Manabu Ihara

Profile Information

Affiliation: Professor, School of Materials and Chemical Technology, Tokyo Institute of Technology

Degree: Doctor of Engineering(The University of Tokyo)

Researcher number: 90270884
J-GLOBAL ID: 200901019088291795
researchmap Member ID: 1000221856

Research Interests

Research Areas

Major Research History

Dec, 2020 - Present

東京工業大学エネルギー・情報卓越教育院教育院長
Nov, 2019 - Present

東京工業大学 InfoSyEnergy研究/教育コンソーシアム代表

Education

- 1994

Graduate School, Division of Engineering, The University of Tokyo
- 1994

化学工学専攻, 工学系研究科, 東京大学大学院
- 1989

Meiji University

Papers

Machine learning of properties of lead-free perovskites with a neural network with additive kernel regression-based neuron activation functions

Methawee Nukunudompanich, Heejoo Yoon, Lee Hyojae, Keisuke Kameda, Manabu Ihara, Sergei Manzhos

MRS Advances, Jan 17, 2024
Clarifying effects of nanoscale porosity of silicon on the bandgap and alignment: a combined molecular dynamics – density functional tight binding computational study

P. Sundarapura, S. Manzhos, M. Ihara

Physical Chemistry Chemical Physics, May, 2023 Peer-reviewedLast author
Factors affecting the techno-economic and environmental performance of on-grid distributed hydrogen energy storage systems with solar panels

T. Okubo, T. Shimizu, K. Hasegawa, Y. Kikuchi, S. Manzhos, M. Ihara

Energy, 269, Apr, 2023 Peer-reviewedLast author
Non-invasive improvement of machining by reversible electrochemical doping: a proof of principle with computational modeling on the example of lithiation of TiO2

A. Sorkin, Y. Guo, S. Manzhos, M. Ihara, H. Wang

Materials Chemistry and Physics, 295, Feb, 2023 Peer-reviewedLast author
The loss of the property of locality of the kernel in high-dimensional Gaussian process regression on the example of the fitting of molecular potential energy surfaces

S. Manzhos, M. Ihara

The Journal of Chemical Physics, 158(4), Jan, 2023 Peer-reviewedLast author
Machine learning in computational chemistry: interplay between (non)linearity, basis sets, and dimensionality

S. Manzhos, S. Tsuda, M. Ihara

Physical Chemistry Chemical Physics, (3) 1546-1555, Jan, 2023 Peer-reviewedLast author
Optimization of hyperparameters of Gaussian process regression with the help of low-order high-dimensional model representation: application to a potential energy surface

S. Manzhos, M. Ihara

Journal of Mathematical Chemistry, 61 7-20, Jan, 2023 Peer-reviewedLast author
Roadmap on machine learning in electronic structure

H. Kulik, T. Hammerschmidt, J. Schmidt, S. Botti, M. A. L. Marques, M. Boley, M. Scheffler, M. Todorović, P. Rinke, C. Oses …

Electronic Structure, Aug, 2022
Computational vibrational spectroscopy of molecule–surface interactions: what is still difficult and what can be done about it

Sergei Manzhos, Manabu Ihara

Physical Chemistry Chemical Physics, 24 15158-15172, May, 2022 Peer-reviewedLast author
Effective Passivation of TiO2/Si by Interlayer SiOx Controlled by Scanning Zone Annealing for Perovskite/Si Tandem Solar Cell

Gekko Patria Budiutama, Sergei Manzhos, Manabu Ihara

Solar Energy, Volume 236, Apr, 2022
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

Sergei Manzhos, Manabu Ihara

Physchem, 2(2) 72-95, Mar, 2022 Peer-reviewedLast author
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

O. Ren, M. Ali Boussaidi, D. Voytsekhovsky, M. Ihara, S. Manzhos

Computer Physics Communications, Vol. 271, Feb, 2022
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

Sergei Manzhos, Eita Sasaki, Manabu Ihara

Machine Learning: Science and Technology, Jan, 2022
Carbon/air secondary battery system and demonstration of its charge-discharge

Keisuke Kameda, Sergei Manzhos, Manabu Ihara

Journal of Power Sources, Vol. 516, Dec 31, 2021
Density-Based Descriptors of Redox Reactions Involving Transition Metal Compounds as a Reality-Anchored Framework: A Perspective

Daniel Koch, Mohamed Chaker, Manabu Ihara, Sergei Manzhos

Molecules, volume 26(issue 18), Sep 13, 2021
Modeling of plasmonic properties of nanostructures for next generation solar cells and beyond

