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Roger H. French

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efficiency in outdoor-exposed technologies. His group has utilized VUV and optical spectroscopies, along with spectroscopic ellipsometry, to investigate the optical properties, electronic structure, and radiation durability of optical materials, polymers, ceramics, and liquids. He has earned patents for phase shift photomasks, transparent fluoropolymers for pellicles, photoresists and immersion fluids, and optical elements for photovoltaics. His research has contributed to the understanding of how these optical properties influence van der Waals quantum electrodynamical interactions, crucial in governing wetting phenomena and mesoscale assembly in nanotubes and biomolecular materials like DNA and proteins.
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performance and reliability of mono- and bi-facial silicon PERC modules and modeling PV fleet performance using spatio-temporal Graph Neural Networks (stGNNs). Under his leadership, the SDLE Research Center has applied data science methodologies across a broad spectrum of energy and materials projects, including a DOE
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French has studied optical properties and electronic structures of ceramics, polymers, and biomolecules, employing spectroscopy and computational optics, and has explored radiation durability, photochemical degradation, and data-driven approaches to predict lifetime performance and enhance energy
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Akanbi, O. D., Bhuvanagiri, D. C., Barcelos, E. I., Nihar, A., Gonzalez Hernandez, B., Yarus, J. M., & French, R. H. (2024). Integrating multiscale geospatial analysis for monitoring crop growth, nutrient distribution, and hydrological dynamics in large-scale agricultural systems. Journal of
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In the area of Lifetime and Degradation Science (L&DS), French's focus has extended to examining long-lived environmentally-exposed materials, components, and systems, including PV technologies, roofing, and building exteriors. For projects under DOE-SETO, he has researched the lifetime
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French has developed non-relational, distributed computing environments based on Hadoop, Hbase, Ozone, Impala, and Spark for data science and analytics of complex systems. Through this framework, he has integrated real-world performance data with lab-based experimental datasets to elucidate
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Yue, W., Mehdi, M. R., Tripathi, P. K., Willard, M. A., Ernst, F., & French, R. H. (2024). Exploring 2D X-ray diffraction phase fraction analysis with convolutional neural networks: Insights from kinematic-diffraction simulations. MRS Advances,
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Karimi, A. M., Wu, Y., Koyuturk, M., & French, R. H. (2021, May). Spatiotemporal graph neural network for performance prediction of photovoltaic power systems. In Proceedings of the AAAI conference on artificial intelligence, 35(17),
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degradation mechanisms and pathways active over the lifespan of technologies. His methods encompass network modeling, structural equations, and graphs to quantify and simulate global spatio-temporal systems such as PV power plants.
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Karimi, M. A., Pierce, G. B., Fada, S, J., Parrilla, A. N., French, H. R., Braid, L. J. (2020, May 8). “PVimage: Package for PV Image Analysis and Machine Learning Modeling.” SDLE Res. Cntr., Case Western Reserve
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Ciardi, T. G., Nihar, A., Chawla, R., Akanbi, O., Tripathi, P. K., Wu, Y., ... & French, R. H. (2024). Materials data science using CRADLE: A distributed, data-centric approach. MRS Communications,
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French, R. H., Parsegian, V. A., Podgornik, R., Rajter, R. F., Jagota, A., Luo, J., ... & Zemb, T. (2010). Long range interactions in nanoscale science. Reviews of Modern Physics, 82(2), 1887–1944.
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French, R. H., Glass, S. J., Ohuchi, F. S., Xu, Y. N., & Ching, W. Y. (1994). Experimental and theoretical determination of the electronic structure and optical properties of three phases of ZrO
146:. He received the 2020 Faculty Distinguished Research Award and the 2023 Innovation Week Inventor Award from Case Western Reserve University, in addition to being honored as a Senior Member of the 202:
in 1996. In 2010, he joined Case Western Reserve University as the F. Alex Nason Professor and has been the Kyocera Professor of Ceramics at CWRU since 2016. He is also the director of the
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Materials Data Science for Reliability and Degradation Center (MDS-Rely) and the NSF-sponsored IUCRC Center for Advancing Sustainable and Distributed Fertilizer Production (CASFER).
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Bryant, C., Wheeler, R. N., Rubel, F., & French, H. R. (2017, December 20). “kgc: Koeppen-Geiger Climatic Zones.” SDLE Res. Cntr., Case Western Reserve University.
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McNeil, L. E., Grimsditch, M., & French, R. H. (1993). Vibrational spectroscopy of aluminum nitride. Journal of the American Ceramic Society, 76(5), 1132–1136.
