@book{CTT100882987, author = {T. Carrington and S. Manzhos and M. Ihara and T. Carrington}, title = {“Machine learning for vibrational spectroscopy“}, publisher = {Elsevier}, year = 2022, } @article{CTT100882994, author = {Thu-Trang Do and Yasunori Takeda and Tomohito Sekine and Yogesh Yadav and Sergei Manzhos and Krishna Feron and Samarendra P Singh and Shizuo Tokito and Prashant Sonar}, title = {Bottom gate top contact organic transistors using thiophene and furan flanked diketopyrrolopyrrole polymers and its comparative study}, journal = {Flexible and Printed Electronics}, year = 2022, } @article{CTT100882993, author = {Thu-Trang Do and Yasunori Takeda and Tomohito Sekine and Yogesh Yadav and Sergei Manzhos and Krishna Feron and Samarendra P Singh and Shizuo Tokito and Prashant Sonar}, title = {Bottom gate top contact organic transistors using thiophene and furan flanked diketopyrrolopyrrole polymers and its comparative study}, journal = {Flexible and Printed Electronics}, year = 2022, } @article{CTT100866901, author = {H. Kulik and T. Hammerschmidt and J. Schmidt and S. Botti and M. A. L. Marques and M. Boley and M. Scheffler and M. Todorović and P. Rinke and C. Oses and A. Smolyanyuk and S. Curtarolo and A. Tkatchenko and A. Bartok and S. Manzhos and M. Ihara and T. Carrington and J. Behler and O. Isayev and M. Veit and A. Grisafi and J. Nigam and M. Ceriotti and K. T. Schütt and J. Westermayr and M. Gastegger and R. Maurer and B. Kalita and K. Burke and R. Nagai and R. Akashi and O. Sugino and J. Hermann and F. Noé and S. Pilati and C. Draxl and M. Kuban and S. Rigamonti and M. Scheidgen and M. Esters and D. Hicks and C. Toher and P. Balachandran and I. Tamblyn and S. Whitelam and C. Bellinger and L. M. Ghiringhelli}, title = {Roadmap on machine learning in electronic structure}, journal = {Electronic Structure}, year = 2022, } @article{CTT100882992, author = {D. Koch and S. Manzhos* and M. Chaker}, title = {The role of local DFT+U minima in the first-principles modeling of the metal-insulator transition in vanadium dioxide}, journal = {The Journal of Physical Chemistry A}, year = 2022, } @article{CTT100882986, author = {Y. J. Lee and Y. Zhang and A. Sorkin and S. Manzhos and H. Wang}, title = {Effect of a weak magnetic field on ductile-brittle transition in micro-cutting of single-crystal calcium fluoride}, journal = {Journal of Materials Science & Technology}, year = 2022, } @article{CTT100882991, author = {S. Manzhos* and M. Ihara}, title = {Computational vibrational spectroscopy of molecule-surface interactions: what is still difficult and what can be done about it}, journal = {Physical Chemistry Chemical Physics}, year = 2022, } @article{CTT100867450, author = {Gekko Patria Budiutama and Sergei Manzhos and Manabu Ihara}, title = {Effective Passivation of TiO2/Si by Interlayer SiOx Controlled by Scanning Zone Annealing for Perovskite/Si Tandem Solar Cell}, journal = {Solar Energy}, year = 2022, } @article{CTT100884754, author = {Sergei Manzhos and Manabu Ihar}, title = {Advanced Machine Learning Methods for Learning from Sparse Data in High-Dimensional Spaces: A Perspective on Uses in the Upstream of Development of Novel Energy Technologies}, journal = {Physchem}, year = 2022, } @article{CTT100882988, author = {Qian Liu and Waner He and Yongqiang Shi and Sultan Otep and Wen Liang Tan and Sergei Manzhos and Christopher R. McNeill and Xugang Guo and Prashant Sonar* and Tsuyoshi Michinobu* and Aung