ARL

Hari Vishnu

Senior Research Fellow

Hari is a Senior Research Fellow at ARL working on underwater acoustic signal processing and machine learning. His interests include machine learning for underwater applications, bio-acoustics and signal processing in impulsive noise. These are used in a wide range of underwater applications ranging from biodiversity or defense-related scenarios in shallow tropical waters infested with snapping shrimp noise, to the mineral resources in the depths of the ocean, to the Arctic ice sheets where glacier melt noise dominates the soundscape.

In 2019-2020, Hari also worked as a Visiting Scholar at the Scripps Institution of Oceanography, working on the acoustics of melting ice. This research is ongoing, and resulted in recent media publicity. He is currently focusing on machine-learning based marine-mammal quantification. Previously, he has also worked with modeling for deep-sea exploration.

He obtained his Ph.D degree from the Nanyang Technological University, Singapore, in Computer Engineering. He did his B.Tech in EEE from National Institute of Technology, Calicut, in 2008. His Ph.D involved the development of algorithms for underwater signal processing. These included detection & localization, acoustic propagation modeling, vector sensor processing, and robust methods in impulsive noise.

He is the Chief Editor on the OES Science outreach magazine Earthzine. In 2019, he was awarded the IEEE Oceanic Engineering society’s YP-BOOST award which aims to encourage young professionals to participate in the leadership of the society by attending OES meetings, being involved in the diverse committees, and helping with different aspects of the IEEE OCEANS conferences. He is helping with OES early-career efforts on the UN Decade of Ocean Sciences.

At the Singapore level, he was the chair of IEEE OES Singapore chapter for 2018-2020 and 2022-2023, and Secretary of the Singapore AUV Challenge since 2016. Through 2015-2017, he was involved with OES in several roles such as Secretary, Webmaster and Executive committee member of the Singapore chapter.

Hari has been involved with student technical activities since his Bachelors days, where he served on the IEEE Student Branch at NIT Calicut as Public relations officer and Secretary. During this period, he was instrumental in helping give birth to robotics initiatives at NITC, and also in conducting the popular FOSS open source software meet at NITC.

In 2022, Hari was one of the speakers at the whirlwind virtual world ‘research tour’ of the One Ocean Summit. In 2020, he was featured on two interviews by IEEE TryEngineering, on the importance of ocean awareness and education as part of TryEngg. spotlight and TryEngg. Tuesday events.

Apart from research and volunteering activities, he enjoys reading, gardening, listening to music and playing the flute. He is also passionate about anime, movies and TV series.

Find me at:Google scholar .

Find Earthzine here .

Some of my code is public at my Github repo. I also contribute to ARL’s open source repositories at arlpy and UnderwaterAcoustics.jl

If you spot dolphins, dugongs or other marine mammals at Sisters Islands Marine Park in Singapore, please fill this form to help our lab’s research on marine-mammal acoustics: https://forms.gle/r2d59S9asj295UjN6

My talk at One Ocean Summit.

NUS article on young innovators featuring my work: Interpreting Underwater Symphonies