654:"Optical element producing a modulated region of increased light intensity and optically enhanced photovoltaic cell and LED lighting device including the same" 878: 286:
Wang, M., et al. (2021, April 30). “SunsVoc: Constructing Suns-Voc from Outdoor Time-series I-V Curves.” SDLE Res. Cntr., Case Western Reserve University. h
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French, R. H., & Tran, H. V. (2009). Immersion lithography: photomask and wafer-level materials. Annual Review of Materials Research, 39(1), 93–126.
147: 873: 868: 584:"Optical Properties and London Dispersion Forces of Amorphous Silica Determined by Vacuum Ultraviolet Spectroscopy and Spectroscopic Ellipsometry" 420: 668:"van der Waals–London dispersion interactions for optically anisotropic cylinders: Metallic and semiconducting single-wall carbon nanotubes" 289:
Huang, W. H., et al. (2023, September 6). “netSEM: Network Structural Equation Modeling.” SDLE Res. Cntr., Case Western Reserve University.
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Fan, Y., Yu, Xuanji., Weiser, R., Wu, Y., French, H. R. (2023). “PVplr-stGNN: Python.” SDLE Res. Cntr., Case Western Reserve University.
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Bradley, H. A., et al. (2024, June 18). “FAIRmaterials: Python.” SDLE Res. Cntr., Case Western Reserve University, Cleveland OH, USA.
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Huang, W. H., et al. (2021, April 14). “ddiv: Data Driven I-V Feature Extraction.” SDLE Res. Cntr., Case Western Reserve University.
203: 186:. From 1993 to 2002, while still working at DuPont, he was a Visiting Scientist for a month a year in Manfred RĂĽhle's lab at 167: 69: 682:"Optical properties and electronic transitions of DNA oligonucleotides as a function of composition and stacking sequence" 710:"Evaluation of PV Module Packaging Strategies of Monofacial and Bifacial PERC Using Degradation Pathway Network Modeling" 500:"Case Western Reserve wins $ 14.2 million federal grant to launch innovative materials data science Center of Excellence" 640:"Use of partially fluorinated polymers in applications requiring transparency in the ultraviolet and vacuum ultraviolet" 883: 793: 206:
Center of Excellence for Materials Data Science for Stockpile Stewardship, and a Co-Principal Investigator of both the
738:"Using spatio-temporal graph neural networks to estimate fleet-wide photovoltaic performance degradation patterns" 104: 84: 468: 835: 598:"Optical properties of AlN determined by vacuum ultraviolet spectroscopy and spectroscopic ellipsometry data" 808:"Systems and methods for data analytics for virtual energy audits and value capture assessment of buildings" 298:
Gordon, E. J., et al. (2024, June 18). “FAIRmaterials: R.” SDLE Res. Cntr., Case Western Reserve University.
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French graduated with a Bachelor of Science with Distinction in Materials Science and Engineering from
127: 100: 752:"Photovoltaic lifetime and degradation science statistical pathway development: acrylic degradation" 863: 406: 389: 151: 114:
and electronic structure, degradation science of materials in outdoor-exposed technologies such as
724:"Parallel-friendly Spatio-Temporal Graph Learning for Photovoltaic Degradation Analysis at Scale" 142:, registering multiple patents. His publications comprise research articles and a book entitled 888: 198:. His academic career began as an adjunct professor in the Materials Science Department at the 766:"Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems" 454: 252:
1989 – R&D Award for LPLS-521 VUV-LPLS Spectrophotometer, Research & Development World
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Van Benthem, K., Elsässer, C., & French, R. H. (2001). Bulk electronic structure of SrTiO
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is a materials scientist, engineer, academic and author. He is the Kyocera Professor in the
