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Chao Qian 0009
Person information
- affiliation: University of Duisburg-Essen, Duisburg, Germany
Other persons with the same name
- Chao Qian 0001 — Nanjing University, State Key Laboratory for Novel Software Technology, China (and 3 more)
- Chao Qian 0002 — Ningbo University, Ningbo, Zhejiang, China
- Chao Qian 0003 — Southeast University, National Mobile Communications Research Laboratory, Nanjing, China
- Chao Qian 0004 — Brown University, Providence, RI, USA
- Chao Qian 0005 — Columbia University, New York, NY, USA
- Chao Qian 0006 — Chang'an University, Xi'an, China
- Chao Qian 0007 — Huazhong University of Science and Technology, Wuhan, China
- Chao Qian 0008 — Tsinghua University, Division of Intelligent and Bio-mimetic Machinery, State Key Laboratory of Tribology, Beijing, China
- Chao Qian 0010 — Hong Kong University of Science and Technology, Department of Mechanical and Aerospace Engineering, Hong Kong
- Chao Qian 0011 — Lamar University, Department of Industrial Engineering, Beaumont, TX, USA
- Chao Qian 0012 — Zhejiang University, College of Information Science and Electronic Engineering, Hangzhou, China
- Chao Qian 0013 — Hunan University, College of Computer Science and Electronic Engineering, China
- Chao Qian 0014 — Soochow University, School of Electronic and Information Engineering, Suzhou, China
- Chao Qian 0015 — Beijing Institute of Technology, Department of Mechatronical Engineering, China
- Chao Qian 0016 — Zhejiang University, College of Chemical and Biological Engineering, Hangzhou, China
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Journal Articles
- 2024
- [j2]Chao Qian, Tianheng Ling, Gregor Schiele:
Exploring energy efficiency of LSTM accelerators: A parameterized architecture design for embedded FPGAs. J. Syst. Archit. 152: 103181 (2024) - 2021
- [j1]Christopher Cichiwskyj, Stephan Schmeißer, Chao Qian, Lukas Einhaus, Christopher Ringhofer, Gregor Schiele:
Elastic AI: system support for adaptive machine learning in pervasive computing systems. CCF Trans. Pervasive Comput. Interact. 3(3): 300-328 (2021)
Conference and Workshop Papers
- 2024
- [c10]Chao Qian, Christopher Cichiwskyj, Tianheng Ling, Gregor Schiele:
Idle is the New Sleep: Configuration-Aware Alternative to Powering Off FPGA-Based DL Accelerators During Inactivity. ARCS 2024: 161-176 - [c9]Tianheng Ling, Julian Hoever, Chao Qian, Gregor Schiele:
FlowPrecision: Advancing FPGA-Based Real-Time Fluid Flow Estimation with Linear Quantization. PerCom Workshops 2024: 733-738 - 2023
- [c8]Chao Qian, Tianheng Ling, Gregor Schiele:
Energy Efficient LSTM Accelerators for Embedded FPGAs Through Parameterised Architecture Design. ARCS 2023: 3-17 - [c7]Chao Qian, Tianheng Ling, Gregor Schiele:
ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing. PerCom Workshops 2023: 297-299 - 2022
- [c6]Chao Qian, Tianheng Ling, Gregor Schiele:
Enhancing Energy-Efficiency by Solving the Throughput Bottleneck of LSTM Cells for Embedded FPGAs. PKDD/ECML Workshops (1) 2022: 594-605 - [c5]Chao Qian, Lukas Einhaus, Gregor Schiele:
ElasticAI-Creator: Optimizing Neural Networks for Time-Series-Analysis for on-Device Machine Learning in IoT Systems. SenSys 2022: 941-946 - 2021
- [c4]Lukas Einhaus, Chao Qian, Christopher Ringhofer, Gregor Schiele:
In-Situ Artificial Intelligence for Self-* Devices: The Elastic AI Ecosystem (Tutorial). ACSOS-C 2021: 320-321 - [c3]Lukas Einhaus, Chao Qian, Christopher Ringhofer, Gregor Schiele:
Towards Precomputed 1D-Convolutional Layers for Embedded FPGAs. PKDD/ECML Workshops (1) 2021: 327-338 - 2020
- [c2]Alwyn Burger, Chao Qian, Gregor Schiele, Domenik Helms:
An Embedded CNN Implementation for On-Device ECG Analysis. PerCom Workshops 2020: 1-6 - [c1]Christopher Cichiwskyj, Chao Qian, Gregor Schiele:
Time to Learn: Temporal Accelerators as an Embedded Deep Neural Network Platform. IoT Streams/ITEM@PKDD/ECML 2020: 256-267
Informal and Other Publications
- 2024
- [i10]Tianheng Ling, Julian Hoever, Chao Qian, Gregor Schiele:
FlowPrecision: Advancing FPGA-Based Real-Time Fluid Flow Estimation with Linear Quantization. CoRR abs/2403.01922 (2024) - [i9]Tianheng Ling, Chao Qian, Gregor Schiele:
Towards Auto-Building of Embedded FPGA-based Soft Sensors for Wastewater Flow Estimation. CoRR abs/2407.05102 (2024) - [i8]Tianheng Ling, Chao Qian, Gregor Schiele:
Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT. CoRR abs/2407.11041 (2024) - [i7]Tianheng Ling, Islam Mansour, Chao Qian, Gregor Schiele:
An Automated Approach to Collecting and Labeling Time Series Data for Event Detection Using Elastic Node Hardware. CoRR abs/2407.11042 (2024) - [i6]Chao Qian, Christopher Cichiwskyj, Tianheng Ling, Gregor Schiele:
Idle is the New Sleep: Configuration-Aware Alternative to Powering Off FPGA-Based DL Accelerators During Inactivity. CoRR abs/2407.12027 (2024) - [i5]Chao Qian, Tianheng Ling, Gregor Schiele:
ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing. CoRR abs/2409.09044 (2024) - [i4]Tianheng Ling, Chao Qian, Gregor Schiele:
Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs. CoRR abs/2410.03294 (2024) - 2023
- [i3]Tianheng Ling, Chao Qian, Lukas Einhaus, Gregor Schiele:
A Study of Quantisation-aware Training on Time Series Transformer Models for Resource-constrained FPGAs. CoRR abs/2310.02654 (2023) - [i2]Chao Qian, Tianheng Ling, Gregor Schiele:
Enhancing Energy-efficiency by Solving the Throughput Bottleneck of LSTM Cells for Embedded FPGAs. CoRR abs/2310.16842 (2023) - [i1]Tianheng Ling, Chao Qian, Gregor Schiele:
On-Device Soft Sensors: Real-Time Fluid Flow Estimation from Level Sensor Data. CoRR abs/2311.15036 (2023)
Coauthor Index
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