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1 Pradeep KHATRI TRIC, Tokai University, Tomigaya, Shibuya-ku, Tokyo, Japan EORC, JAXA, 2-1-1, Sengen, Tsukuba, Ibaraki, Japan CEReS, Chiba University, 1-33 Yayoi, Inage, Chiba, Japan Graduate School of Engineering, Osaka University, 2-1, Yamadaoka, Suita, Osaka, Japan IIS, The University of Tokyo, 4-6-1, Komaba, Meguro-ku, Tokyo, Japan Graduate School of Innovation Management, Tokyo Institute of Technology, 3-3-6, Shibaura, Minato, Tokyo, Japan 1. JST, CREST/EMS 5 Q1. Q2. Q3. EMS Q4. Q5. EMS EMS EMS AORI, The University of Tokyo 5-1-5, Kashiwano-ha, Kashiwa, Chiba, Japan NIES, 16-2, Onogawa, Tsukuba, Ibaraki, Japan nkjm@yoyogi.ycc.u-tokai.ac.jp (satellite observation), (earth model), (renewable energy), (consumer behavior), (demand model). JL 0007/16/ C 2016 SICE HEMS (House Energy Management System) EMS EMS

2 3 () CAPCOM 1), 2) REAP 3) RSTAR 4), 5) RSTAR 6) 8 (EXAM SYSTEM) (4x4km) 2.5 (1x1km) (W/m 2 ) NICAM-SPRINTARS NICAM ( ) 7) SPRINTARS 8) NICAM+SPRINTARS 2 NICAM+SPRINTARS (Qc) ( ) 2 (MSM) ( 1 8 ( ) 1km( 1 ) 2 (GMS) NICAM + SPRINT- ARS (MSM) (MSM+Qc) NICAM ( ) 9) (GMS) ( 1 )

3 ) (Qc) (MSM+Qc) Qc MSM (MSM) (GMS) MSM Qc ) 2.4 SKYNET SKYNET 10 3 SKYNET 3 SKYNET () () () () RMS 60W/m 2 90W/m 2 ( 1km) ) 12) 13) () 6 1) () 2) (+) 3) 4) 5) 6)

4 2) (+) 5) 3) 4) 14) () HEMS 1 HEMS HEMS HEMS HEMS ( 4) 15) 5 IH HEMS HEMS 34% 2% 2 HEMS PV PV HEMS 16) HEMS ( 5) 3.3 EMS 4 ( ) 15) ( 2 ) 5 ( 40% 20% 80% 40%) ( 2 )

5 6 ( 2 ) EMS EMS ) 18) ( 6) ) EnergyPlus ( % CO 2 ) HEMS 4. Web API WSC(World Solar Challenge) ) 5. CO 2 HEMS (CSIRO) SKYNET AERONET Clemson EV (Electric Vehicle) SINTEF Energy Research EV Tennessee CURENT Stanford Lawrence Berkeley National Laboratory, Univ. of California, Univ. of Cambridge, IBM, Ludwig-Maximilans Univ. JSTCREST

6 1 T.Y. Nakajima and T. Nakajima: Wide-area determination of cloud microphysical properties from NOAA AVHRR measurements for FIRE and ASTEX regions, Journal of the Atmospheric Sciences, 52, 4043/4059 (1995) 2 K. Kawamoto, T. Nakajima, and T.Y. Nakajima: A global determination of cloud microphysics with AVHRR remote sensing, Journal of Climate, 14, 2054/2068 (2001) 3 A. Higurashi and T. Nakajima: Development of a two-channel aerosol retrieval algorithm on a global scale using NOAA AVHRR, Journal of the Atmospheric Sciences, 56, 924/941 (1999) 4 T. Nakajima and M. Tanaka: Matrix formulations for the transfer of solar radiation in a plane-parallel scattering atmosphere, J. Quant. Spectrosc. Radiat. Transfer, 35, 13/21 (1986) 5 T. Nakajima and M. Tanaka: Algorithms for radiative intensity calculations in moderately thick atmospheres using a truncation approximation, J. Quant. Spectrosc. Radiat. Transfer, 40, 51/69 (1988) 6 H. Takenaka, T.Y. Nakajima, A. Higurashi, A. Higuchi, T. Takamura, and R. Pinker: Estimation of Solar Radiation by Neural Network based on Radiative Transfer, J. Geophys. Res., 116 (2011) 7 M. Satoh, H. Tomita, M. Tsugawa, F. Xiao: Development of a next generation atmospheric general circulation model at Frontier Research System for Global Change (in Japanese), Nagare, 20, 37/46 (2001) 8 T. Takemura, H. Okamoto, Y. Maruyama, A. Numaguti, A. Higurashi, and T. Nakajima: Global three-dimensional simulation of aerosol optical thickness distribution of various origins, Journal of Geophysical Research, 105, 17853/17873 (2000) 9 J. Uchida, M. Mori, H. Nakamura, M. Satoh, K. Suzuki, and T. Nakajima: Error and energy budget analysis of a nonhydrostatic stretched-grid global atmospheric model, Mon. Wea. Rev. (2016) 10 (2014) 11 : (2006) 12 () (2015) 13 K. Hidaka, S. Nishikiori, T. Numada, S. Tan, and M. Tsujimoto: Information Impact on Consumer Behavior Change, Behavior Energy and Climate Change Conference, Sacramento CA USA (2015) 14 BECC JAPAN 2015, (2015) 15 Y. Iwafune and Y. Yagita: High-Resolution Determinant Analysis of Japanese Residential Electricity Consumption Using Home Energy Management System Data, Energy and Buildings, 116, 274/284 (2016) 16 T. Himeno and T. Ikegami: Effects of Home Energy Management, Systems for Reduction of Renewable Output Curtailment, IEEE PES Innovative Smart Grid Technologies 2015 Asian Conference, S04 7, 1/6, Bangkok (2015) , 805/811 (2012) 18 Y. Yamaguchi and Y. Shimoda: Evaluation of Behavior Model of Occupants in Home based on Japanese National Time Use Survey, proceedings of BS2015, 2897/2904 (2015) 19 A. Taniguchi, T. Inoue, M. Otsuki, Y. Yamaguchi, Y. Shimoda, A. Takami, and K. Hanaoka: Estimation of the Contribution of the Residential Sector to Summer Peak Demand Reduction in Japan Using an Energy End-Use Simulation Model, Energy and Buildings, , 80/92 (2016) 20 (2016) () () ( ) (TRIC) (JAXA) (EORC) (IAMAS) 2002 () () International Building Performance Simulation Association () ( )() ( ) IEEE

7 1984 () IBM Research IEEE () 1998 () ( ) ( ) (TRIC) () () () 4 JST/CREST/EMS EMS Pradeep KHATRI 2007 () 10 (NICAM) () () 4 ( ) () IEEE (2005) (200405) (200508) (200810) (2014) Visiting Professor, Technische Universität Hamburg Harburg( ) 1983 IBM IBM

5 1 5 / Atmosphere and Ocean research Institute, The University of Tokyo Research and Information Center (TRIC)/ School of Information Scie

5 1 5 / Atmosphere and Ocean research Institute, The University of Tokyo Research and Information Center (TRIC)/ School of Information Scie 5 1 5 / 4 1 1 1 33 Atmosphere and Ocean research Institute, The University of Tokyo Research and Information Center (TRIC)/ School of Information Science & Technology, Tokai University Center for Environmental

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