Ko Ko Kyaw*}, title = {Directional carrier polarity tunability in ambipolar organic transistors based on diketopyrrolopyrrole and bithiophene imide dual-acceptor semiconducting polymers}, journal = {Chemistry of Materials}, year = 2022, } @article{CTT100863177, author = {O. Ren and M. Ali Boussaidi and D. Voytsekhovsky and M. Ihara and S. Manzhos}, title = {Random Sampling High Dimensional Model Representation Gaussian Process Regression (RS-HDMR-GPR) for representing multidimensional functions with machine-learned lower-dimensional terms allowing insight with a general method}, journal = {Computer Physics Communications}, year = 2022, } @article{CTT100865071, author = {Sergei Manzhos and Eita Sasaki and Manabu Ihara}, title = {Easy representation of multivariate functions with low-dimensional terms via Gaussian process regression kernel design: applications to machine learning of potential energy surfaces and kinetic energy densities from sparse data}, journal = {Machine Learning: Science and Technology}, year = 2022, } @inproceedings{CTT100884434, author = {Gekko Budiutama and Sergei Manzhos and Manabu Ihara}, title = {Hybrid Density Functional based Tight Binding-Molecular Mechanics Approach with Machine Learned Potentials for Large-Scale Materials Modeling}, booktitle = {}, year = 2022, } @inproceedings{CTT100884721, author = {Gekko Budiutama and Sergei Manzhos and Manabu Ihara}, title = {Investigation of expressive power of a neural network architecture suited for optical neural networks}, booktitle = {PROCEEDINGS VOLUME 12318, SPIE/COS PHOTONICS ASIA 2022, Holography, Diffractive Optics, and Applications XII}, year = 2022, } @inproceedings{CTT100884438, author = {A. Sorkin and Y. Guo and M. Ihara and S. Manzhos and H. Wang}, title = {Reversible electrochemical lithiation as a way to facilitate the machining of ceramics: a computational study}, booktitle = {}, year = 2022, } @inproceedings{CTT100884435, author = {Gekko Budiutama and Sergei Manzhos and Manabu Ihara}, title = {Investigation of expressive power of a neural network architecture suited for optical neural networks}, booktitle = {}, year = 2022, } @inproceedings{CTT100885407, author = {大屋 昌士 and 汪帥 and 濵﨑 博 and Manzhos Sergei and 伊原 学}, title = {配電領域を考慮した太陽光発電の導入ポテンシャルの精緻化による国内水素製造量の影響評価}, booktitle = {}, year = 2022, } @inproceedings{CTT100881115, author = {Lee Hyojae and 津田 舜作 and 飯嶌 大樹 and Manzhos Sergei and 伊原 学}, title = {マイクログリッドにおける電力需要予測に向けた高次元データと時定数解析の検討}, booktitle = {}, year = 2022, } @inproceedings{CTT100881116, author = {大屋 昌士 and 濵﨑 博 and Manzhos Sergei and 伊原 学}, title = {配電領域における太陽光発電の導入ポテンシャルの精緻化及び経済最適化モデルを用いた導入影響評価}, booktitle = {}, year = 2022, } @inproceedings{CTT100881117, author = {大久保 辰哉 and (ENEOS) (法)原田 耕佑 and (法)高見 洋史 and Sergei Manzhos and 伊原 学}, title = {卸電力市場からの電源調達を考慮した燃料電池を含む再エネ水素ステーションの最適設計}, booktitle = {}, year = 2022, } @inproceedings{CTT100881119, author = {白倉 沙也加 and 大久保 辰哉 and (東芝) 松岡 敬・ (東芝エネルギーシステムズ) 松永 健太郎 and (法)佐藤 純一 and Manzhos Sergei and 伊原 学}, title = {低炭素と経済性の両立に向けた建物規模分散型水素蓄エネルギーシステムの最適化設計}, booktitle = {}, year = 2022, } @inproceedings{CTT100881120, author = {飯嶌 大樹 and Lee Hyojae and 津田 舜作 and Manzhos Sergei and 伊原 学}, title = {電力予測モデル構築に向けた高次元エネルギーデータのクラスタリング手法の検討と解析}, booktitle = {}, year = 2022, } @inproceedings{CTT100881122, author = {有賀 嵩晃 and 亀田 恵佑 and 伊藤 和真 and Manzhos Sergei and 伊原 学}, title = {プロトン伝導体の原子価結合法計算に向けたニューラルネットワークモデルの適用}, booktitle = {}, year = 2022, } @inproceedings{CTT100881124, author = {津田 舜作 and 大久保 辰哉 and Lee Hyojae and 飯嶌 大樹 and 大歳 夏生 and Manzhos Sergei and 伊原 学}, title = {汎用的な電力需要予測に向けた高次元エネルギーデータの分析と回帰モデルの検討}, booktitle = {}, year = 2022, } @inproceedings{CTT100878505, author = {T. Ariga and K. Kameda and M. Ihara and S. Manzhos}, title = {Machine learning based enhancement of the bond valence method for rapid screening of solid state ionic conductors}, booktitle = {}, year = 2022, } @inproceedings{CTT100878508, author = {Sergei Manzhos and Manabu Ihara}, title = {Machine learning of potentials and functionals from sparse data and how to get insight with a black box method}, booktitle = {}, year = 2022, } @inproceedings{CTT100879664, author = {Sergei Manzhos}, title = {Machine learning in computational chemistry: the connections}, booktitle = {}, year = 2022, } @inproceedings{CTT100878504, author = {P. Sundarapura and M. Ihara and S. Manzhos}, title = {Density functional tight binding modeling of porous silicon for all-silicon tandem solar cells}, booktitle = {}, year = 2022, } @inproceedings{CTT100867444, author = {Chen Kexin and Hasegawa Kei and Manzhos Sergei and Ihara Manabu and Waki Keiko}, title = {Study on Activity of Citric Acid-decorated Carbon Nanotubes for Oxygen Reduction Reaction}, booktitle = {}, year = 2022, } @inproceedings{CTT100866964, author = {安元 慈瑛 and 鈴木 一馬 and Budiutama Gekko and 長谷川 馨 and Manzhos Sergei and 伊原学}, title = {熱分解を抑えた高速熱処理によるペロブスカイト活性層の大粒径化}, booktitle = {}, year = 2022, } @inproceedings{CTT100866966, author = {有賀 嵩晃 and 亀田 恵佑 and 佐々木 瑛太 and 長谷川馨 and Manzhos Sergei and 伊原学}, title = {原子価結合法への機械学習の適用によるペロブスカイト型プロトン伝導体探索の検討}, booktitle = {}, year = 2022, } @inproceedings{CTT100866967, author = {大歳 夏生 and 大久保 辰哉 and 長谷川 馨 and Manzhos Sergei and 伊原学}, title = {影を含む太陽電池発電量予測における日射強度推定モデルと実測値による機械学習の検討}, booktitle = {}, year = 2022, } @inproceedings{CTT100867439, author = {Sundarapura Panus and Manzhos Sergei and Ihara Manabu}, title = {Modeling of the Effects of Porosity and Passivation on Porous Silicon}, booktitle = {}, year = 2022, } @inproceedings{CTT100867440, author = {Li Ruicheng and Hasegawa Kei and Manzhos Sergei and Ihara Manabu and Waki Keiko}, title = {Investigating the Structural Change of PbI2-rich Perovskite Solar Cells After Storage}, booktitle = {}, year = 2022, } @inproceedings{CTT100867442, author = {Chen Kexin and Hasegawa Kei and Manzhos Sergei and Ihara Manabu and Waki Keiko}, title = {Study on Activity of Citric Acid-decorated Carbon Nanotubes for Oxygen Reduction Reaction}, booktitle = {}, year = 2022, } @inproceedings{CTT100867443, author = {Chen Kexin and Hasegawa Kei and Manzhos Sergei and Ihara Manabu and Waki Keiko}, title = {Study on Activity of Citric Acid-decorated Carbon Nanotubes for Oxygen Reduction Reaction}, booktitle = {}, year = 2022, } @inproceedings{CTT100862480, author = {Sergei Manzhos and Manabu Ihara}, title = {Non-parametric machine learning for orbital-free DFT simulations}, booktitle = {}, year = 2022, } @inproceedings{CTT100881108, author = {D. Koch and S. Manzhos and M. Chaker}, title = {Modeling the Metal-Insulator Transition in Vanadium Dioxide from First Principles: How Local Minima in DFT+U Can Affect Conclusions}, booktitle = {}, year = 2022, } @inproceedings{CTT100862479, author = {Keisuke Kameda and Takaaki Ariga and Sergei Manzhos and Manabu Ihara}, title = {Enhancing the bond valence representation for prescreening of solid state ionic conductors}, booktitle = {}, year = 2022, }