S. Manzhos, G. Giorgi, J. Lüder, M. Ihara

Adv. Phys. X, volume 6(issue 1), Aug 6, 2021
Novel Electrode Evaluation Method for Pulse Jet Solid Oxide Fuel Cells using Liquid Hydrocarbon Fuels

Yuta Iida, Keisuke Kameda, Manabu Ihara

Journal of The Electrochemical Society, volume 168(number 8), Aug 5, 2021
Materials Design and Optimization for Next Generation Solar Cell and Light-Emitting Technologies

Sergei Manzhos, Chu-Chen Chueh, Giacomo Giorgi, Takaya Kubo, Saianand Gopalan, Johann Lüder, Prashant Sonar, Manabu Ihara

The Journal of Physical Chemistry Letters, Volume 12(Issue 19), May, 2021
Nanostructure of Porous Si and Anodic SiO2 Surface Passivation for Improved Efficiency Porous Si Solar Cells

Panus Sundarapura, Xiao-Mei Zhang, Ryoji Yogai, Kazuki Murakami, Alain Fave, Manabu Ihara

NANOMATERIALS, 11(2), Feb, 2021
Modeling methods for plasmonic effects in halide perovskite-based systems for photonics applications

S. Manzhos, G. Giorgi, J. Lüder, M. Ihara

2021

Misc.

Investigation of expressive power of a neural network architecture suited for optical neural networks

Gekko Budiutama, Sergei Manzhos, Manabu Ihara

SPIE/COS Photonics Asia 2022, PROCEEDINGS VOLUME 12318, SPIE/COS PHOTONICS ASIA 2022, Holography, Diffractive Optics, and Applications XII, Dec, 2022 Peer-reviewedLast author
東京工業大学環境エネルギーイノベーション棟とカーボンニュートラル研究/ 教育拠点への発展

伊原学

季刊文教施設, (2022年夏号), Aug, 2022
Relationship between enlarging grain size of perovskite layer and power generation property using zone-heating recrystallization method

Suzuki Kazuma, Budiutama Gekko, Hasegawa Kei, Ihara Manabu

JSAP Annual Meetings Extended Abstracts, 2020.2 1636-1636, Aug 26, 2020
系統協調／分散型リアルタイムスマートエネルギーシステム，次世代“エネスワロー”の開発に向けて ―エネルギービックデータをコアとしたプラットフォームの構築―

伊原学

株式会社堀場製作所技術情報誌「Readout HORIBA Technical Reports」, Oct, 2019
系統協調/分散型リアルタイムスマートエネルギーシステム,次世代"エネスワロー"の開発に向けて : エネルギービックデータをコアとしたプラットフォームの構築—Toward the Development of Next Generation "Ene-Swallow" as a Grid Cooperative/Distributed Real Time Smart Energy System : Information Platform Based on Energy Big Data—特集 2019堀場雅夫賞 : 電力および電池を最大限に活用する効率的な制御のための先端分析・計測技術

伊原学

Readout : Horiba technical reports, (53) 76-81, Oct, 2019
Rapid growth of Si with wafer level for solar cells by controlling nano-surface roughness

Ihara Manabu

JSAP Annual Meetings Extended Abstracts, 2019.2 211-211, Sep 4, 2019
Consideration of enlarging the grain size of perovskite light absorbing layer using zone-heating recrystallization method

Suzuki Kazuma, Nukunudompanich Methawee, Budiutama Gekko, Hasegawa Kei, Ihara Manabu

JSAP Annual Meetings Extended Abstracts, 2019.2 2707-2707, Sep 4, 2019
スマートグリッド"エネスワロー"と東京工業大学グリーンヒルズ構想—特集 ICTインフラの整備により変化するエネルギー管理の将来(その2)

伊原学

BE建築設備, 65(9) 70-80, Sep, 2014
東京工業大学環境エネルギーイノベーション棟(2014年日本建築学会作品選奨)

塚本由晴, 竹内徹, 伊原学, 福田卓司, 平山浩樹, 讃井章

建築雑誌, (1661) 97, Aug 20, 2014
低炭素化への取組み(1)都市と一体化する将来の分散型エネルギーシステムに向けた,東工大“グリーンヒルズ構想” : エネスワローによるキャンパスのスマートグリッド化—Tokyo Tech “Green Hills Concept" Toward Future Distributed Energy System Integrated with Urban City : Construction of Smart Grid “Ene-Swallow" in the Campus—特集低炭素化キャンパスの今

伊原学

空気調和・衛生工学, 88(5) 433-439, May, 2014
ENVIRONMENTAL ENERGY INNOVATION BUILDING(KANTO)

