chip power supply is required, to drive biological signal processing or conditioning circuits with IGZO TFTs. Though, integrated system (circuits with oxide TFTs and thin film batteries) can be achieved with printing technique, with the state of art, commercially available thin film printed batteries are confined to 3 V. Typically, flexible electronics with IGZO TFTs needs a power supply > 5 V (depending on the dielectric). The proposed bootstrapping (BS) circuit with IGZO TFTs can generate 2*VDDand 3*VDDwith the printed batteries output voltage of around 3 V. The proposed circuit is tested with an input voltage spanning between 2 to 10 V and clock frequency up to 1 MHz. When the input voltage is 3 V with the load of 5 MΩ and 2 MΩ, the output which is acquired is 7.9 V and 6.4 V, respectively, with the respective power dissipation of 24.9 μW and 50.8 μW. The circuit simulations are carried out using IGZO TFT model in cadence virtuoso environment, which demonstrate that the BS circuit plays a vital role in the on-chip supply generation for wearable biomedical systems. Nishtha Wadhwa, Pydi Bahubalindruni, Sujay Deb, Pedro Barquinha |
ISCAS | 3 |
| 2019 | Millimeter wave wireless interconnects in deep submicron chips: Challenges and opportunities
Gade Narayana Sri Harsha, Shobha Sundar Ram, Sujay Deb |
Integr. | 3 |
| 2019 | Energy Efficient Chip-to-Chip Wireless Interconnection for Heterogeneous ArchitecturesabstractHeterogeneous multichip architectures have gained significant interest in high-performance computing clusters to cater to a wide range of applications. In particular, heterogeneous systems with multiple multicore CPUs, GPUs, and memory have become common to meet application requirements. The shared resources like interconnection network in such systems pose significant challenges due to the diverse traffic requirements of CPUs and GPUs. Especially, the performance and energy consumption of inter-chip communication have remained a major bottleneck due to limitations imposed by off-chip wired links. To overcome these challenges, we propose a wireless interconnection network to provide energy-efficient, high-performance communication in heterogeneous multi-chip systems. Interference-free communication between GPUs and memory modules is achieved through directional wireless links, while omnidirectional wireless interfaces connect cores in the CPUs with other components in the system. Besides providing low-energy, high-bandwidth inter-chip communication, the wireless interconnection scales efficiently with system size to provide high performance across multiple chips. The proposed inter-chip wireless interconnection is evaluated on two system sizes with multiple CPU and multiple GPU chips, along with main memory modules. On a system with 4 CPU and 4 GPU chips, application runtime is sped up by 3.94×, packet energy is reduced by 94.4%, and packet latency is reduced by 58.34% as compared to baseline system with wired inter-chip interconnection. Gade Narayana Sri Harsha, M. Meraj Ahmed, Sujay Deb, Amlan Ganguly |
ACM Trans. Design Autom. Electr. Syst. | 3 |
| 2018 | Data-flow Aware CNN Accelerator with Hybrid Wireless InterconnectionabstractDeep convolution neural networks (CNNs) are computationally intensive machine learning algorithms with a large amount of data that impose various challenges for their hardware implementation. To meet the high computing demands of CNNs, many accelerator designs are proposed that revolve around achieving high parallelization, increasing on-chip data reuse and efficient memory hierarchy, etc. However, very few works have attempted to address the communication challenges in these massively parallel accelerators architectures, which is the most anticipated performance bottleneck. Traditional interconnections like bus, crossbar and even Network-on-Chip ( N o C) topologies like mesh fail to achieve the peak performance required by the large number of processing elements on accelerators. In this work, we address the communication bottlenecks of accelerators by extensively studying the application data-flow. We propose an efficient accelerator architecture that employs broadcast enabled low latency wireless links along with traditional wired links to efficiently support the data-flow of accelerators and achieve high communication performance. Evaluation of the proposed design shows that it achieves 28 % latency reduction, 19x bandwidth improvement and 35% network energy saving as compared to baseline wired networks. Mitali Sinha, Gade Narayana Sri Harsha, Wazir Singh, Sujay Deb |
ASAP | 4 |
