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AI in chemical engineering: From promise to practice
AIChE Journal, EarlyView.Abstract
Artificial intelligence (AI) in chemical engineering has moved from promise to practice: physics‐aware (gray‐box) models are gaining traction, reinforcement learning complements model predictive control (MPC), and generative AI powers documentation, digitization, and safety workflows.Jia Wei Chew, Ronnie Andersson, Thomas Bierweiler, Patrik Ryttestal, Torsten Wik +4 morewiley +1 more sourceAn Integrated TCGA Pan-Cancer Clinical Data Resource to Drive High-Quality Survival Outcome Analytics [PDF]
, 2018 For a decade, The Cancer Genome Atlas (TCGA) program collected clinicopathologic annotation data along with multi-platform molecular profiles of more than 11,000 human tumors across 33 different cancer types.A. Abeshouse, A. Ally, A. Antenucci, A. Arnaout, A. Berchuck, A. Bergeron, A. Bossler, A. Boussioutas, A. Breggia, A. Burnette, A. Chen, A. Clipca, A. Davis, A. De Rienzo, A. De Rose, A. Fehrenbach, A. Gillis, A. Gimenez-Roqueplo, A. Gopalan, A. Haddad, A. Hartmann, A. Jimeno, A. Kastl, A. Kendler, A. Kibel, A. Korkut, A. Longatto-Filho, A. Luna, A. Malykh, A. Mariamidze, A. Mes-Masson, A. Noss, A. Ochoa, A. Perin, A. Piché, A. Pickens, A. Rao, A. Sankarankuty, A. Secord, A. Sepulveda, A. Shabunin, A. Sharp, A. Sood, A. Spillane, A. Tam, A. Tischler, A. Tsao, A. Unterberg, A. Vicha, A. von Deimling, A.C. Berger, A.C. de Carvalho, A.D. Cherniack, A.D. Cherniack, A.E. Sloan, A.G. Robertson, A.H. Bryce, A.H. Perou, A.J. Kovatich, A.J. Kovatich, A.J. Lazar, A.J. Lazar, A.J. Mungall, A.K. Godwin, A.L. Carvalho, A.L. Guillermo, A.M. Angulo Gonzalez, A.M. Hegde, A.P. Hoyle, A.R. Metwalli, A.V. Lee, B. Bernard, B. Campos, B. Czerniak, B. Deyarmin, B. Drake, B. Esmaeli, B. Hermes, B. Hernandez, B. Kohl, B. Kumar, B. Pollo, B. Rabeno, B. Robinson, B. Singh, B. Tê, B. Van Tine, B. Wullich, B.D. Phu, B.E. Gross, B.M. Broom, B.P. O’, B.S. Taylor, B.Y. Karlan, C. Adebamowo, C. Andry, C. Behrens, C. Benz, C. Bifulco, C. Bradford, C. Brewer, C. Calatozzolo, C. Carter, C. Chen, C. Cibulskis, C. Fan, C. Farver, C. Feltmate, C. Goparaju, C. Guo, C. Herold-Mende, C. Hovens, C. Jungk, C. Kandoth, C. Larson, C. Logothetis, C. Mcpherson, C. Mirsaidi, C. Moran, C. Morrison, C. Moser, C. Sander, C. Scapulatempo-Neto, C. Schilero, C. Shelton, C. Shipman, C. Stoehr, C. Yau, C.A. Miller, C.C. Benz, C.C. Fronick, C.D. Jones, C.D. Shriver, C.D. Shriver, C.D. Vocke, C.H. Hagedorn, C.J. Creighton, C.K. Wong, C.M. Cebulla, C.M. Hutter, C.M. Perou, C.N. Landen, C.P. Raut, C.S. Shelley, C.W. Seder, D. Alvaro, D. Aziz, D. Beer, D. Bell, D. Bigner, D. Brooks, D. Chakravarty, D. Chesla, D. Crain, D. Cramer, D. Hoon, D. Huntsman, D. Lee, D. Mallery, D. Morton, D. Murawa, D. Muzny, D. Nagorney, D. O’, D. Raymond, D. Rice, D. Schadendorf, D. Tan, D. Tcaciuc, D. Tirapelli, D. Voet, D.A. Levine, D.A. Levine, D.A. Wheeler, D.I. Heiman, D.J. Brat, D.J. Van