TSUKAMOTO Yoshiharu, TAKEUCHI Toru, IHARA Manabu, FUKUDA Takuji, HIRAYAMA Hiroki, SANUI Akira

(1656) 48-49, Mar 20, 2014
資源・エネルギー

伊原学, 蘆田隆一, 窪田光宏, 菊地隆司, 坂田奥, 野田玲治

化学工学 = Chemical engineering, 77(10) 734-740, Oct 5, 2013
ドライ炭化水素を燃料とする固体酸化物燃料電池の炭素析出による劣化とその抑制—Suppressed Degradation of Solid Oxide Fuel Cells due to Carbon Deposition in Dry Hydrocarbon Fuels—特集高耐久性燃料電池システム用触媒における新展開

伊原学

触媒 = Catalysts & catalysis, 55(1) 19-26, Jan, 2013
Optical Management by Localized Surface Plasmon of Metal Nanoparticles and Application to a Solar Cell

伊原学

ECS Transactions, in press, 2013 Peer-reviewed
第3世代としてのプラズモニック太陽電池 : 色素増感太陽電池に金属ナノ粒子の局在表面プラズモンを利用—Plasmonic Solar Cells as a Third Generation : Using Localized Surface Plasmon of Metal Nanoparticles in Dye-Sensitized Solar Cells—特集号再生可能エネルギーとナノ科学

伊原学

ナノ学会会報 = The bulletin of the Society of Nano Science and Technology, 10(2) 75-78, Mar, 2012
Improved photoelectric conversion efficiency of a dye-sensitized solar cell by plasmonics

IHARA Manabu

Oyo Buturi, 80(9) 803-807, Sep 10, 2011
Solid oxide fuel cell with a BCY proton-conducting anode

Katsunori Hanamura, Shinichi Yano, Manabu Ihara

Nihon Kikai Gakkai Ronbunshu, B Hen/Transactions of the Japan Society of Mechanical Engineers, Part B, 75(751) 527-529, 2009
Solid Oxide Fuel Cell with Anodes using Proton Conductor (Barium-Cerium/Yttrium Oxide)

Shinichi Yano, Shiko Nakamura, Shinichi Hasegawa, Manabu Ihara, Katsunori Hanamura

JOURNAL OF THERMAL SCIENCE AND TECHNOLOGY, 4(3) 431-436, 2009
Solid oxide fuel cell with a BCY proton-conducting anode

Katsunori Hanamura, Shinichi Yano, Manabu Ihara

Nihon Kikai Gakkai Ronbunshu, B Hen/Transactions of the Japan Society of Mechanical Engineers, Part B, 75(751) 527-529, 2009
Solid Oxide Fuel Cell with Anodes using Proton Conductor (Barium-Cerium/Yttrium Oxide)

Shinichi Yano, Shiko Nakamura, Shinichi Hasegawa, Manabu Ihara, Katsunori Hanamura

JOURNAL OF THERMAL SCIENCE AND TECHNOLOGY, 4(3) 431-436, 2009

Books and Other Publications

Quantum Chemistry in the Age of Machine Learning

S. Manzhos, M. Ihara, T. Carrington (Role: Joint author, Chapter 16 - Machine learning for vibrational spectroscopy)

ELSEVIER, 2023
Innovative Batteries Enhanced Power Supply for the Next Stage

NTS, 2006
電池革新が拓く次世代電源

エヌ・ティー・エス, 2006
ナノパーティクルテクノロジーハンドブック5｢金属ナノ粒子利用色素増感太陽電池｣

日刊工業新聞社, 2006
骨太のエネルギーロードマップ・固体酸化物燃料電池の開発ロードマップ

㈱化学工業社, 2005
Expanding World of Chemical Engineering, Second edition・Direct use of solar energy: Solar cell

Taylor & Francis Publ., 2003
Expanding World of Chemical Engineering, Second edition・Direct use of solar energy: Solar cell

Taylor & Francis Publ., 2003
まなびの杜東北大学知的探索のススメ・太陽電池は地球を救う

東北大学出版会, 2002
技術者のための化学工学の基礎と実践・化学工学の基礎

アグネ承風社, 2001
カラー表現による可視化技術・ダイヤモンド薄膜の合成

フジテクノシステムズ, 2001

Presentations

261

影を含む太陽電池発電量のリアルタイム予測モデルと電力市場インバランスコストの試算

大歳夏生, Manzhos Sergei, 伊原学

化学工学会第88年会, Mar, 2023
建物内人間活動情報を含む高次元エネルギーデータを用いた電力需要予測モデルの提案

Lee Hyojae, 津田舜作, 飯嶌大樹, Manzhos Sergei, 伊原学

化学工学会第88年会, Mar, 2023
Clarifying the effects of nanostructured porosity of silicon on the band gap and band alignment: a computational study