| 2018 | A Utilization Aware Robust Channel Access Mechanism for Wireless NoCsabstractWireless Network-on-Chip (WNoC) has been proposed to overcome long-distance communication bottlenecks of wired NoCs. Token passing mechanism has generally been adapted to allocate the wireless channel among Wireless Interfaces (WIs). In this work, we propose a comparator based controller to provide a flexible and efficient channel allocation scheme. It utilizes a comparator attached to the antenna, along with modifications to header flit to perform channel allocation along with power gating WIs to save energy. Evaluation of proposed scheme on CPU/GPU system shows 53% reduction in token passes and 9% energy saving as compared to timer based approach. Gade Narayana Sri Harsha, Sidhartha Sankar Rout, Mitali Sinha, Hemanta Kumar Mondal, Wazir Singh, Sujay Deb |
ISCAS | 6 |
| 2018 | On-Chip Wireless Channel Propagation: Impact of Antenna Directionality and Placement on Channel PerformanceabstractLong range, low latency wireless links in Networks-on-Chip (NoCs) have been shown to be the most promising solution to provide high performance intra/inter-chip communication in many core era. Significant advancements have been made in design of both Wireless NoC (WNoC) topologies and transceiver circuits to support wireless communication at chip level. However, a comprehensive understanding of wireless physical layer and its impact on performance is still lacking. There is still a lot of scope for thorough analysis of the affects of intra-chip wireless channel and antenna characteristics on signal transmission and link reliability in WNoCs. To this end, we analyse signal propagation through wireless channel by accurately modelling the intra-chip environment. We analyse the effects of antenna placement across chip plane and its directionality on the signal loss, delay and dispersion properties. The analysis shows that directional antenna exhibits better delay characteristics, while omnidirectional antennas have low loss for signal transmission in the channel. Furthermore, the placement of antenna shows considerable impact on channel characteristics due to reflections from chip edges and constructive or destructive interference between the multiple signal components. This work provides crucial insights into propagation characteristics of on-chip wireless links for better design of transceiver components and their performance. Gade Narayana Sri Harsha, Sidhartha Sankar Rout, Sujay Deb |
NOCS | 3 |
| 2017 | Energy efficient EEG acquisition and reconstruction for a Wireless Body Area Network
Wazir Singh, Ankita Shukla, Sujay Deb, Angshul Majumdar |
Integr. | 3 |
| 2017 | HyWin: Hybrid Wireless NoC with Sandboxed Sub-Networks for CPU/GPU ArchitecturesabstractHeterogeneous System Architectures (HSA) that integrate cores of different architectures (CPU, GPU, etc.) on single chip are gaining significance for many class of applications to achieve high performance. Networks-on-Chip (NoCs) in HSA are monopolized by high volume GPU traffic, penalizing CPU application performance. In addition, building efficient interfaces between systems of different specifications while achieving optimal performance is a demanding task. Homogeneous NoCs, widely used for many core systems, fall short in meeting these communication requirements. To achieve high performance interconnection in HSA, we propose HyWin topology using mm-wave wireless links. The proposed topology implements sandboxed heterogeneous sub-networks, each designed to match needs of a processing subsystem, which are then interconnected at second level using wireless network. The sandboxed sub-networks avoid conflict of network requirements, while providing optimal performance for their respective subsystems. The long range wireless links provide low latency and low energy inter-subsystem network to provide easy access to memory controllers, lower level caches across the entire system. By implementing proposed topology for CPU/GPU HSA, we show that it improves application performance by 29 percent and reduces latency by 50 percent, while reducing energy consumption by 64.5 percent and area by 17.39 percent as compared to baseline mesh. Gade Narayana Sri Harsha, Sujay Deb |
IEEE Trans. Computers | 2 |
| 2017 | Adaptive Multi-Voltage Scaling with Utilization Prediction for Energy-Efficient Wireless NoCabstractNetworks-on-Chip (NoCs) are fast becoming the de-facto communication infrastructures in chip multi-processors for large-scale applications. Wireless NoCs (WNoCs) offer a promising solution to reduce the long-distance communication bottlenecks of conventional NoCs by augmenting them with single hop, long-range wireless links. However, power consumption in routers and network elements still remains considerably high at ultra-deep submicron technologies. Analysis of network resources for several benchmarks shows that, utilization is application dependent and the desired performance can be achieved even without operating all resources at maximum specifications. In this work, we propose an energy-efficient WNoC architecture using Adaptive Multi-Voltage Scaling (AMS) to dynamically vary supply voltage for NoC routers and Wireless Interfaces (WIs) without adversely impacting performance. The proposed scheme uses a probabilistic model to predict router utilization during different application phases and scales voltage accordingly. It further reduces network energy by power-gating WIs that are not engaged in active communication to minimize their power consumption. We present detailed utilization estimation procedure, AMS control mechanism, and its hardware implementation. It saves up to 56 percent in network packet energy consumption and 62.50 percent power consumption in WIs for 256 core system as compared to baseline architectures without incurring significant performance penalty and area overheads. Hemanta Kumar Mondal, Gade Narayana Sri Harsha, Shashwat Kaushik, Sujay Deb |
