Hi. I'm Dumitrel Loghin. Or Dumi, for short.

I am currently a Senior Staff Engineer at OKX/OKG.

Previously, I was a Research Assistant Professor in School of Computing (SoC), National University of Singapore (NUS), working in the Singapore Blockchain Innovation Programme (SBIP). I was also part of the Database Systems Research Group, working with Prof. Beng Chin Ooi.

I obtained my PhD in Computer Science from National University of Singapore in 2017, under the supervision of Prof. Yong Meng Teo. Previously, I obtained my Master degree in Advanced Computer Architectures from Politehnica University of Bucharest in 2012 and the Bachelor degree in Computer Science from the same university in 2010, under the supervision of Prof. Nicolae Tapus.

My research interests are in Zero-Knowledge Proofs, Parallel and Distributed Computing, Blockchain and Distributed Database Systems, Advanced Computer Architectures, Embedded Systems and, in general, the performance of computer systems.

See my recent publications

Publications

Are ARM Cloud Servers Ready for Database Workloads? An Experimental Study
Dumitrel Loghin
IEEE Transactions on Cloud Computing, May 2024.
[Paper][Featured by The Register, Yahoo News Singapore]
Characterizing the Performance and Cost of Blockchains on the Cloud and at the Edge
Dumitrel Loghin, Tien Tuan Anh Dinh, Chen Gang, Yong Meng Teo, Beng Chin Ooi
ACM Distributed Ledger Technologies: Research and Practice, May 2024.
[Paper]
Baldur: A Hybrid Blockchain Database with FPGA or GPU Acceleration
Rares Ifrim, Dumitrel Loghin, Decebal Popescu
Workshop on Verifiable Database Systems, collocated with SIGMOD 2023, Seattle, USA, 23 Jun 2023.
[Paper][Source Code]
BBSF: Blockchain Benchmarking Standardized Framework
Kunpeng Ren, Jefferson Van Buskirk, Zheng Yong Ang, Shizheng Hou, Nathaniel Cable, Miguel Monares, Hank Korth, Dumitrel Loghin
Workshop on Verifiable Database Systems, collocated with SIGMOD 2023, Seattle, USA, 23 Jun 2023.
[Paper]
VeriBench: Analyzing the Performance of Database Systems with Verifiability
Cong Yue, Maihui Zhang, Changhao Zhu, Gang Chen, Dumitrel Loghin, Beng Chin Ooi
Very Large Data Bases (VLDB) 2023, Vancouver, Canada, 28 Aug - 1 Sep 2023.
[Paper][Source Code]
Interoperability in Blockchain: A Survey
Kunpeng Ren, Nhut-Minh Ho, Dumitrel Loghin, Thanh-Toan Nguyen, Beng Chin Ooi, Quang-Trung Ta, Feida Zhu
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023.
[Paper]
The Anatomy of Blockchain Database Systems
Dumitrel Loghin
Bulletin of the Technical Committee on Data Engineering, Jun 2022.
[June Issue]
Blockchain Goes Green? Part II: Characterizing the Performance and Cost of Blockchains on the Cloud and at the Edge
Dumitrel Loghin et al.
On arXiv, 14 May 2022.
[Paper]
[Book] Blockchains: Decentralized and Verifiable Data Systems
Pingcheng Ruan, Tien Tuan Anh Dinh, Dumitrel Loghin, Meihui Zhang, Gang Chen
[Book]
Hybrid Blockchain Database Systems: Design and Performance
Zerui Ge, Dumitrel Loghin, Beng Chin Ooi, Pingcheng Ruan, Tianwen Wang
Very Large Data Bases (VLDB) 2022, Sydney, Australia, 5-9 Sep 2022.
[Paper][Source Code]
POSAR: A Flexible Posit Arithmetic Unit for RISC-V