Panus Sundarapura, Manabu Ihara, Sergei Manzhos

the 70th JSAP Spring Meeting, Mar, 2023
CO2と炭素を使った新しい大容量蓄電システム「カーボン空気二次電池システム」の開発--再生可能エネルギーの最大導入によってカーボンニュートラルへ--

伊原学

新化学技術推進協会電子情報技術部会次世代エレクトロニクス分科会講演会, Feb, 2023 Invited
InfoSyEnergy 水素エネルギービジョンの概要

伊原学

InfoSyEnergy第４回公開シンポジウム「カーボンニュートラルを実現する水素エネルギーの将来」, Jan, 2023 Invited
Investigation of expressive power of a neural network architecture suited for optical neural networks

Gekko Budiutama, Sergei Manzhos, Manabu Ihara

SPIE/COS Photonics Asia 2022, Dec, 2022
Hybrid Density Functional based Tight Binding-Molecular Mechanics Approach with Machine Learned Potentials for Large-Scale Materials Modeling

Gekko Budiutama, Sergei Manzhos, Manabu Ihara

2022 MRS Fall Meeting & Exhibit, Dec, 2022
Reversible electrochemical lithiation as a way to facilitate the machining of ceramics: a computational study

A. Sorkin, Y. Guo, M. Ihara, S. Manzhos, H. Wang

the Asian Conference on Electrochemical Power Sources 11 (ACEPS’11), Dec, 2022 Invited
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

大屋昌士, 汪帥, 濵﨑博, Manzhos Sergei, 伊原学

第42回水素エネルギー協会大会 (HESS大会), Nov, 2022
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

Lee Hyojae, 津田舜作, 飯嶌大樹, Manzhos Sergei, 伊原学

化学工学会第53回秋季大会, Sep, 2022
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

大屋昌士, 濵﨑博, Manzhos Sergei, 伊原学

化学工学会第53回秋季大会, Sep, 2022
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

白倉沙也加, 大久保辰哉, 東芝, 松岡敬, 東芝エネルギーシステムズ, 松永健太郎, 法)佐藤純一, Manzhos Sergei, 伊原学

化学工学会第53回秋季大会, Sep, 2022
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

大久保辰哉, ENEOS, 法, 原田耕佑, 法)高見洋史, Sergei Manzhos, 伊原学

化学工学会第53回秋季大会, Sep, 2022
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

飯嶌大樹, Lee Hyojae, 津田舜作, Manzhos Sergei

化学工学会第53回秋季大会, Sep, 2022
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

有賀嵩晃, 亀田恵佑, 伊藤和真, Manzhos Sergei, 伊原学

化学工学会第53回秋季大会, Sep, 2022
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

津田舜作, 大久保辰哉, Lee Hyojae, 飯嶌大樹, 大歳夏生, Manzhos Sergei, 伊原学

化学工学会第53回秋季大会, Sep, 2022
エネルギー・情報卓越教育院と Tokyo Tech GXI との協創

伊原学

東京工業大学グリーン・トランスフォーメーション・イニシアティブ(Tokyo Tech GXI)設立記念シンポジウム, Aug, 2022 Invited
カーボンニュートラル社会実現に求められる化学と技術 -水素の活用とカーボン空気二次電池，そしてエネルギービッグデータ科学-

伊原学

日本化学会主催第15回環境教育講演会, Aug, 2022 Invited
次世代の太陽電池、燃料電池、そしてスマートエネルギーシステム

伊原学

2022年度おおた区民大学東工大提携講座, Jun, 2022 Invited
Machine learning of potentials and functionals from sparse data and how to get insight with a black box method

Sergei Manzhos, Manabu Ihara

29th Canadian Symposium on Theoretical and Computational Chemistry (CSTCC), Jun, 2022 Invited

Professional Memberships

Research Projects

設置角度に着目した農地共用型太陽光発電と、国内への導入ポテンシャルの算出

科学研究費助成事業, 基盤研究(C), 日本学術振興会, Apr, 2022 - Mar, 2025

長谷川馨, 伊原学, MANZHOS SERGEI
Proposal of Carbon air secondary battery system charging and discharging using electrochemical reaction and high-temperature thermochemical equilibrium

Grants-in-Aid for Scientific Research, Grant-in-Aid for Challenging Research (Pioneering), Japan Society for the Promotion of Science, Apr, 2020 - Mar, 2022

IHARA MANABU
CNT growth on solid electrolyte with electrochemically controlled oxigen activity, and the direct fabrication on SOFC