Research Interests

Publications

Journal Articles

  1. Hari Vishnu, Matthias Hoffmann-Kuhnt, Mandar Chitre, Abel Ho, Eszter Matrai, “A dolphin-inspired compact sonar for underwater acoustic imaging”, (Accepted) Communications Engineering, Apr 2022. [ http/pdf], DOI: 10.1038/s44172-022-00010-x [PlumX metrics].
  2. A. Weiss, T. Arikan, Hari Vishnu, G. Deane, A. Singer, G. Wornell, “A Semi-Blind Method for Localization of Underwater Acoustic Sources”, IEEE Transactions on Signal Processing, 2022 DOI: 10.1109/TSP.2022.3173731 [ http | pdf] [PlumX metrics].
  3. Hari Vishnu, G. Deane, M. Chitre, O. Glowacki, D. Stokes, and M. Moskalik, “Vertical directionality and spatial coherence of the sound field in glacial bays in Hornsund Fjord,” Journal of the Acoustical Society of America, vol. 148, no. 6, 2020. © 2020 Acoustical Society of America. [ http | .pdf ]. See a video describing this paper here. [PlumX metrics].
  4. L. J. Wong, B. Kalyan, M. Chitre and Hari Vishnu, “Acoustic Assessment of Polymetallic Nodule Abundance Using Sidescan Sonar and Altimeter,” IEEE Journal of Oceanic Engineering, 2020, DOI: 10.1109/JOE.2020.2967108 [ http | .pdf] [PlumX metrics].
  5. C. Wei, Whitlow W. L. Au, D. R. Ketten, Hari Vishnu and Abel Z. Z Ho, “Sound propagation in the near and far-field of a broadband echolocating dolphin and a narrowband echolocating porpoise,” Proceedings of Meetings on Acoustics, 2019, DOI: 10.1121/2.0001036 [ http] [PlumX metrics].
  6. C. Chi, Hari Vishnu, T. B. Koay and Mandar Chitre, “Utilizing Orthogonal Coprime Signals for Improving Broadband Acoustic Doppler Current Profilers,” IEEE Journal of Oceanic Engineering, 2020, vol 45, No. 4, pp. 1516 – 1526, DOI: 10.1109/JOE.2019.2925922 [ http |.pdf ][PlumX metrics].
  7. M Chitre, J Tian and Hari Vishnu, “On Ambiguity Function Shaping for Broadband Constant-Modulus Signals,” Signal Processing, vol. 166, 2020, DOI: 10.1016/j.sigpro.2019.07.017 [ http |.pdf ][PlumX metrics].
  8. C. Chi, Hari Vishnu, T. B. Koay and Mandar Chitre, “Robust Resolution of Velocity Ambiguity for Multifrequency Pulse-to-Pulse Coherent Doppler Sonars,” IEEE Journal of Oceanic Engineering, 2020, vol 45, No. 4, pp 1506 – 1515, DOI: 10.1109/JOE.2019.2925919 [ http| .pdf ] [PlumX metrics].
  9. S. L. Rigel Goh, Hari Vishnu and Ngan Kee Ng, “The sounds of fighting: contests between violet vinegar crabs, Episesarma versicolor (Decapoda: Brachyura: Sesarmidae) are resolved through acoustic communication,” Journal of Crustacean Biology, 2019, [ DOI ] [PlumX metrics].
  10. Hari Vishnu, B. Kalyan, M. Chitre, and V. Ganesan, “Spatial modeling of deep-sea ferromanganese nodules with limited data using neural networks,” IEEE Journal of Oceanic Engineering, vol. PP, no. 99, pp. 1–18, 2017. [ DOI | .pdf ]PlumX metrics.
  11. A. Mahmood, M. Chitre, and Hari Vishnu, “Locally-Optimal Inspired Detection in Snapping Shrimp Noise,” IEEE Journal of Oceanic Engineering, 2017, vol. 24, No. 4, Oct 2017, DOI: 10.1109/JOE.2017.2731058 [ http | .pdf ] © IEEE 2017[PlumX metrics].
  12. Hari Vishnu and M. Chitre, “Robust estimation of modulation frequency in impulsive acoustic data,” IEEE Transactions on Aerospace and Electronic Systems, vol. 53, no. 4, pp. 1932–1946, 2017. [ DOI | .pdf ][PlumX metrics].
  13. Hari Vishnu, G. V. Anand and A. B. Premkumar, “Narrowband signal detection techniques in shallow ocean by acoustic vector sensor array”, Digital Signal Processing, vol. 23 pp. 1645-1661, June 2013,[ http | .pdf ]©Elsevier. [PlumX metrics].
  14. Hari Vishnu, A. B. Premkumar, and X. Zhong, “A Decoupled Approach for Near-Field Source Localization Using a Single Acoustic Vector Sensor”, Circuits, Systems, and Signal Processing, vol. 32, no. 2, pp. 843–859, Oct. 2012. [ http | .pdf ] ©Springer. [PlumX metrics].
  15. Hari Vishnu, G. V. Anand, A. B. Premkumar, and A. S. Madhukumar, “Design and performance analysis of a signal detector based on suprathreshold stochastic resonance”, Signal Processing, vol. 92, no. 7, pp. 1745–1757, Jul. 2012. [ http | .pdf ] ©Elsevier. [PlumX metrics].