Ștefan-Dan Ciocîrlan, Dumitrel Loghin, Lavanya Ramapantulu, Nicolae Ţãpuş, Yong Meng Teo
Design Automation Conference (DAC) 2021, San Francisco, USA, 5-9 Dec 2021.
[Source Code]
The Accuracy and Efficiency of Posit Arithmetic
Ștefan-Dan Ciocîrlan, Dumitrel Loghin, Lavanya Ramapantulu, Nicolae Ţãpuş, Yong Meng Teo
IEEE International Conference on Computer Design (ICCD) 2021, Virtual, 24-27 Oct 2021.
[Full paper on arxiv][Presentation][Source Code]
Blockchains vs. Distributed Databases: Dichotomy and Fusion
Pingcheng Ruan, Tien Tuan Anh Dinh, Dumitrel Loghin, Meihui Zhang, Gang Chen, Qian Lin, Beng Chin Ooi
SIGMOD 2021, Xi'an, Shaanxi, China, 20-25 Jun 2021.
[Full paper on arxiv]
Communication-efficient Decentralized Machine Learning over Heterogeneous Networks
Pan Zhou, Qian Lin, Dumitrel Loghin, Beng Chin Ooi, Yuncheng Wu, Hongfang Yu
IEEE International Conference on Data Engineering (ICDE), Chania, Greece, 19-22 Apr 2021.
[Full paper on arxiv]
[Book Chapter] Chapter 9: Distributed Big Data Computing Platforms for Edge Computing
Dumitrel Loghin, Lavanya Ramapantulu, Yong Meng Teo
in "Edge Computing: Models, Technologies and Applications", published by The Institution of Engineering and Technology (IET), 2020.
[Book on IET Digital Library][Resources for Chapter 9]
A Transactional Perspective on Execute-order-validate Blockchains
Pingcheng Ruan, Dumitrel Loghin, Quang-Trung Ta, Meihui Zhang, Gang Chen, Beng Chin Ooi
SIGMOD 2020, Portland, Oregon, USA, 14-19 June 2020.
[Paper on arxiv][Paper on ACM DL]
The Disruptions of 5G on Data-driven Technologies and Applications
Dumitrel Loghin et al.
IEEE Transactions on Knowledge and Data Engineering (TKDE), Jan 2020.
[Paper on arxiv][Paper on IEEE Xplore]
Time-energy Measured Data on Modern Multicore Systems Running Shared-memory Applications
Dumitrel Loghin, Yong Meng Teo
Data in Brief, 16 Oct 2019.
[Paper][Datasets and Code]
5G: Agent for Further Digital Disruptive Transformations
Beng Chin Ooi, Gang Chen, Dumitrel Loghin, Wei Wang, Meihui Zhang
Bulletin of the Technical Committee on Data Engineering, Sep 2019.
[Paper]
Understanding the Scalability of Hyperledger Fabric
Minh Quang Nguyen, Dumitrel Loghin, Tien Tuan Anh Dinh
BCDL 2019 (in conjunction with VLDB), Los Angeles, USA, 26-30 Aug 2019.
[Paper]
Towards Analyzing the Performance of Hybrid Edge-Cloud Processing
Dumitrel Loghin, Lavanya Ramapantulu, Yong Meng Teo
IEEE EDGE 2019, Milan, Italy, 8-13 Jul 2019.
[Paper]
Towards Scaling Blockchain Systems via Sharding
Hung Dang, Tien Tuan Anh Dinh, Dumitrel Loghin, Ee-Chien Chang, Qian Lin, Beng Chin Ooi
SIGMOD 2019, Amsterdam, The Netherlands, 30 Jun - 5 Jul 2019.
[Paper]
Blockchain Goes Green? An Analysis of Blockchain on Low-Power Nodes
Dumitrel Loghin et al.
On arXiv, 16 May 2019.
[Paper]
The Time and Energy Efficiency of Modern Multicore Systems
Dumitrel Loghin, Yong Meng Teo
Parallel Computing by Elsevier (PARCO), 25 Apr 2019.
[Paper]
The Energy Efficiency of Modern Multicore Systems
Dumitrel Loghin, Yong Meng Teo
P2S2 2018 (in conjunction with ICPP 2018), Eugene, OR, USA, 13-16 Aug 2018.
[Paper][Slides]
CELIA: Cost-time Performance of Elastic Applications on Cloud
