全职导师
教育背景
- 2008-2014 清华大学,动力工程及工程热物理,博士
- 2004-2008 南京航空航天大学,飞行器动力工程,学士
工作经历
- 2019-至今,上海交通大学,中英国际低碳学院,副教授
- 2015-2019,日本东京大学,工学部,特任研究员
- 2014-2015,法国巴黎中央理工,博士后研究员
研究方向
- 微纳尺度传热及基于AI的主动调控
- 智慧能源与大数据
- 新能源材料与器件
科研项目
- 2023-2025,华为企业产学研合作项目,参与
- 2022-2024,华为企业产学研合作项目,主持
- 2021-2024,上海市科委基础研究领域项目,主持
- 2021-2025,科技部重点研发项目子课题,参与
- 2021-2023,国家自然科学基金青年科学基金项目,主持
- 2021-2022,国电投企业产学研合作项目,主持
- 2020-2022,云南省重大科技专项,参与
- 2020-2022,上海市浦江人才计划项目,主持
- 2019-2021,日本科研费KAKENHI 若手研究项目,主持
代表性论文专著
- 专著
- 鞠生宏. 半导体纳米结构界面导热特性的分子动力学模拟, 清华大学出版社, 2018.
- 期刊论文
- G. Chen, D. Zhang, X. Ren, M. Zhang, S. Ju, Y. Wu, Saturation absorbed sodium benzenesulfonate as crystallization modulating additive for dendrite-free Zn anode, Chemical Engineering Journal 500, 156868, 2024.
- Y. Shao, S, Wang, L. Huang, S. Ju, X. Fan, W. Li, Adsorption and Diffusion of CH4, N2, and Their Mixture in MIL-101(Cr): A Molecular Simulation Study, Journal of Chemical & Engineering Data 69, 4466, 2024.
- S. Ma, Y. Rao, X. Huang, S. Ju, High-throughput discovery of metal oxides with high thermoelectric performance via interpretable feature engineering on small data. Materials Today Physics 45, 101457, 2024.
- Y. Wu, S. Ju, F. Li, M. Zhang, X. Ren, M. Li, Tailoring crystalline orientation of electrodeposited cobalt by alkynol additives. Electrochimica Acta 497, 144593, 2024.
- S. Guo, X. Tian, J. Yan, S. Ju, C. Zhao, Performance enhancement mechanisms of calcium-based thermochemical energy storage compounds: insights from first-principles and experimental investigations. Journal of Materials Chemistry A 12, 14129, 2024.
- X. Huang, S. Ju, Tutorial: AI-assisted exploration and active design of polymers with high intrinsic thermal conductivity. Journal of Applied Physics 135, 171101, 2024.
- X. Huang, C. Zhao, H. Wang, S. Ju, AI-assisted inverse design of sequence-ordered high intrinsic thermal conductivity polymers. Materials Today Physics 44, 101438, 2024.
- W. Liu, S. Ju, Tunable Thermal Conductivity of Sustainable Geopolymers by the Si/Al Ratio and Moisture Content: Insights from Atomistic Simulations. The Journal of Physical Chemistry B 128, 2972, 2024. (Selected as Front Cover Paper)
- Y. Shao, X. Fan, S. Wang, L. Huang, S. Ju, W. Li, Insights into adsorption and diffusion of CO2, CH4 and their mixture in MIL-101(Cr) via molecular simulation, Chemical Engineering Journal 480, 148215, 2024.
- T. Liao, C. Zhao, H. Wang, S. Ju, Data-driven design of multilayer hyperbolic metamaterials for near-field thermal radiative modulator with high modulation contrast, International Journal of Heat and Mass Transfer 219, 124831, 2024.
- Y. Rao, Y. Wu, C. Zhao, S. Ju, Heterogeneous C-C bonding induced anomalous phonon transport in superhard BC2N polymorphs, Acta Materialia 262, 119454, 2024.
- X. Huang, S. Ma, C. Zhao, H. Wang, S. Ju, Exploring high thermal conductivity polymers via interpretable machine learning with physical descriptors. npj Computational Materials 9, 191, 2023.