Invited Conference Talks

  1. Mandar Chitre, Grant Deane, Oskar Glowacki, Dale Stokes, Hari Vishnu, Hayden Johnson, “Can low-cost robots help us understand ice-ocean interactions leading to global sea level rise?”, International Conference on Robotics and Automation, 2022 [http]
  2. G. Deane, Hari Vishnu and M. Chitre, “Bubble effects on upper ocean acoustics under wind-driven seas”, (Invited) ASA meeting 2021, Dec 2021 [http]
  3. G. Deane, O. Glowacki, Hari Vishnu, D. Stokes, M. Chitre, H. Johnson, J. Tegowski, “Recent Progress in Monitoring Tidewater Glaciers with Passive Cryoacoustics,” in 6th Underwater Acoustics conference and exhibition, Greece, June 2021. (Invited). [ .http ]
  4. A. Mahmood, Hari Vishnu and M. Chitre, “Model Based Signal Detection in Snapping Shrimp Noise”, Underwater Communications and Network (UComms 2016), Lerici, Italy, September 2016 [http] [.pdf]
  5. G. V. Anand, Hari Vishnu and Z. Madadi, “Signal detection in non-Gaussian noise”, SYMPOL 2011, Kochi, 2011

Conferences and Posters

  1. Hari Vishnu, V. R. Soorya, M. Chitre, Koay T. B., Abel Ho, Y. M. Too, K. Tun, K. Lim, “Acoustic detection of marine mammal vocalizations in snapping-shrimp infested noisy waters”, DCLDE 2022 conference, Oahu, Hawaii, 2022
  2. H. Johnson, G. Deane, D. Stokes, O. Glowacki, M. Moskalik, M. Chitre, Hari Vishnu, “Understanding the underwater noise of melting glacier ice”, International Symposium on Maritime Glaciers – International Glaciological Society conference, Alaska, 2022
  3. A. Ho, Koay T. B., W. Yusong, Hari Vishnu, K. Tun, “A Small Cloud Enabled Passive Acoustic Monitoring Array for Real-time detection of vocalising Marine Megafauna”, DCLDE 2022 conference, Oahu, Hawaii, 2022
  4. M. Hoffmann-Kuhnt, A. Ho, Hari Vishnu, “Sing Me a Song! – Trials and tribulations of a first attempt to record humpback whale mother-calf pairs in the DR with a new version of a synchronised video/audio array”, DCLDE 2022 conference, Oahu, Hawaii, 2022
  5. Hari Vishnu, G. Deane, M. Chitre, O. Glowacki, D. Stokes, M. Moskalik and H. Johnson, “Spatial variation in acoustic field due to submarine melting in glacial bays,”ASA meeting 2021, December 2021. [http]
  6. H. Johnson, G. Deane, D. Stokes, O. Glowacki, M. Moskalik, M. Chitre, Hari Vishnu, “Predicting the acoustic energy radiated by melting glacier ice“, ASA meeting 2021, December 2021. [http]
  7. H. Johnson, G. Deane, D. Stokes, O. Glowacki, M. Moskalik, M. Chitre, Hari Vishnu, “Understanding the acoustic signal of submarine melting of glacier ice”, Ocean Sciences Meeting 2022, Feb 2022 [http].
  8. H. Johnson, Hari Vishnu, G. Deane, P. J. Tuckman, O. Glowacki, and M. Moskalik, “Depth dependence of acoustic signals produced by bubble release events in melting glacier ice,” in The Journal of the Acoustical Society of America – Acoustics Virtually Everywhere, vol. 148, pp. 2483–2483, December 2020. [ DOI | .pdf ]
  9. Hari Vishnu, G. Deane, M. Chitre, D. Stokes, and O. Glowacki, “Vertical line array measurements of the sound radiated by melting glaciers in Hornsund Fjord,” in The Journal of the Acoustical Society of America – Acoustics Virtually Everywhere, vol 148, pp. 2483–2483, December 2020. [ DOI | .pdf ]
  10. G. B. Deane, O. Glowacki, D. M. Stokes, M. Moskalik, M. Chitre and Hari Vishnu, “Measuring tidewater glacier melt rates with underwater noise”, Ocean Sciences meeting, Feb 2020 [http]
  11. L. J. Wong, V. Pallayil, P. Muthuvel, K. Amudha, B. Kalyan, V. Hari, M. A. Atmanand and M. Chitre, “Acoustic Backscattering Properties of Polymetallic Nodules from the Indian Ocean Basin: Results from a Laboratory Measurement”, IEEE Underwater Technology 2019, Kaouhsiong, Apr 2019 [http] [.pdf]
  12. V. Hari, V. Robert, B. Kalyan and M. Chitre, “A semi-supervised learning approach to polymetallic nodule parameter modeling”, IEEE Oceans 2018, Charleston, Oct 2018 [http] [.pdf]
  13. C. Chi, V. Hari and M. Chitre, “A Metric for Selecting Waveforms of Multi-User Wideband Active Sonars”, IEEE Oceans 2018, Charleston, Oct 2018 [http] [.pdf]
  14. C. Chi, V. Hari and T. B. Koay, “Resolving Velocity Ambiguity Based on Robust Chinese Remainder Theorem for Multi-Frequency Pulse-to-Pulse Coherent Doppler Sonar”, IEEE Oceans 2018, Charleston, Oct 2018 [http]