Sunimal Rathnayake, Dumitrel Loghin, Yong Meng Teo
ICPP 2017, Bristol, UK, 14-17 Aug 2017.
[Paper]
On Understanding Time, Energy and Cost Performance of Wimpy Heterogeneous Systems for Edge Computing
Dumitrel Loghin, Lavanya Ramapantulu, Yong Meng Teo
IEEE EDGE 2017, Honolulu, Hawaii, USA, 25-30 Jun 2017.
[Paper]
Modeling the Energy-Time Performance of MIC Architecture System
Lavanya Ramapantulu, Thy Dao, Dumitrel Loghin, Nam Thoai, Yong Meng Teo
MASCOTS 2016, London, UK, 19-21 Sep 2016.
[Paper]
On Energy Proportionality and Time-Energy Performance of Heterogeneous Clusters
Lavanya Ramapantulu, Dumitrel Loghin, Yong Meng Teo
IEEE Cluster 2016, Taipei, Taiwan, 13-15 Sep 2016.
[Paper]
A Time-Energy Performance Analysis of MapReduce on Heterogeneous Systems with GPUs
Dumitrel Loghin, Lavanya Ramapantulu, Oana Barbu, Yong Meng Teo
IFIP WG 7.3 Performance 2015, Sydney, Australia, 19-21 Oct 2015.
Published in Performance Evaluation journal (PEVA).
[Paper]
A Performance Study of Big Data on Small Nodes
Dumitrel Loghin, Bogdan Marius Tudor, Hao Zhang, Beng Chin Ooi, Yong Meng Teo
Very Large Data Bases (VLDB) 2015, Kohala Coast, Hawaii, USA, 31 Aug - 4 Sep 2015.
[Paper]
An Approach for Energy Efficient Execution of Hybrid Parallel Programs
Lavanya Ramapantulu, Dumitrel Loghin, Yong Meng Teo
IPDPS 2015, Hyderabad, India, 25-29 May 2015.
[Paper]
Modeling the Energy Efficiency of Heterogeneous Clusters
Lavanya Ramapantulu, Bogdan Marius Tudor, Dumitrel Loghin, Trang Vu, Yong Meng Teo
ICPP 2014, Minneapolis, USA, 9-12 Sep 2014.
[Paper]
Big Data on Heterogeneous Systems with GPUs (poster)
Dumitrel Loghin, Lavanya Ramapantulu, Oana Barbu, Yong Meng Teo
NVIDIA GTW 2014, Singapore, 10 Jul 2014.
[Poster]
An Approach for Direct Dataflow Execution on Contemporary Multicore Systems
Dumitrel Loghin, Bogdan Marius Tudor, Yong Meng Teo
DFM 2013 (in conjunction with PACT 2013), Edinburgh, Scotland, 8 Sep 2013.
[Paper]
Home Automation Design Using 6LoWPAN Wireless Sensor Networks
Dan Stefan Tudose, Andrei Voinescu, Madi Petrareanu, Andrei Bucur, Dumitrel Loghin, Adrian Bostan, Nicolae Tapus
DCOSS 2011, Barcelona, Spain, 27-29 Jun 2011.
[Paper]

Talks

Practical Use Cases of Blockchain and Verifiable Databases in the Industry
Keynote at Workshop on Verifiable Database Systems co-located with ACM SIGMOD 2023.
[Website]
Performance Analysis of Permissioned Blockchains
VLDB Summer School 2020, 13-17 Jul 2020.
[Website][Slides]
Performance Analysis of Permissioned Blockchains
Genesis Devcon, Bangalore, India, 24-25 Nov 2019.
[Website][Slides]

Professional Activities

Awards

  • Dean's Graduate Research Excellence Award, Jan 2017.
  • President's Graduate Fellowship, Jan 2013 - Dec 2016.
  • 1st place as part of University Politehnica of Bucharest's team at Hard & Soft, Suceava, Romania, 2010. [Paper]
  • Honorable Mention, CIKM 2017 Analyticup DHL Temperature-Controlled Supply Chain Hackathon, Singapore, 2017. [Poster]
  • Jury’s appreciation, Acceler8 on-line parallel programming contest organized by Intel France, 2011.
  • 4th place, Freescale Race Challege, Romania National Finals, Bucharest, Romania, 2010.

Teaching

As Teaching Assistant at School of Computing, NUS