IEEE Trans. Sustain. Comput. | 4 |
| 2016 | Adaptive multi-voltage scaling in wireless NoC for high performance low power applications
Hemanta Kumar Mondal, Gade Narayana Sri Harsha, Raghav Kishore, Sujay Deb |
DATE | 4 |
| 2016 | A sparse regression based approach for cuff-less blood pressure measurementabstractThis paper proposes a sparse regression based approach for accurate continuous Blood Pressure (BP) monitoring. ECG and Finger PPG signals serve as the input; from which 32 parameters are extracted. Not all parameters are indicative of BP; to automatically trim the redundant parameters a sparse regression based approach is proposed. To build the BP predicting model the necessary parameters and their corresponding weights are learned using data from 99 subjects. The learned model is applied on 10 test subjects. The ground truth BP is measured using a clinically proven, professional automatic digital BP monitor OMRON HBP1300., The BP prediction results show that the SBP/DBP mean absolute error and error standard deviation, with OMRON monitor as a reference, is 4.43/2.46 and 4.90/3.31 mmHg respectively, which falls under the standard allowable error mentioned by Association for the Advancement of Medical Instrumentation for estimation of BP. We have compared our work with other BP prediction techniques (Linear Regression and Feed Forward Neural Network) and have seen that our proposed method yields considerably better results, especially for diastolic BP. Sujay Deb, Angshul Majumdar |
ICASSP | 3 |
| 2016 | Face video based touchless blood pressure and heart rate estimationabstractHypertension (high blood pressure) is the leading cause for increasing number of premature deaths due to cardiovascular diseases. Continuous hypertension screening seems to be a promising approach in order to take appropriate steps to alleviate hypertension-related diseases. Many studies have shown that physiological signal like Photoplethysmogram (PPG) can be reliably used for predicting the Blood Pressure (BP) and Heart Rate (HR). However, the existing approaches use a transmission or reflective type wearable sensor to collect the PPG signal. These sensors are bulky and mostly require an assistance of a trained medical practitioner; which preclude these approaches from continuous BP monitoring outside the medical centers. In this paper, we propose a novel touchless approach that predicts BP and HR using the face video based PPG. Since the facial video can easily be captured using a consumer grade camera, this approach is a convenient way for continuous hypertension monitoring outside the medical centers. The approach is validated using the face video data collected in our lab, with the ground truth BP and HR measured using a clinically approved BP monitor OMRON HBP1300. Accuracy of the method is measured in terms of normalized mean square error, mean absolute error and error standard deviation; which complies with the standards mentioned by Association for the Advancement of Medical Instrumentation. Two-tailed dependent sample t-test is also conducted to verify that there is no statistically significant difference between the BP and HR predicted using the proposed approach and the BP and HR measured using OMRON. Sujay Deb, A. Venkata Subramanyam |
MMSP | 2 |
| 2015 | Achievable Performance Enhancements with mm-Wave Wireless Interconnects in NoCabstractOn-chip wireless links have been shown to overcome the performance limitations of wired interconnects in Networks-on-chip (NoCs). However actual performance gains obtained are largely dependent on efficient data transmission between on-chip antennas. An analysis of on-chip wireless channel shows that propagation is highly affected by different components of the chip. In this work, we include the effects of chip environment on wireless propagation to obtain a more realistic performance evaluation of Wireless NoC (WiNoC). Using these, we derive the latency and energy characteristics of WiNoC and quantify the achievable performance. Results presented show wireless received signal with on-chip effects considered and compare them with that of a wired link. Gade Narayana Sri Harsha, Sujay Deb |
NOCS | 2 |