- H. Uchiyama, T. Liu, T. Ono, J. Fujise, B. Liao, S. Ju, G. Chen, J. Shiomi, Quantifying doping-dependent electron-phonon scattering rates in silicon by inelastic x-ray scattering and first-principles lattice dynamics. Physical Review Materials 7, 104601, 2023.
- X. Tian, S. Guo, S. Lin, J. Yan, S. Ju, C. Zhao, Exploring synergistic sintering factors and nanopore regeneration of calcium-based thermochemical energy storage materials. Solar Energy Materials and Solar Cells 263, 112593, 2023.
- X. Huang, S. Ma, Y. Wu, C. Wan, C. Zhao, H. Wang, S. Ju, High-throughput screening of amorphous polymers with high intrinsic thermal conductivity via automated physical feature engineering. Journal of Materials Chemistry A 11, 20539, 2023.
- Y. Rao, C. Zhao, L. Shen, S. Ju, Large variation of electron-phonon coupling and thermal transport in two-dimensional semimetal triphosphides by modulation doping. Physical Review B 108, 085413, 2023.
- W. Hu, S. Ju, X. Huang, F. Li, M. Li, Y. Wu, Promote Stable Lithium Deposition by Curvature Optimization Using Lithiophilic Ni Nano‐starfish@Al Structured Current Collector. Advanced Sustainable Systems 7, 2300229, 2023.
- S. Guo, X. Tian, Y. Xu, J. Yan, S. Ju, C. Zhao, Ca/Co-based composites with improved cyclic stability and optical absorption for advanced thermochemical energy storage systems. Chemical Engineering Journal 468, 143691, 2023.
- W. Liu, L. Qin, C. Zhao, S. Ju, Microscopic mechanism of tunable thermal conductivity in carbon nanotube-geopolymer nanocomposites. The Journal of Physical Chemistry B 127, 2267, 2023.
- Y. Yang, X. Huang, W. Hu, Y. Rao, Y. Wu, S. Ju, Electrodeposited 3D lithiophilic Ni microvia host for long cycling Li metal anode at high current density, Electrochimica Acta 441, 141797, 2023.
- X. Miao, C. Wang, T. Liao, S. Ju, J. Zha, W. Wang, J. Liu, Y. Zhang, Q. Ren, F. Xu, L. Caron, Novel magnetocaloric composites with outstanding thermal conductivity and mechanical properties boosted by continuous Cu network, Acta Materialia 242, 118453, 2023.
- S. Wang, Q. Jiang, S. Ju, C. Hsu, H. Chen, D. Zhang, F. Song, Identifying the geometric catalytic active sites of crystalline cobalt oxyhydroxides for oxygen evolution reaction, Nature Communications 13, 6650, 2022.
- Y. Rao, Y. Lu, L. Zhang, S. Ju, N. Yu, A. Zhang, L. Chen, H. Wang, A metadata schema for lattice thermal conductivity from first-principles calculations, Journal of Materials Informatics 2, 17, 2022.
- X. Huang, S. Ma, H. Wang, S. Lin, C. Zhao, H. Wang, S. Ju, Enhancing thermoelectric properties of isotope graphene nanoribbons via machine learning guided manipulation of disordered antidots and interfaces, International Journal of Heat and Mass Transfer 197, 123332, 2022.
- Y. Zhou, Y. Rao, L. Zhang, S. Ju, H. Wang, Machine-learning prediction of Vegard's law factor and volume size factor for binary substitutional metallic solid solutions, Acta Materialia 237, 118166, 2022.
- D. Zhu, J. Guo, G. Yu, C. Zhao, H. Wang, S. Ju, Designing thermal radiation metamaterials via a hybrid adversarial autoencoder and Bayesian optimization, Optics Letters 47, 3395, 2022.
- J. Guo, S. Ju, Y. Lee, A. Gunay, J. Shiomi, Photonic design for color compatible radiative cooling accelerated by materials informatics, International Journal of Heat and Mass Transfer 195, 123193, 2022.