  15. B. Kalyan, R. Mishra, Hari Vishnu and M. Chitre, “An Information Theoretic Approach to Polymetallic Nodule Exploration using AUVs”, (Accepted) Underwater Mining Conference 2018, Bergen, Norway.
  16. C. Chi, Hari Vishnu and T. B. Koay, “Improving broadband acoustic Doppler current profiler with orthogonal coprime pulse pairs and robust chinese remainder theorem”, IEEE Oceans 2018, Kobe, May 2018 [http] [.pdf]
  17. S. Ahmed, V. Hari and M. Chitre, “Monostatic sonar performance using pulse compression waveforms”, IEEE Oceans 2018, Kobe, May 2018 [http] [.pdf]
  18. V. Hari , B. Kalyan and M. Chitre, “Spatial modeling and uncertainty characterization of polymetallic nodules in the Clarion-Clipperton zone”, IEEE Oceans 2017, Anchorage, Sep 2017 [http] [.pdf]
  19. V. Kalaiarasu, V. Hari, A. Mahmood and M. Chitre, “Predicting underwater acoustic network variability using machine learning techniques”, IEEE Oceans 2017, Anchorage, Sep 2017 [http] [.pdf]
  20. A. Mahmood, M. Chitre and V. Hari, “Spatial ambient noise inversion using a single hydrophone”, IEEE Oceans 2017, Anchorage, Sep 2017 [http] [.pdf]
  21. B. Kalyan, V. Ganesan, M. Chitre and V. Hari,” Optimal point planning for abundance estimation of polymetallic nodules”, IEEE Oceans 2017, Anchorage, Sep 2017 [http] [.pdf]
  22. Wong Liang Jie, B. Kalyan, M. Chitre and V. N. Hari, “Polymetallic Nodules Abundance Estimation using Sidescan Sonar: A Quantitative Approach using Artificial Neural Network”, IEEE Oceans 2017, Aberdeen, Scotland, Jun 2017 [http] [.pdf]
  23. M. Hoffman-Kuhnt, Abel Ho, V. N. Hari, M. Chitre and E. Matrai , Alice Tse, “Buzz that Rod ! Acoustic Analysis and patterns of the echolocation signals of a blindfolded bottlenose dolphin performing a horizontal and vertical angular resolution task”, Proceedings of 2015 Society for Marine Mammalogy Biennial Conference, San Francisco, Dec 13-18 [.pdf]
  24. K. C. Unnikrishnan and V. N. Hari, “A vector sensing scheme for underwater acoustics based on particle velocity measurements”, IEEE Oceans 2015, Washington DC, USA, Oct 2015 [http] [.pdf]
  25. X. Zhong, V. N. Hari, X. Shen, H. Wang, W. Wang, “Particle filtering for channel parameter tracking in a noisy shallow ocean environment using a vertical array”, Asia-Pacific Conference on Synthetic Aperture Radar 2015, Singapore, Sep 2015 [http]
  26. V. N. Hari, M. Chitre, Y. M. Too and V. Pallayil, “Robust passive diver detection in shallow ocean”, IEEE Oceans 2015, Genova, Italy [http] [.pdf]
  27. V. N. Hari, M. Chitre, “Robust signal processing in impulsive noise for Sonar”, DSO Tech-know exhibition, Singapore, Jul 2014
  28. V. N. Hari, X. Zhong, A. B. Premkumar, “Near-field/far-field source localization in ocean with an acoustic vector sensor array using polynomial rooting”, Proc. SYMPOL 2013, Kochi, India, Oct 2013 [.pdf[http] 
  29. V. N. Hari, G. V. Anand, and A. B. Premkumar, “Narrowband detection in ocean with impulsive noise using an acoustic vector sensor array” , in 20th European Signal Processing Conference (EUSIPCO 2012), 2012, pp. 1334–1339. [.pdf[http]
  30. X. Zhong, V. N. Hari and A. B. Premkumar, ” An Optimal Importance Sampling based Particle Filtering for Channel Parameter Estimation in Shallow Ocean”, Proc. IEEE Global Conference on Consumer Electronics 2012, Tokyo, Oct 2012. [http]
  31. V. N. Hari, G. V. Anand, A. B. Premkumar, and A. S. Madhukumar, “Underwater signal detection in partially known ocean using short acoustic vector sensor array”, in OCEANS 2011 IEEE – Spain, 2011, no. 65, pp. 1–9. [.pdf[http]
  32. X. Zhong, V. N. Hari, A. B. Premkumar, and A. S. Madhukumar, “Particle filtering with enhanced likelihood model for underwater acoustic source DOA tracking”, in OCEANS 2011 IEEE – Spain, 2011, pp. 1–6. [http]
  33. V. N. Hari, G. V. Anand, and A. B. Premkumar, “Preprocessor based on suprathreshold stochastic resonance for improved bearing estimation in shallow ocean”, in OCEANS 2009, MTS, 2009, no. 65, pp. 1–8. [.pdf[http]©IEEE 2009
  34. V. N. Hari, G.V. Anand , A. B. Premkumar, “Optimal suprathreshold stochastic resonance based nonlinear detector”, Proc. 17th European Signal Processing conference (EUSIPCO 2009), Glasgow, 2009, pp. 2062 – 2066. [.pdf]