| 2014 | Energy-efficient wireless network-on-chip architecture with log-periodic on-chip antennasabstractOn-chip wireless interconnects have emerged as a promising alternative to conventional wireline interconnects in Network-on-Chip (NoC) fabrics for multicore systems. However, it is not practical in the immediate future to arbitrarily scale up the number of wireless links without innovations in the physical layer. Here, we explore the design of a directional on-chip antenna based on a log-periodic structure. In this paper we propose the design of a wireless NoC (WiNoC) architecture with concurrent wireless links using these directional on-chip antennas. Through cycle accurate simulations we demonstrate that this novel WiNoC architecture attains better performance and energy efficiency compared to the state-of-the-art token based WiNoC of similar topology. Md Shahriar Shamim, Naseef Mansoor, Aman Samaiyar, Amlan Ganguly, Sujay Deb, Shobha Sundar Ram |
ACM Great Lakes Symposium on VLSI | 5 |
| 2014 | Wireless network-on-chip: a new era in multi-core chip designabstractThe Network-on-Chip (NoC) is an enabling technology to integrate large numbers of embedded cores on a single die. The existing method of implementing a NoC with planar metal interconnects is deficient due to high latency and significant power consumption arising out of multi-hop links used in data exchange. To address these problems multi-hop wire interconnects in a NoC can be replaced with high-bandwidth single-hop long-range wireless links. This opens up new opportunities for detailed investigations into the design of wireless NoCs (WiNoCs) with on-chip antennas, suitable transceivers and routers. Moreover, as it is an emerging technology, the on-chip wireless links also need to overcome significant challenges pertaining to reliable integration. In this paper we present various challenges and emerging solutions regarding the design of an efficient and reliable WiNoC architecture. Sujay Deb, Hemanta Kumar Mondal |
RSP | 1 |
| 2013 | Design space exploration for reliable mm-wave wireless NoC architecturesabstractThe Network-on-Chip (NoC) paradigm is used as a scalable interconnection infrastructure for multi-core chips. To enhance the performance of conventional interconnect-based multi-core chips, on-chip wireless interconnect has emerged as a radically different technology. However, this emerging interconnect paradigm imposes significant challenges pertaining to reliable integration and design. In this paper, we focus on two types of mm-wave wireless NoC architectures. One is a hierarchical architecture with long-range wireless shortcuts and the other is a power-law connectivity based small-world network without any hierarchy. We demonstrate that though the hierarchical architecture offers more bandwidth with lower energy dissipation than the small-world-based counterpart, it has significantly more area overhead. Also, the power-law connectivity based small-world wireless NoC is more robust in presence of wireless link failures. Paul Wettin, Partha Pratim Pande, Deuk Hyoun Heo, Benjamin Belzer, Sujay Deb, Amlan Ganguly |
ASAP | 5 |
| 2013 | Design of an Energy-Efficient CMOS-Compatible NoC Architecture with Millimeter-Wave Wireless InterconnectsabstractThe Network-on-chip (NoC) is an enabling technology to integrate large numbers of embedded cores on a single die. The existing methods of implementing a NoC with planar metal interconnects are deficient due to high latency and significant power consumption arising out of multihop links used in data exchange. To address these problems, we propose design of a hierarchical small-world wireless NoC architecture where the multihop wire interconnects are replaced with high-bandwidth and single-hop long-range wireless shortcuts operating in the millimeter (mm)-wave frequency range. The proposed mm-wave wireless NoC (mWNoC) outperforms the corresponding conventional wireline counterpart in terms of achievable bandwidth and is significantly more energy efficient. The performance improvement is achieved through efficient data routing and optimum placement of wireless hubs. Multiple wireless shortcuts operating simultaneously further enhance the performance, and provide an energy-efficient solution for design of communication infrastructures for multicore chips. Sujay Deb, Kevin Chang 0002, Xinmin Yu, Suman Prasad Sah, Miralem Cosic, Amlan Ganguly, Partha Pratim Pande, Benjamin Belzer, Deuk Hyoun Heo |
IEEE Trans. Computers | 1 |