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, Apr, 2019 - Mar, 2022

Hasegawa Kei
Ultra thin perovskite solar cell for over 30% tandem solar cell and light confining bonding technology

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, Apr, 2016 - Mar, 2021

Ihara Manabu
Application of interface structure designed functional nanoparticles for solar cell devices

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, Nov, 2011 - Mar, 2014

KAMIYA Hidehiro, WULED Lenggoro, SAMEJIMA Toshiyuki, IHARA Manabu, FUSHIMI Chihiro, IIJIMA Motoyuki, SAKAI Mikio, INAZAWA Susumu
Improved efficiency of plasmonic dye-sensitized solar cells with electromagnetic field analysis

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, Apr, 2010 - Mar, 2014

IHARA Manabu, NOYA Loew
Development of dye sensitized solar cells using local electric field reinforcement with surface control metal nano particle

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, 2006 - 2009

IHARA Manabu
Impact of spectral control of near field radiation around micro cavities and its application into high density thermophotovoltaic generation of electricity

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, 2007 - 2008

HANAMURA Katsunori, IHARA Manabu
Nano-Gap Thermophotovoltaic Generation of Electricity using Spectral Controlled Near-Field Radiation

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, 2005 - 2006

HANAMURA Katsunori, IHARA Manabu
固体炭素を直接燃料とする携帯型固体酸化物燃料電池の開発

科学研究費助成事業, 若手研究(A), 日本学術振興会, 2003 - 2005

伊原学
Creation of Environment Safety Education in Academic Activity and Development of Systematic Education Program

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research on Priority Areas, Japan Society for the Promotion of Science, 2003 - 2005

TAMAURA Yutaka, IHARA Manabu, KANEKO Hiroshi, HASEGAWA Noriko
Development Study on Solar Hydrogen Production with Concentrated-Solar-Beam Reactive Ceramics

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (A), Japan Society for the Promotion of Science, 2003 - 2004

TAMAURA Yutaka, SUEKANE Tetsuya, IHARA Manabu, KANEKO Hiroshi, HASEGAWA Noriko, KODAMA Tatsuya
Crystallization of proteins from aqueous solution based on the pressure induced liquid-liquid phase separation phenomenon

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, 2002 - 2003

YOKOYAMA Chiaki, YAMASHITA Yoshiyuki, IHARA Manabu
静電噴霧沈着法による色素増感型太陽電池用多孔質チタニア膜の合成

科学研究費助成事業, 特定領域研究, 日本学術振興会, 2002 - 2002

谷口泉, 伊原学
マルチレイヤー色素増感型太陽電地の提案と作製

科学研究費助成事業, 若手研究(B), 日本学術振興会, 2001 - 2002

伊原学
Improvement of conversion efficiency of solid oxide fuel cell to apply to electric vehicle

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, 1998 - 2001

IHARA Manabu, KUMAGAI Akibumi, SHIMOGAKI Yukihiko
局所電場増強効果を利用した色素増感型ポリマー太陽電池の作成

科学研究費助成事業, 奨励研究(A), 日本学術振興会, 1999 - 2000

伊原学
Remediation of contaminated soil by the combination of supercritical fluid extraction and electrochemical reaction.

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B)., Japan Society for the Promotion of Science, 1999 - 2000

YOKOYAMA Chiaki, IHARA Manabu, ARAI Masahiko
量子サイズ効果を利用した新太陽電池の作製と評価

科学研究費助成事業, 奨励研究(A), 日本学術振興会, 1997 - 1998

伊原学
Development of Solid Oxide Fuel Cell for Electric Vehicle

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, 1995 - 1997

YAMADA Koichi, IHARA Manabu, SAKAKI Keiji, CHING-RU Wen

Industrial Property Rights

特許第7182251号二次電池及びそれを用いた充放電方法

伊原学, 長谷川馨, 亀田恵佑
特開2022-103551 系統協調／分散型エネルギーシステムおよび情報プラットフォーム

伊原学, 大久保辰哉

Media Coverage

お宅のソーラー発電見せてください！

日本テレビ, ZIP!, Sep, 2022 TV or radio program
この研究が未来を創る— カーボンニュートラルの実現に貢献するエネルギーシステム「エネスワロー」

(株)TDK, TECH-MAG(TDK広報サイト), Jul, 2022 Internet
カーボンニュートラル

BS-TBS, あくまで子ども目線, Jun, 2022 TV or radio program
炭素を使って脱炭素？

朝日新聞, ぶらっとラボ欄, Apr 11, 2022 Newspaper, magazine
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