Den Berg, D.J. Weisenberger, D.M. Rassl, D.M. Shin, D.M. Wolf, D.N. Hayes, D.O. Vidal, D.T. Maglinte, E. Baudin, E. Campo, E. Castle, E. Chuah, E. Curley, E. Gaudio, E. Giné, E. Kebebew, E. Korpershoek, E. Lipp, E. Reznik, E. Shinbro, E. Swisher, E. Thompson, E. Zmuda, E.C. Zwarthoff, E.G. Van Meir, E.L. Appelbaum, E.M. Godwin, E.M. Mora Pinero, E.R. Duffy, E.R. Mardis, F. Beuschlein, F. Brimo, F. Carey, F. Cheng, F. Dimeco, F. Facciolo, F. Giuliante, F. Khuri, F. Meric-Bernstam, F. Moiseenko, F. Que, F. Saad, F. Sanchez-Vega, F. Valdivieso, F. Williams, F. Zhao, G. Barnett, G. Bubley, G. Carlos, G. Carpino, G. Finocchiaro, G. Getz, G. Gorincioi, G. Grazi, G. Long, G. Manikhas, G. Mann, G. Mckercher, G. Petersen, G. Saksena, G. Sauter, G. Setdikova, G. Sica, G. Thomas, G. Wolf, G.B. Mills, G.F. Gao, H. Al-Ahmadie, H. Colman, H. Dinh, H. Doddapaneni, H. Fan, H. Gabra, H. Gavin, H. Hai, H. Hai, H. Hibshoosh, H. Huland, H. Jianhong, H. Juhl, H. Kakavand, H. Liang, H. Noushmehr, H. Pass, H. Sekhon, H. Shen, H. Stoop, H. Taubert, H. Thai, H. Timmers, H. Yang, H. Zaren, H. Zhang, H. Zhang, H. Zhang, H.C.S. Silveira, H.G. Rosenthal, H.J. Sofia, H.K. Schmidt, I. Alexopoulou, I. Caraman, I. Chemencedji, I. de Bruijn, I. Felau, I. Forgie, I. Shmulevich, I. Stancul, I. Wistuba, I. Yang, J. Armenia, J. Bartlett, J. Bennett, J. Bondaruk, J. Bowen, J. Carlotti, J. Catto, J. Chabot, J. Cheville, J. Cho, J. Creaney, J. Dipersio, J. Drummond, J. Eckman, J. Engel, J. Eschbacher, J. Fujimoto, J. Fulop, J. Galbraith, J. Gao, J. Gardner, J. Gershenwald, J. Harr, J. Henderson, J. Hess, J. Hilty, J. Houck, J. Kim, J. Kocher, J. Lang, J. Liu, J. Liu, J. Luketich, J. Marks, J. Martin, J. Melamed, J. Miller, J. Moyer, J. Myers, J. Parfitt, J. Park, J. Paulauskis, J. Phillips, J. Powers, J. Roach, J. Santibanez, J. Shih, J. Simko, J. Slotta-Huspenina, J. Smith, J. Stretch, J. Thompson, J. Waldmann, J. Walker, J. Wang, J. Wang, J. Wilmott, J. Zhang, J. Zhenlin, J.(. Zhang, J.A. Ajani, J.A. Borgia, J.A. Copland, J.A. Demchok, J.A. Hooke, J.A. Martignetti, J.B. Elder, J.C. Zenklusen, J.D. Yang, J.E. Schein, J.H. Fregnani, J.I. Lee, J.J. Olson, J.L. Fantacone-Campbell, J.M. Chan, J.M. Gastier-Foster, J.M. Stuart, J.N. Weinstein, J.S. Barnholtz-Sloan, J.S. Dos Santos, J.S. Parker, J.T. Auman, J.V. Simons, K. Agnew, K. Ahn, K. Becker, K. Birsoy, K. Chang, K. Chung, K. Covington, K. Delman, K. Devine, K. Evason, K. Janssen, K. Junker, K. Kasaian, K. Kopp, K. Lau, K. Lee, K. Leinonen, K. Magliocca, K. Moore, K. Moxley, K. Mungall, K. Pacak, K. Rai, K. Roggin, K. Senecal, K. Shannon, K. Shimmel, K. Smith-McCune, K. Smolenski, K. Tse, K. Tucker, K.A. Hoadley, K.A. Hoadley, K.C. Sexton, K.E. van