Thesis

  • V. N. Hari, “Improved techniques for detection and localization of underwater acoustic sources using acoustic vector sensors”, Ph.D thesis, School of Computer Engineering, Nanyang Technological University, Singapore, 2013

Selected articles published on Earthzine

  1. H. Vishnu, “The Challenges of Deep-Sea Exploration”, OES Earthzine, Oct 2021 [http]
  2. H. Vishnu, “Bridging Ocean Engineering and Science at Ocean Sciences Meeting 2022”, OES Earthzine, Sep 2021 [http]
  3. H. Vishnu, “UN Decade of Ocean Science for Sustainable development – Science communication and outreach (Part 2/2)”, OES Earthzine, May 2021 [http]
  4. H. Vishnu, “Understanding the Ocean through sound – JOE October 20 issue”, OES Earthzine, April 2021. [ http ]
  5. H. Vishnu, “Exploring Worlds beyond the coastline” OES Earthzine, January 2021. [ http ]
  6. H. Vishnu and G. Chia, “Inspiring young minds towards Oceanic Engineering – TryEngineering webinar” OES Earthzine, October 2020. [ http ]
  7. H. Vishnu, “AUV-related research articles in April issue of IEEE JOE” OES Earthzine, July 2020. [ http ]
  8. H. Vishnu, “UN Decade of Ocean Science for Sustainable development – Outreach (Part 1/2)” OES Earthzine, June 2020. [ http ]
  9. H. Vishnu, “Climate Science for the public – The IPCC report on Ocean and Cryosphere” OES Earthzine, March 2020. [ http ]
  10. L. J. Wong and H. Vishnu, “OCEANS ’19 Marseille: Analysis of the number of papers mentioning machine learning.” IEEE Earthzine, February 2020. [ http | .pdf ]
  11. H. Vishnu, “(Editorial) Earthzine announces Plastics theme for first quarter of 2020” OES Earthzine, January 2020. [ http ]
  12. H. Vishnu, “Data. To store or not to store, that is the question” OES Earthzine, October 2019. [ http ]
  13. H. Vishnu, “Arctic Research at Oceans 2019 – A summary” OES Earthzine, September 2019. [ http ]
  14. H. Vishnu, “(Editorial) Earthzine resumes operations” OES Earthzine, August 2019. [ http ]

Online webinars delivered

  1. Webinar delivered at IEEE Delhi Section on “Studying climate-change induced Arctic ice melting using an acoustics-based approach“, Oct 2021
  2. Webinar delivered at TryEngineering Tuesday event, on Oceanic Engineering, “Try Engineering Tuesday featuring Hari Vishnu and Brandy Armstrong, Oceanic Engineering Society”, September 2020.
  3. Webinar delivered at TryEngineering Spotlight event, on careers in Oceanic Engineering, “Try Engineering Spotlight Featuring Hari Vishnu and Grace Chia, Oceanic Engineering Society”, July 2020.