821: 329:, with comparison to AlO and AIN. Journal of the American Ceramic Society, 73(3), 477–489. 8: 696:"Statistical and Domain Analytics Applied to PV Module Lifetime and Degradation Science" 240: 163: 111: 65: 583: 569: 47: 807: 626:"Ultraviolet and vacuum ultraviolet transparent polymer compositions and their uses" 653: 639: 625: 131: 611: 309:
Durability and Reliability of Polymers and Other Materials in Photovoltaic Modules
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in 1979, and in 1985 obtained a PhD in Materials Science and Engineering from the
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Durability and Reliability of Polymers and Other Materials in Photovoltaic Modules
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French began his research career in 1985 in Central Research and Development at
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2020 – Faculty Distinguished Research Award, Case Western Reserve University
527: 139: 51: 597: 346:: Experiment and theory. Journal of applied physics, 90(12), 6156–6164. 60: 261:
2023 – Innovation Week Inventor Award, Case Western Reserve University
751: 681: 541: 191: 555: 514:"Center for Materials Data Science for Stockpile Stewardship–People" 135: 612:"Photomask blanks comprising transmissive embedded phase shifter" 438:"Roger French receives University Distinguished Researcher Award" 195: 513: 228: 183: 556:"Bulk electronic structure of SrTiO 3: Experiment and theory" 130:. While at DuPont he worked on semiconductor lithography, 321:
French, R. H. (1990). Electronic band structure of Al
29:Materials scientist, engineer, academic and author 231:funded initiative on building energy efficiency. 850: 368:Geovisualization and Spatial Analysis, 8(1), 9. 255:1998 – Fulrath Award, American Ceramics Society 836:"Richard M. Fulrath Award–History of Awardees" 570:"Vibrational Spectroscopy of Aluminum Nitride" 879:Massachusetts Institute of Technology alumni 469:"Fellows of The American Ceramic Society" 390:"Case School of Engineering–Roger French" 110:French's research interests at CWRU span 874:Case Western Reserve University faculty 869:Fellows of the American Ceramic Society 188:Max-Planck-Institut für Metallforschung 55:PhD., Materials Science and Engineering 851: 105:Case Western Reserve University (CWRU) 449: 447: 432: 430: 401: 399: 384: 382: 168:Massachusetts Institute of Technology 70:Massachusetts Institute of Technology 315: 270: 246: 794:"Environmental Security Technology" 13: 859:Materials scientists and engineers 444: 427: 396: 379: 14: 900: 780:"Making solar panels last longer" 339:. Physical Review B, 49(8), 5133. 118:, and employing data science and 822:"R&D 100 Archive of Winners" 407:"Google Scholar–Roger H. French" 234: 170:, working with doctoral advisor 828: 814: 800: 786: 772: 758: 744: 730: 716: 702: 688: 674: 660: 646: 632: 618: 604: 590: 576: 562: 548: 534: 520: 265: 85:Case Western Reserve University 506: 492: 478: 461: 413: 311:(2019) ISBN 978-0-12-811545-9 1: 421:"Google Patents–Roger French" 372: 157: 7: 213: 10: 905: 542:"CASFER–Roger French, PhD" 200:University of Pennsylvania 128:high-performance computing 101:Case School of Engineering 884:Cornell University alumni 177: 90: 80: 75: 59: 42: 37: 33: 25: 18: 302: 152:American Ceramic Society 528:"MDS-Rely–Roger French" 150:and as a Fellow of the 486:"IEEE–Roger H. French" 455:"CWRU–Innovation Week" 97:Roger Harquail French 20:Roger Harquail French 38:Academic background 241:James Bruce French 164:Cornell University 112:optical properties 66:Cornell University 316:Selected articles 271:Software packages 247:Awards and honors 239:He is the son of 132:phase shift masks 94: 93: 48:Materials Science 896: 843: 842: 840: 832: 826: 825: 818: 812: 811: 804: 798: 797: 790: 784: 783: 776: 770: 769: 762: 756: 755: 748: 742: 741: 734: 728: 727: 720: 714: 713: 706: 700: 699: 692: 686: 685: 678: 672: 671: 664: 658: 657: 650: 644: 643: 636: 630: 