Haitao Liu

ORCID: 0000-0003-1187-5374
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Research Areas
  • Advanced Multi-Objective Optimization Algorithms
  • Gaussian Processes and Bayesian Inference
  • Turbomachinery Performance and Optimization
  • Optimal Experimental Design Methods
  • Antenna Design and Analysis
  • Model Reduction and Neural Networks
  • Metaheuristic Optimization Algorithms Research
  • Probabilistic and Robust Engineering Design
  • Machine Learning and Data Classification
  • Fault Detection and Control Systems
  • Antenna Design and Optimization
  • Machine Fault Diagnosis Techniques
  • Target Tracking and Data Fusion in Sensor Networks
  • Fluid Dynamics and Turbulent Flows
  • Aluminum Alloy Microstructure Properties
  • Advanced Antenna and Metasurface Technologies
  • Manufacturing Process and Optimization
  • Face and Expression Recognition
  • Rough Sets and Fuzzy Logic
  • Time Series Analysis and Forecasting
  • Advanced Computational Techniques and Applications
  • Space Satellite Systems and Control
  • Heat Transfer Mechanisms
  • Microwave Engineering and Waveguides
  • Infrared Target Detection Methodologies

Shanghai Jiao Tong University
2008-2025

Shanghai First People's Hospital
2022-2025

National Defence University
2025

Shanghai Key Laboratory of Trustworthy Computing
2024

East China Normal University
2024

Dalian University of Technology
2014-2024

Huainan Normal University
2024

Henan University of Science and Technology
2023-2024

East China Jiaotong University
2020-2023

Civil Aviation University of China
2023

10.1016/j.knosys.2017.12.034 article EN Knowledge-Based Systems 2018-01-03

Surrogate models are widely used in simulation-based engineering design and optimization to save the computing cost. The choice of sampling approach has a great impact on metamodel accuracy. This article presents robust error-pursuing sequential called cross-validation (CV)-Voronoi for global metamodeling. During process, CV-Voronoi uses Voronoi diagram partition space into set cells according existing points. error behavior each cell is estimated by leave-one-out (LOO) approach. Large...

10.1115/1.4027161 article EN Journal of Mechanical Design 2014-03-13

In dealing with the expensive multiobjective optimization problem, some algorithms convert it into a number of single-objective subproblems for optimization. At each iteration, these conduct surrogate-assisted on one or multiple subproblems. However, may be unnecessary resolved. Operating such can cause server inefficiencies, especially in case To overcome this shortcoming, we propose an adaptive subproblem selection (ASS) strategy to identify most promising further modeling. better leverage...

10.1109/tcyb.2021.3126341 article EN IEEE Transactions on Cybernetics 2021-11-24

The ultra-fine grain structure of Al–Zn–Mg–Cu alloy was prepared by equal channel angular pressing (ECAP) and post cold rolling (CR) combined deformation process. effect different on the microstructure, microhardness corrosion behavior ECAP were studied. results show that with increase deformation, dislocation density increased, second phases deformed obviously refined. Grain refinement mainly due to gradual transformation some subgrain boundaries low angle (LAGBs) alloys into high (HAGBs),...

10.1016/j.jmrt.2023.09.070 article EN cc-by-nc-nd Journal of Materials Research and Technology 2023-09-01

This paper presents a compact-size, low-cost smart antenna with electronically switchable radiation patterns, and reconfigurable polarizations. can be dynamically switched to realize three different polarizations including two orthogonal linear one diagonally polarization. By closely placing several parasitic elements around the driven antenna, beam switching achieved in any of polarization states. In this design, square patch simple feeding network is used as element. The element composed...

10.1109/tap.2015.2490239 article EN cc-by IEEE Transactions on Antennas and Propagation 2015-10-14

A thin radar-infrared stealth-compatible structure with reflectivity below −10 dB in the whole radar X wave band and infrared emissivity less than 0.3 region of 8 μm–14 μm is reported. The designed consists metallic frequency selective surface (MFSS), resistive (RFSS), metal backing from top down, it only 2.1-mm thick. MFSS made up some divided low copper films, RFSS a capacitive array square patches. They are placed close together, working as an admittance sheet because mutual influence...

10.1088/1674-1056/23/2/025201 article EN Chinese Physics B 2014-02-01

This communication presents the complete design of a circularly polarized (CP) folded reflectarray (FRA) antenna with an integrated planar structure for first time in open literature. To achieve polarized, printed meander-line polarizer is designed and linearly (LP) FRA. low-profile structure, 2×2 array as feed source instead horn. Thus, whole antenna, including source, LPFRA, polarizer, can be fully fabricated using low-cost circuit board technology. validate concept, right-handed CPFRA...

10.1109/tap.2016.2623653 article EN IEEE Transactions on Antennas and Propagation 2016-11-01

10.1016/j.engappai.2017.10.008 article EN Engineering Applications of Artificial Intelligence 2017-11-05

A main challenge for radar-aided millimeter wave (mmWave) vehicle-to-infrastructure (V2I) communication application, is that it requires mitigating the mutual interference between vehicular radar and operating at same frequency bands. This paper considers joint design of multiple-input multiple-output (MIMO) transmit waveform receive filter bank road side unit (RSU)-mounted in a spectrally crowded V2I environment. With criterion maximizing average signal-to-interference-plus-noise ratio...

10.1109/tits.2023.3264507 article EN IEEE Transactions on Intelligent Transportation Systems 2023-04-12

Computer simulations have been increasingly used to study physical problems in various fields. To relieve computational budgets, the cheap-to-run metamodels, constructed from finite experiment points design space using of computer experiments (DOE), are employed replace costly simulation models. A key issue related DOE is designing sequential achieve an accurate metamodel with as few possible. This article investigates performance current Bayesian sampling approaches and proposes adaptive...

10.1115/1.4031905 article EN Journal of Mechanical Design 2015-10-29

This article presents a global optimization algorithm via the extension of DIviding RECTangles (DIRECT) scheme to handle problems with computationally expensive simulations efficiently. The new strategy improves regular partition DIRECT flexible irregular in order utilize information from points. metamodelling technique is introduced work speed up convergence, which meaningful for simulation-based problems. Comparative results on eight representative benchmark and an engineering application...

10.1080/0305215x.2014.971777 article EN Engineering Optimization 2014-10-29

In order to scale standard Gaussian process (GP) regression large-scale datasets, aggregation models employ factorized training and then combine predictions from distributed experts. The state-of-the-art models, however, either provide inconsistent or require time-consuming process. We first prove the inconsistency of typical aggregations using disjoint random data partition, present a consistent yet efficient model for GP. proposed inherits advantages aggregations, e.g., closed-form...

10.48550/arxiv.1806.00720 preprint EN other-oa arXiv (Cornell University) 2018-01-01

Purpose: We designed a semi-supervised method that effectively utilized few-slice-annotated data for efficient MRI segmentation.

10.2139/ssrn.5080752 preprint EN 2025-01-01

A frequency-reconfigurable antenna for a multiple-input–multiple-output (MIMO) system with electronically steerable radiation patterns in azimuth plane is proposed this letter. For MIMO systems, the are able to reduce correlation between signals and increase channel capacity. There two folded-monopole parasitic array radiator (FM-ESPAR) antennas The pattern of each FM-ESPAR from 0 <formula formulatype="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"...

10.1109/lawp.2013.2245493 article EN publisher-specific-oa IEEE Antennas and Wireless Propagation Letters 2013-01-01
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