| 2012 | CMOS compatible many-core noc architectures with multi-channel millimeter-wave wireless linksabstractTraditional many-core designs based on the Network-on-Chip (NoC) paradigm suffer from high latency and power dissipation as the system size scales up due to their inherent multi-hop communication. NoC performance can be significantly enhanced by introducing long-range, low power, and high-bandwidth single-hop wireless links between far apart cores. This paper presents a design methodology and performance evaluation for a hierarchical small-world NoC with CMOS compatible on-chip millimeter (mm)-wave wireless long-range communication links. The proposed wireless NoC offers significantly higher bandwidth and lower energy dissipation compared to its conventional non-hierarchical wired counterpart in presence of both uniform and non-uniform traffic patterns. The performance improvement is achieved through efficient data routing and optimum placement of wireless hubs. Multiple wireless shortcuts operating simultaneously provide an energy efficient solution for design of many-core communication infrastructures. Sujay Deb, Kevin Chang 0002, Miralem Cosic, Amlan Ganguly, Partha Pratim Pande, Deuk Hyoun Heo, Benjamin Belzer |
ACM Great Lakes Symposium on VLSI | 1 |
| 2012 | Performance evaluation and design trade-offs for wireless network-on-chip architecturesabstractMassive levels of integration are making modern multicore chips all pervasive in several domains. High performance, robustness, and energy-efficiency are crucial for the widespread adoption of such platforms. Networks-on-Chip (NoCs) have emerged as communication backbones to enable a high degree of integration in multicore Systems-on-Chip (SoCs). Despite their advantages, an important performance limitation in traditional NoCs arises from planar metal interconnect-based multihop links with high latency and power consumption. This limitation can be addressed by drawing inspiration from the evolution of natural complex networks, which offer great performance-cost trade-offs. Analogous with many natural complex systems, future multicore chips are expected to be hierarchical and heterogeneous in nature as well. In this article we undertake a detailed performance evaluation for hierarchical small-world NoC architectures where the long-range communications links are established through the millimeter-wave wireless communication channels. Through architecture-space exploration in conjunction with novel power-efficient on-chip wireless link design, we demonstrate that it is possible to improve performance of conventional NoC architectures significantly without incurring high area overhead. Kevin Chang 0002, Sujay Deb, Amlan Ganguly, Xinmin Yu, Suman Prasad Sah, Partha Pratim Pande, Benjamin Belzer, Deuk Hyoun Heo |
ACM J. Emerg. Technol. Comput. Syst. | 2 |
| 2011 | Scalable Hybrid Wireless Network-on-Chip Architectures for Multicore SystemsabstractMulticore platforms are emerging trends in the design of System-on-Chips (SoCs). Interconnect fabrics for these multicore SoCs play a crucial role in achieving the target performance. The Network-on-Chip (NoC) paradigm has been proposed as a promising solution for designing the interconnect fabric of multicore SoCs. But the performance requirements of NoC infrastructures in future technology nodes cannot be met by relying only on material innovation with traditional scaling. The continuing demand for low-power and high-speed interconnects with technology scaling necessitates looking beyond the conventional planar metal/dielectric-based interconnect infrastructures. Among different possible alternatives, the on-chip wireless communication network is envisioned as a revolutionary methodology, capable of bringing significant performance gains for multicore SoCs. Wireless NoCs (WiNoCs) can be designed by using miniaturized on-chip antennas as an enabling technology. In this paper, we present design methodologies and technology requirements for scalable WiNoC architectures and evaluate their performance. It is demonstrated that WiNoCs outperform their wired counterparts in terms of network throughput and latency, and that energy dissipation improves by orders of magnitude. The performance of the proposed WiNoC is evaluated in presence of various traffic patterns and also compared with other emerging alternative NoCs. Amlan Ganguly, Kevin Chang 0002, Sujay Deb, Partha Pratim Pande, Benjamin Belzer, Christof Teuscher |
IEEE Trans. Computers | 3 |
| 2010 | Enhancing performance of network-on-chip architectures with millimeter-wave wireless interconnectsabstractIn a traditional Network-on-Chip (NoC), latency and power dissipation increase with system size due to its inherent multi-hop communications. The performance of NoC communication fabrics can be significantly enhanced by introducing long-range, low power, high bandwidth direct links between far apart cores. In this paper a design methodology for a scalable hierarchical NoC with on-chip millimeter (mm)-wave wireless links is proposed. The proposed wireless NoC offers significantly higher throughput and lower energy dissipation compared to its conventional multi-hop wired counterpart. It is also demonstrated that the proposed hierarchical NoC with long range wireless links shows significant performance gains in presence of various application-specific traffic and multicast scenarios. Sujay Deb, Amlan Ganguly, Kevin Chang 0002, Partha Pratim Pande, Benjamin Belzer, Deuk Hyoun Heo |
ASAP | 1 |