- C. Zhao, S. Ju, Y. Xue, T. Ren, Y. Ji, X. Chen, China's energy transitions for carbon neutrality: challenges and opportunities, Carbon Neutrality 1, 7, 2022.
- Y. Rao, C. Zhao, S. Ju, High thermoelectric performance in metastable phase of silicon: A first-principles study, Applied Physics Letters 120, 163901, 2022.
- W Hu, Y Rao, P Chen, S. Ju, H Ling, Y Wu, T Momma, M Li, Nano‐Cone Structured Lithiophilic Ni Film on Cu Current Collector Facilitates Li+ Ion Diffusion Toward Uniform Lithium Deposition, Advanced Materials Interfaces 9, 2200129, 2022.
- L. Wu, J. Zhang, S. Wang, Q. Jiang, R. Feng, S. Ju, W. Zhang, F. Song, Silver decorated hydroxides electrocatalysts for efficient oxygen evolution reaction, Chemical Engineering Journal 442, 136168, 2022.
- W. Hu, Y. Yao, X. Huang, S. Ju, Z. Chen, M. Li, Y. Wu, CuO Nanofilm-Covered Cu Microcone Coating for a Long Cycle Li Metal Anode by In Situ Formed Li2O, ACS Applied Energy Materials 5, 3773, 2022.
- P. Torres, S. Wu, S. Ju, C. Liu, T. Tadano, R. Yoshida, J. Shiomi, Descriptors of intrinsic hydrodynamic thermal transport: screening a phonon database in a machine learning approach, Journal of Physics: Condensed Matter 34, 135702, 2022.
- S. Ju, R. Yoshida, C. Liu, S. Wu, K. Hongo, T. Tadano, J. Shiomi, Exploring diamondlike lattice thermal conductivity crystals via feature-based transfer learning, Physical Review Materials 5, 053801, 2021.
- Y. Wu, S. Wang, S. Ju, Z. Zhou, T. Wang, T. Hang, M. Li, Thermal oxidation fabricated copper oxide nanotip arrays with tunable wettability and robust stability: implications for microfluidic devices and oil/water separation, ACS Applied Nano Materials 4, 4713, 2021.
- C. Shao, K. Matsuda, S. Ju, Y. Ikoma, M. Kohno, J. Shiomi, Phonon transport in multiphase nanostructured silicon fabricated by high-pressure torsion, Journal of Applied Physics 129, 085101, 2021.
- C. Zhang, S. Ju, T. Kang, G. Park, B. Lee, H. Miao, Y. Wu, J. Yuan, J. Yu, Self-limiting growth of single-layer N-doped graphene encapsulating nickel nanoparticles for efficient hydrogen production, ACS Applied Materials & Interfaces 13, 4294, 2021.
- S. Hu, S. Ju, C. Shao, J. Guo, B. Xu, M. Ohnishi, J. Shiomi, Ultimate impedance of coherent heat conduction in van der Waals graphene-MoS2 heterostructures, Materials Today Physics 16, 100324, 2021.
- S. Ju, S. Shimizu, J. Shiomi, Designing thermal functional materials by coupling thermal transport calculations and machine learning, Journal of Applied Physics 128, 161102, 2020.
- M. Sasaki, S. Ju, Y. Xu, J. Shiomi, M. Goto, Identifying optimal strain in bismuth telluride thermoelectric film by combinatorial gradient thermal annealing and machine learning, ACS Combinatorial Science 22, 782, 2020.
- R. Hu, S. Iwamoto, L. Feng, S. Ju, S. Hu, M. Ohnishi, N. Nagai, K. Hirakawa, J. Shiomi, Machine-learning-optimized aperiodic superlattice minimizes coherent phonon heat conduction, Physical Review X 10, 021050, 2020.
- S. Ju, Y. Miura, K. Yamamoto, K. Masuda, K. Uchida, J. Shiomi, Machine learning analysis of tunnel magnetoresistance of magnetic tunnel junctions with disordered MgAl2O4, Physical Review Research 2, 023187, 2020.
