Sharanya Srinivas

Dr. Sharanya Srinivas

orcid

Research Focus & Metrics

Academic Career Length

7Years (2020-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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3 February 2023 in Applied Sciences
Verified
Journal Article
Open access
PDF file
SSSharanya Srinivas
Sharanya Srinivas
SWSamuel Welker
Samuel Welker
AHAndrew Herschfelt
Andrew Herschfelt
DBDaniel Bliss
Daniel Bliss
As radio frequency (RF) hardware continues to improve, many technologies that were traditionally impractical have suddenly become viable alternatives to legacy systems. Two-way ranging (TWR) is often considered a poor positioning solution for airborne and other vehicular navigation systems due to its low precision, poor angular resolution, and precise timing requirements. With the advent of modern RF hardware and advanced processing techniques, however, modern studies have experimentally demonstrated TWR systems with an unprecedented, sub-centimeter ranging precision with low size, weight, power, and cost (SWaP-C) consumer-grade hardware. This technique enables a new class of positioning, navigation, and timing (PNT) capabilities for urban and commercial aircraft but also instigates new system design challenges such as antenna placement, installation of new electronics, and design of supporting infrastructure. To inform these aircraft design decisions, we derive 2D and 3D Cramér–Rao lower bounds (CRLBs) on position and orientation estimation in a multi-antenna TWR system. We specifically formulate these bounds as a function of the number of antennas, platform geometry, and geometric dilution of precision (GDoP) to inform aircraft design decisions under different mission requirements. We simulate the performance of several classic position and orientation estimators in this context to validate these bounds and to graphically depict the expected performance with respect to these design considerations. To improve the accessibility of these highly theoretical results, we also present a simplified discussion of how these bounds may be applied to common airborne applications and suggest best practices for using them to inform aircraft design decisions.

1 November 2020
Verified
Conference Paper
Closed access
SSSharanya Srinivas
Sharanya Srinivas
DBDaniel Bliss
Daniel Bliss
Current day commercial aircrafts are equipped with numerous communications and navigation systems that are considered in isolation, leading to a stove-pipe design. Antennae supporting these services, protrude from the aircraft's body increasing drag and, as a result, fuel consumption. Therefore, we redesign deployment of the antennae to support multiple services with shared physical elements that conforms to the exterior of an aircraft to mitigate drag. Conformal arrays are, however, susceptible to structural changes in the fuselage that manifest as pointing errors and side lobe degradation. We propose an on-line calibration algorithm that leverages cooperative satellites in direct line-of-sight of the aircraft to optimally steer beams. These external calibration sources supplement an in situ source placed on the aircraft's tail. We establish models for potential sources of mismatch and demonstrate the hybrid calibration method via simulations.

11 October 2020
Verified
Conference Paper
Closed access
SSSharanya Srinivas
Sharanya Srinivas
AHAndrew Herschfelt
Andrew Herschfelt
HYHanguang Yu
Hanguang Yu
SWShunyao Wu
Shunyao Wu
YLYang Li
Yang Li
DBDaniel Bliss
Daniel Bliss
Unmanned aerial systems (UASs) have recently enabled novel applications such as passenger transport and package delivery, but are increasingly vulnerable to cyberattack and therefore difficult to certify. These applications require robust positioning, communciations, and time synchronization services. Legacy systems such as GPS provide these capabilities extremely well, but are sensitive to spoofing and hijacking cyberattacks. In a previous study, we developed a local GPS alternative that provides highly secure communications, positioning, and timing synchronization services to networks of cooperative RF users. In this study, we consider this Communications and High-Precision Positioning (CHP2) system in the context of safety-critical transport applications and urban air mobility. We demonstrate rapid (< 100 ms) and precise (< 1cm) positioning capabilities in over-the-air experiments using flexible ground stations and UAS platforms using limited bandwidth (10 MhZ). We compare several position estimation algorithms in simulation and experimental test environments to identify suitable approaches for different applications. We discuss how the integrated communications link secures the system from spoofing and hijacking cyberattacks. We assert that the these capabilities make CHP2 a suitable candidate to provide both communications, navigation, and surveillance (CNS) and alternative positioning, navigation, and timing (APNT) services for safety-critical transport applications on a variety of vehicular platforms.

6 March 2021
Verified
Conference Paper
Closed access
SSSharanya Srinivas
Sharanya Srinivas
AHAndrew Herschfelt
Andrew Herschfelt
DBDaniel Bliss
Daniel Bliss
Future radio systems must rely on co-existence and co-operation techniques to adapt to limited spectral resources and increasing demand. Motivated by the promise of RF Convergence co-design techniques, we designed and implemented the Communications and High-Precision Positioning (CHP2) system for flying ad hoc networks (FANETs). CHP2 simultaneously synchronizes distributed users, performs carrier-phase-accurate localization and enables network communications using limited bandwidth. We previously demonstrated rapid (<100 ms) and precise (<1 cm) ranging capabilities using limited signal bandwidth (10 MHz) in over-the-air experiments using re-configurable base stations and unmanned aerial systems (UASs). In this study, we investigate methods of leveraging these ranging estimates to localize multiantenna users. We discuss joint position and orientation tracking methodologies for multi-antenna platforms that leverage time-of-flight (ToF) estimates between cross-platform antenna pairs. This formulation is novel and accurately represents a target's movement as an integration of its translation and rotation. We acknowledge and discuss the limitations imposed by geometric dilution of precision (GDOP). We assert that the these capabilities make CHP2 a suitable candidate to provide both communications, navigation, and surveillance (CNS) and alternative positioning, navigation, and timing (APNT) services for safety-critical transport applications on a variety of vehicular platforms.

25 January 2023 in Sensors
Verified
Journal Article
Open access
PDF file
HYHanguang Yu
Hanguang Yu
AHAndrew Herschfelt
Andrew Herschfelt
SWShunyao Wu
Shunyao Wu
SSSharanya Srinivas
Sharanya Srinivas
YLYang Li
Yang Li
DBDaniel Bliss
Daniel Bliss
Spectral congestion and modern consumer applications motivate radio technologies that efficiently cooperate with nearby users and provide several services simultaneously. We designed and implemented a joint positioning-communications system that simultaneously enables network communications, timing synchronization, and localization to a variety of airborne and ground-based platforms. This Communications and High-Precision Positioning (CHP2) system simultaneously performs communications and precise ranging (<10 cm) with a narrow band waveform (10 MHz) at a carrier frequency of 915 MHz (US ISM) or 783 MHz (EU Licensed). The ranging capability may be extended to estimate the relative position and orientation by leveraging the spatial diversity of the multiple-input, multiple-output (MIMO) platforms. CHP2 also digitally synchronizes distributed platforms with sub-nanosecond precision without support from external systems (GNSS, GPS, etc.). This performance is enabled by leveraging precise time-of-arrival (ToA) estimation techniques, a network synchronization algorithm, and the intrinsic cooperation in the joint processing chain that executes these tasks simultaneously. In this manuscript, we describe the CHP2 system architecture, hardware implementation, and in-lab and over-the-air experimental validation.