629: 622: 616: 615: 608: 602: 601: 594: 588: 587: 580: 574: 573: 566: 560: 559: 552: 546: 545: 538: 532: 531: 524: 518: 517: 510: 504: 503: 496: 490: 489: 482: 476: 475: 473: 465: 459: 458: 451: 442: 441: 434: 425: 424: 417: 411: 410: 403: 394: 393: 386: 16: 15: 904: 903: 899: 898: 897: 895: 894: 893: 864:Science writers 849: 848: 847: 846: 838: 834: 833: 829: 820: 819: 815: 806: 805: 801: 792: 791: 787: 778: 777: 773: 764: 763: 759: 750: 749: 745: 736: 735: 731: 722: 721: 717: 708: 707: 703: 694: 693: 689: 680: 679: 675: 666: 665: 661: 652: 651: 647: 638: 637: 633: 624: 623: 619: 610: 609: 605: 596: 595: 591: 582: 581: 577: 568: 567: 563: 554: 553: 549: 540: 539: 535: 526: 525: 521: 512: 511: 507: 498: 497: 493: 484: 483: 479: 471: 467: 466: 462: 453: 452: 445: 436: 435: 428: 419: 418: 414: 405: 404: 397: 388: 387: 380: 375: 345: 338: 328: 324: 318: 305: 273: 268: 249: 237: 216: 180: 172:Robert L. Coble 160: 68: 54: 21: 12: 11: 5: 902: 892: 891: 886: 881: 876: 871: 866: 861: 845: 844: 827: 813: 799: 785: 771: 757: 743: 729: 715: 701: 687: 673: 659: 645: 631: 617: 603: 589: 575: 561: 547: 533: 519: 505: 491: 477: 460: 443: 426: 412: 395: 377: 376: 374: 371: 370: 369: 365: 361: 357: 353: 350: 347: 343: 340: 336: 333: 330: 326: 322: 317: 314: 313: 312: 304: 301: 300: 299: 296: 293: 290: 287: 284: 281: 277: 272: 269: 267: 264: 263: 262: 259: 256: 253: 248: 245: 236: 233: 215: 212: 179: 176: 159: 156: 92: 91: 88: 87: 82: 78: 77: 73: 72: 63: 57: 56: 44: 40: 39: 35: 34: 31: 30: 27: 23: 22: 19: 9: 6: 4: 3: 2: 901: 890: 889:Living people 887: 885: 882: 880: 877: 875: 872: 870: 867: 865: 862: 860: 857: 856: 854: 837: 831: 823: 817: 809: 803: 795: 789: 781: 775: 767: 761: 753: 747: 739: 733: 725: 719: 711: 705: 697: 691: 683: 677: 669: 663: 655: 649: 641: 635: 627: 621: 613: 607: 599: 593: 585: 579: 571: 565: 557: 551: 543: 537: 529: 523: 515: 509: 501: 495: 487: 481: 470: 464: 456: 450: 448: 439: 433: 431: 422: 416: 408: 402: 400: 391: 385: 383: 378: 366: 362: 358: 354: 351: 348: 341: 334: 331: 320: 319: 310: 307: 306: 297: 294: 291: 288: 285: 282: 278: 275: 274: 260: 257: 254: 251: 250: 244: 242: 235:Personal life 232: 230: 224: 220: 211: 209: 205: 201: 197: 193: 189: 185: 175: 173: 169: 165: 155: 153: 149: 145: 141: 137: 133: 129: 125: 121: 120:deep learning 117: 116:photovoltaics 113: 108: 106: 102: 98: 89: 86: 83: 79: 76:Academic work 74: 71: 67: 64: 62: 58: 53: 49: 45: 41: 36: 32: 28: 26:Occupation(s) 24: 17: 830: 816: 802: 788: 774: 760: 746: 732: 718: 704: 690: 676: 662: 648: 634: 620: 606: 592: 578: 564: 550: 536: 522: 508: 494: 480: 463: 415: 356:15323–15330. 308: 266:Publications 238: 225: 221: 217: 181: 161: 143: 140:photoresists 109: 96: 95: 81:Institutions 280:University. 124:distributed 52:Engineering 853:Categories 373:References 61:Alma mater 192:Stuttgart 158:Education 136:pellicles 43:Education 214:Research 204:DOE-NNSA 196:Germany 229:ARPA-E 184:DuPont 178:Career 138:, and 122:using 839:(PDF) 472:(PDF) 360:1–11. 303:Books 46:BS., 364:1–8. 148:IEEE 126:and 50:and 208:NSF 190:in 103:at 855:: 446:^ 429:^ 398:^ 381:^ 243:. 194:, 174:. 154:. 134:, 107:. 841:. 824:. 810:. 796:. 782:. 768:. 754:. 740:. 726:. 712:. 698:. 684:. 670:. 656:. 642:. 628:. 614:. 600:. 586:. 572:. 558:. 544:. 530:. 516:. 502:. 488:. 474:. 457:. 440:. 423:. 409:. 392:. 344:3 337:2 327:3 325:O 323:2

Index

Materials Science
Engineering
Alma mater
Cornell University
Massachusetts Institute of Technology
Case Western Reserve University
Case School of Engineering
Case Western Reserve University (CWRU)
optical properties
photovoltaics
deep learning
distributed
high-performance computing
phase shift masks
pellicles
photoresists
IEEE
American Ceramic Society
Cornell University
Massachusetts Institute of Technology
Robert L. Coble
DuPont
Max-Planck-Institut fĂĽr Metallforschung
Stuttgart
Germany
University of Pennsylvania
DOE-NNSA
NSF
ARPA-E
James Bruce French

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