- K. Kitai, J. Guo, S. Ju, S. Tanaka, K. Tsuda, J. Shiomi, R. Tamura, Designing metamaterials with quantum annealing and factorization machines, Physical Review Research 2, 013319, 2020.
- K. Takahashi, M. Fujikane, Y. Liao, M. Kashiwagi, T. Kawasaki, N. Tambo, S. Ju, Y. Naito, J. Shiomi, Elastic inhomogeneity and anomalous thermal transport in ultrafine Si phononic crystals, Nano Energy 71, 104581, 2020.
- J. Guo, S. Ju, J. Shiomi, Design of a highly selective radiative cooling structure accelerated by materials informatics, Optics Letters 45, 343, 2020.
- S. Ju, J. Shiomi, Materials Informatics for heat transfer: recent progresses and perspectives, Nanoscale and Microscale Thermophysical Engineering 23, 157, 2019.
- H. Yamada, C. Liu, S. Wu, Y. Koyama, S. Ju, J. Shiomi, J. Morikawa, R. Yoshida, Predicting materials properties with little data using shotgun transfer learning, ACS Central Science 5, 1717, 2019.
- M. Kashiwagi, Y. Liao, S. Ju, A. Miura, S. Konishi, T. Shiga, T. Kodama, J. Shiomi, Scalable multi-nanostructured silicon for room-temperature thermoelectrics, ACS Applied Energy Materials 2, 7083, 2019.
- J. Liu, S. Ju, N. Nishiyama, J. Shiomi, Anomalously low thermal conductivity in superhard cubic Si3N4, Physical Review B 100, 064303, 2019.
- A. Sakurai, K. Yada, T. Simomura, S. Ju, M. Kashiwagi, H. Okada, T. Nagao, K. Tsuda, J. Shiomi, Ultra-narrowband wavelength-selective thermal emission with aperiodic multi-layered metamaterials designed by Bayesian optimization, ACS Central Science 5, 319, 2019.
- T. M. Dieb, S. Ju, K. Tsuda, J. Shiomi, Monte Carlo tree search for materials design and discovery, MRS Communications 9, 532, 2019.
- Z. Feng, H. Dong, S. Ju, B. Wen, Y. Zhang, M. Roderick, High bond difference parameters-induced low thermal transmission in carbon allotropes with sp2 and sp3 hybridization, Physical Chemistry Chemical Physics 21, 12611, 2019.
- X. Sun, H. Liu, S. Ju, Dependence of wrinkling geometric patterns on the chirality of monolayer graphene under shear deformation, Physica E: Low-dimensional Systems and Nanostructures 105, 62, 2019.
- S. Ju, T. Shiga, L. Feng, J. Shiomi, Revisiting PbTe to identify how thermal conductivity is really limited, Physical Review B 97, 184305, 2018.
- M. Yamawaki, M. Ohnishi, S. Ju, J. Shiomi, Multifunctional structural design of graphene thermoelectrics by Bayesian optimization, Science Advances 4, eaar4192, 2018.
- J. T. Gaskins, G. Kotsonis, A. Giri, S. Ju, A. Rohskopf, Y. Wang, T. Bai, E. Sachet, C. T. Shelton, Z. Liu, Z. Cheng, B. M. Foley, S. Graham, T. Luo, A. Henry, Mark S. Goorsky, J. Shiomi, J. Maria, P. E. Hopkins, Thermal boundary conductance across heteroepitaxial ZnO/GaN interfaces: Assessment of the phonon gas model, Nano Letters 18, 7469, 2018.
- S. Ju, T. Shiga, L. Feng, Z. Hou, K. Tsuda, J. Shiomi, Designing nanostructures for phonon transport via Bayesian optimization. Physical Review X 7, 021024, 2017.
- S. Ju, B. Palpant, Y. Chalopin, Adverse effects of polymer coating on heat transport at solid-liquid interface. The Journal of Physical Chemistry C 121, 13474, 2017.
