Search Results for author: Haoxin Wang

Found 14 papers, 0 papers with code

Analyzing and Overcoming Local Optima in Complex Multi-Objective Optimization by Decomposition-Based Evolutionary Algorithms

no code implementations12 Apr 2024 Ting Dong, Haoxin Wang, Hengxi Zhang, Wenbo Ding

When addressing the challenge of complex multi-objective optimization problems, particularly those with non-convex and non-uniform Pareto fronts, Decomposition-based Multi-Objective Evolutionary Algorithms (MOEADs) often converge to local optima, thereby limiting solution diversity.

Evolutionary Algorithms

Pre-insertion resistors temperature prediction based on improved WOA-SVR

no code implementations7 Jan 2024 Honghe Dai, Site Mo, Haoxin Wang, Nan Yin, Songhai Fan, Bixiong Li

The pre-insertion resistors (PIR) within high-voltage circuit breakers are critical components and warm up by generating Joule heat when an electric current flows through them.

Dance of Channel and Sequence: An Efficient Attention-Based Approach for Multivariate Time Series Forecasting

no code implementations11 Dec 2023 Haoxin Wang, Yipeng Mo, Nan Yin, Honghe Dai, Bixiong Li, Songhai Fan, Site Mo

In recent developments, predictive models for multivariate time series analysis have exhibited commendable performance through the adoption of the prevalent principle of channel independence.

Multivariate Time Series Forecasting Time Series

DeepEn2023: Energy Datasets for Edge Artificial Intelligence

no code implementations30 Nov 2023 Xiaolong Tu, Anik Mallik, Haoxin Wang, Jiang Xie

We anticipate that DeepEn2023 will improve transparency in sustainability in on-device deep learning across a range of edge AI systems and applications.

Poster: Real-Time Object Substitution for Mobile Diminished Reality with Edge Computing

no code implementations23 Oct 2023 Hongyu Ke, Haoxin Wang

Diminished Reality (DR) is considered as the conceptual counterpart to Augmented Reality (AR), and has recently gained increasing attention from both industry and academia.

Edge-computing Object

Unveiling Energy Efficiency in Deep Learning: Measurement, Prediction, and Scoring across Edge Devices

no code implementations19 Oct 2023 Xiaolong Tu, Anik Mallik, Dawei Chen, Kyungtae Han, Onur Altintas, Haoxin Wang, Jiang Xie

In this paper, we conduct a threefold study, including energy measurement, prediction, and efficiency scoring, with an objective to foster transparency in power and energy consumption within deep learning across various edge devices.

Edge-computing

Confidence-based federated distillation for vision-based lane-centering

no code implementations5 Jun 2023 Yitao Chen, Dawei Chen, Haoxin Wang, Kyungtae Han, Ming Zhao

Machine learning-based steering angle prediction needs to consider the vehicle's limitation in uploading large amounts of potentially private data for model training.

Autonomous Driving Federated Learning

EPAM: A Predictive Energy Model for Mobile AI

no code implementations2 Mar 2023 Anik Mallik, Haoxin Wang, Jiang Xie, Dawei Chen, Kyungtae Han

Predicting the energy consumption of these models, along with their different applications, such as vision and non-vision, requires a thorough investigation of their behavior using various processing sources.

Metamobility: Connecting Future Mobility with Metaverse

no code implementations17 Jan 2023 Haoxin Wang, Ziran Wang, Dawei Chen, Qiang Liu, Hongyu Ke, Kyungtae Han

A Metaverse is a perpetual, immersive, and shared digital universe that is linked to but beyond the physical reality, and this emerging technology is attracting enormous attention from different industries.

LEAF + AIO: Edge-Assisted Energy-Aware Object Detection for Mobile Augmented Reality

no code implementations27 May 2022 Haoxin Wang, BaekGyu Kim, Jiang Xie, Zhu Han

In this paper, we design an edge-based energy-aware MAR system that enables MAR devices to dynamically change their configurations, such as CPU frequency, computation model size, and image offloading frequency based on user preferences, camera sampling rates, and available radio resources.

object-detection Object Detection

EdgeMap: CrowdSourcing High Definition Map in Automotive Edge Computing

no code implementations20 Jan 2022 Qiang Liu, Yuru Zhang, Haoxin Wang

High definition (HD) map needs to be updated frequently to capture road changes, which is constrained by limited specialized collection vehicles.

Edge-computing Vocal Bursts Intensity Prediction

Energy Drain of the Object Detection Processing Pipeline for Mobile Devices: Analysis and Implications

no code implementations26 Nov 2020 Haoxin Wang, BaekGyu Kim, Jiang Xie, Zhu Han

In order to accurately measure the energy consumption on the smartphone and obtain the breakdown of energy consumed by each phase of the object detection processing pipeline, we propose a new measurement strategy.

Object object-detection +1

Architectural Design Alternatives based on Cloud/Edge/Fog Computing for Connected Vehicles

no code implementations26 Sep 2020 Haoxin Wang, Tingting Liu, BaekGyu Kim, Chung-Wei Lin, Shinichi Shiraishi, Jiang Xie, Zhu Han

These requirements ask for a well-designed computing architecture to support the Quality-of-Service (QoS) of CV applications.

Networking and Internet Architecture

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