Kessel, K.J. Kang, K.M. Fong, K.M. Leraas, L. Cope, L. Cuppini, L. Danilova, L. Desjardins, L. Ding, L. Haydu, L. Jacobus, L. Jun, L. Konnor, L. Kvecher, L. Lacombe, L. Landrum, L. Lewis, L. Lolla, L. Looijenga, L. Mattei, L. Omberg, L. Omberg, L. Peterson, L. Ramondetta, L. Roberts, L. Rozek, L. Scarpace, L. Schoenfield, L. Wang, L. Wei, L. Wise, L. Xuan, L. Yang, L. Yiling, L. Zhang, L.A. Donehower, L.A. Fulton, L.A. Zach, L.E. Mose, L.M. Poisson, L.S. Schmidt, M. Albert, M. Aymerich, M. Bailey, M. Balasundaram, M. Behera, M. Bellair, M. Birrer, M. Borad, M. Carney, M. Cernat, M. Couce, M. Deqin, M. Dinkin, M. Dubina, M. Farnell, M. Fassnacht, M. Feldman, M. Gerken, M. Goodman, M. Graefen, M. Iacocca, M. Ittmann, M. Kasapi, M. Kendrick, M. Knudson, M. Ladanyi, M. Latour, M. Mannelli, M. Marino, M. Mayo, M. Mcgraw, M. Meyerson, M. Milhem, M. Miller, M. Moncrieff, M. Morgan, M. Muto, M. Nelson, M. Peto, M. Pirtac, M. Pool, M. Prados, M. Prince, M. Quinn, M. Quintero-Aguilo, M. Rivera, M. Ryan, M. Schiffman, M. Sherman, M. Sheth, M. Stanton, M. Stern, M. Synott, M. Tavobilov, M. Torbenson, M. Wang, M. Wiznerowicz, M. Yussanne, M.A. Marra, M.A. Rubin, M.C. Bragazzi, M.D. Mclellan, M.D. Wilkerson, M.G. Cordes, M.G. Nissan, M.G. Soloway, M.H. Abdel-Rahman, M.H. Kucherlapati, M.J. Liptay, M.L. Anderson, M.L. Ferguson, M.S. Bootwalla, M.S. Lawrence, M.S. Noble, N. Botnariuc, N. Chambwe, N. Corcoran, N. Dhalla, N. Gehlenborg, N. Giama, N. Girard, N. Hayward, N. Horowitz, N. Kwok-Shing, N. Schultz, N. Thiessen, N. Van Bang, N. Wentzensen, N.A. Pennell, N.C. Ramirez, N.D. Aredes, N.L. Lehman, N.P. Hung, N.V. Tien, O. Bathe, O. Mariani, O. Olabode, O. Paklina, O. Potapova, O. Voronina, P. Anur, P. Disaia, P. Drwiega, P. Glenn, P. Hansen, P. Hersey, P. Lin, P. Lohavanichbutr, P. Nair, P. Nguyen, P. Sipahimalani, P. Spellman, P. Swanson, P. Tamboli, P. Tennstedt, P. Troncoso, P. Wakely, P. Westervelt, P. Yena, P.A. Mieczkowski, P.A. Pinto, P.D. Castro, P.H. Lai, P.R. Carroll, P.R. Dottino, P.T. Hanh, P.W. Laird, Q. Sun, Q.T. Ostrom, R. Akbani, R. Berkowitz, R. Beroukhim, R. Bowlby, R. Bowman, R. Broaddus, R. Bueno, R. Carlsen, R. de