- L. Feng, T. Shiga, H. Han, S. Ju, Y. A. Kosevich, J. Shiomi, Phonon-interference resonance effects by nanoparticles embedded in a matrix, Physical Review B 96, 220301(R), 2017.
- T. M. Dieb, S. Ju, K. Yoshizoe, Z. Hou, J. Shiomi and K. Tsuda, MDTS: Automatic Complex Materials Design using Monte Carlo Tree Search. Science and Technology of Advanced Materials 18, 498, 2017.
- L. Jia, S. Ju, X. Liang, X. Zhang, Tuning phonon transmission and thermal conductance by roughness at rectangular and triangular Si/Ge interface. Materials Research Express 3, 095024, 2016.
- S. Ju, X. Liang, Detecting the phonon interference effect in Si/Ge nanocomposite by wave packets. Applied Physics Letters 106, 203107, 2015.
- J. Liu, S. Ju, Y. Ding, R. Yang, Size effect on the thermal conductivity of ultrathin polystyrene films. Applied Physics Letters 104, 153110, 2014.
- S. Ju, X. Liang, An atomic level investigation of grain-size-dependent thermal conductivity of polycrystalline argon by molecular dynamics. International Journal of Thermophysics 35, 32, 2014.
- S. Ju, X. Liang, Thermal rectification and phonon scattering in silicon nanofilm with triangle holes. Acta Physica Sinica 62, 026101, 2013.
- S. Ju, X. Liang, Investigation on interfacial thermal resistance and phonon scattering at twist boundary of silicon. Journal of Applied Physics 113, 053513, 2013.
- S. Ju, X. Liang, An atomic level study on the out-of-plane thermal conductivity of polycrystalline argon nanofilm. Chinese Science Bulletin 57, 294, 2012.
- S. Ju, X. Liang, Thermal rectification and phonon scattering in silicon nanofilm with cone cavity. Journal of Applied Physics 112, 054312, 2012.
- S. Ju, X. Liang, Thermal conductivity of nanocrystalline silicon by direct molecular dynamics simulation. Journal of Applied Physics 112, 064305, 2012.
- S. Ju, X. Liang, Thermal rectification and phonon scattering in asymmetric silicon nanoribbons. Journal of Applied Physics 112, 024307, 2012.
- S. Ju, X. Liang, X. Xu, Out-of-plane thermal conductivity of polycrystalline silicon nanofilm by molecular dynamics simulation. Journal of Applied Physics 110, 054318, 2011.
- S. Ju, X. Liang, Investigation of argon nanocrystalline thermal conductivity by molecular dynamics simulation. Journal of Applied Physics 108, 104307, 2010.
- S. Ju, X. Liang, S. Wang, Investigation of interfacial thermal resistance of bi-layer nanofilms by nonequilibrium molecular dynamics. Journal of Physics D: Applied Physics 43, 085407, 2010.
教学工作
- 《最优化方法》,研究生,秋季学期
- 《计算材料学》,本科生,春季学期
软件版权登记及专利
- 【专利】鞠生宏,朱德昭,张爱敏,陈力,基于神经网络和贝叶斯优化的热辐射材料设计方法及系统,2024,授权专利号:ZL202210300613.1
- 【软著】鞠生宏,马圣荦,张爱敏,陈力,智能优化算法快速设计纳米超材料结构辅助工具软件,2022,授权登记号:2022SR1383301
学术兼职
- 2019-2021 东京大学,工学部,客员研究员
- 2022-2024 Carbon Neutrality 主编助理
- 2022至今 中国材料与试验团体标准委员会委员
荣誉奖励
- 2024 CSTM标准创新贡献奖
- 2022 杭州青山湖材料基因工程青年科学家奖
- 2020 上海市海外高层次人才计划
- 2020 上海市浦江人才计划
- 2019 日本传热学会奖励赏
- 2018 日本应用物理学会最佳口头报告
- 2014 清华大学优秀博士学位论文