Krijger, R. Dhanasekaran, R. Dhir, R. Duell, R. Ghossein, R. Glenn, R. Govindan, R. Holt, R. Kefford, R. Kemp, R. Korst, R. Kramer, R. Kundra, R. Lechan, R. Madan, R. Mandt, R. Mannel, R. Mclendon, R. Merola, R. Naresh, R. Penny, R. Pilarski, R. Postier, R. Saw, R. Scolyer, R. Sheridan, R. Sigmund, R. Simon, R. Singh, R. Smallridge, R. Steele, R. Stoehr, R. Tamakawa, R. Tarnuzzer, R. Thorp, R. Warnick, R. Worrell, R. Zuna, R.A. Gibbs, R.A. Moore, R.C. Rintoul, R.H. Thompson, R.J. Mural, R.K. Kelley, R.K. Wilson, R.M. Reis, R.S. Fulton, R.S. Kanchi, R.S. Kucherlapati, S. Balu, S. Baylin, S. Bell, S. Chevalier, S. Chudamani, S. Cottingham, S. Cuzzubbo, S. Doruc, S. Force, S. Frazer, S. Gilbert, S. Heath, S. Kalkanis, S. Kendall, S. Lee, S. Ling, S. Maithel, S. Mccall, S. Meier, S. Meng, S. Morris, S. Mura, S. Porten, S. Ramalingam, S. Reynolds, S. Roman-Roman, S. Sadeghi, S. Sifri, S. Signoretti, S. Singer, S. Somiari, S. Stepa, S. Tao, S. Vandenberg, S. Wach, S.B. Gabriel, S.E. Schumacher, S.J. Caesar-Johnson, S.J.M. Jones, S.L. Asa, S.M. Phillips, S.M. Staugaitis, S.N. Adebamowo, S.O. Sumer, S.R. Jefferys, T. Akeredolu, T. Bocklage, T. Bodenheimer, T. Broudy, T. Carey, T. Costello, T. Defreitas, T. Flotte, T. Giordano, T. Hinoue, T. Knijnenburg, T. Knutson, T. Ley, T. Lichtenberg, T. Mikkelsen, T. Naska, T. Owonikoko, T. Patel, T. Pihl, T. Schlomm, T. Shelton, T. Skelly, T. Smyrk, T. Thompson, T. Wang, T. Wong, T. Zelinka, T.A. Chan, T.M. Lichtenberg, U. Veluvolu, V. Cardinale, V. Chandan, V. Dhankani, V. Jakrot, V. Korchina, V. Lyadov, V. Reuter, V. Thorsson, V. Thorsson, W. Barrett, W. Eijckenboom, W. Hale, W. Kycler, W. Liu, W. Oosterhuis, W. Urba, W. Ye, W. Zhang, W. Zhou, W.E. Grizzle, W.G. Richards, W.J. Edenfield, W.K. Chatila, W.K. Rathmell, W.M. Linehan, X. Liu, X. Liu, X. Sastre, Y. Han, Y. Liu, Y. Shi, Y. Sun, Y. Tang, Y. Wan, Y. Wolinsky, Z. Wang, Z.J. Heins +740 morecore +2 more sourcesChatCFD: A Large Language Model‐Driven Agent for End‐to‐End Computational Fluid Dynamics Automation with Structured Knowledge and Reasoning
Advanced Intelligent Discovery, EarlyView.Chat computational fluid dynamics (CFD) introduces an large language model (LLM)‐driven agent that automates OpenFOAM simulations end‐to‐end, attaining 82.1% execution success and 68.12% physical fidelity across 315 benchmarks—far surpassing prior systems.E Fan, Kang Hu, Zhuowen Wu, Jiangyang Ge, Jiawei Miao, Yuzhi Zhang, He Sun, Weizong Wang, Tianhan Zhang +8 morewiley +1 more sourceA Multimodal Intelligent System for Human Digital Twin Simulation with Continuous Kinematic Data Tracking, Biometric Prognosis, and Cognitive State Feedback in Industrial Environments
Advanced Intelligent Discovery, EarlyView.This article implements a unified human digital twin framework that integrates cutting edge actuation, sensing, simulation, and bidirectional feedback capability. The approach includes integrating multimodal sensing, AI, and biomechanical simulation into one compact system.Tajbeed Ahmed Chowdhury, Sebastian Gratz‐Kelly, Eric Wagner, Paul Motzki, Martina Lehser +4 morewiley +1 more source
