063149b8011f10053182ac532c6f60a4 advintsys_a2025m8v7n8p2400986.pdf 72d0d32df442bf8f20a3a2ad2eec6e1002795982 advintsys_a2025m8v7n8p2400986.pdf 174a6e739672226367f916d8eff71c1e0fc31d73561d45df4a35082a3c2d74ee advintsys_a2025m8v7n8p2400986.pdf Title: Applied Artificial Intelligence in Materials Science and Material Design Subject: Advanced Intelligent Systems 2025.7:2400986 Keywords: artificial intelligence, electron microscope, material design, pharma, scanning probe microscopy, spectroscopy Author: Emigdio Chávez‐Angel Creator: PScript5.dll Version 5.2.2 Producer: Acrobat Distiller 10.0.0 (Windows); modified using iTextSharp 5.5.13 ©2000-2018 iText Group NV (AGPL-version) CreationDate: Mon Aug 4 07:01:47 2025 CEST ModDate: Thu Apr 30 11:27:17 2026 CEST Custom Metadata: yes Metadata Stream: yes Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 26 Encrypted: no Page size: 595.389 x 782.589 pts Page rot: 0 File size: 3845798 bytes Optimized: no PDF version: 1.4 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- CJMCBA+AdvP4C4E74 Type 1C Custom yes yes yes 90 0 CJMBNO+AdvOT52f2e314 Type 1C WinAnsi yes yes no 91 0 CJMCCA+AdvOT88c910f4.B Type 1C WinAnsi yes yes no 368 0 CJMBNP+AdvOT52f2e314+20 Type 1C WinAnsi yes yes no 92 0 CJMCAP+AdvOT52f2e314+fb Type 1C Custom yes yes yes 93 0 CJMBMI+AdvOTe166e003.B Type 1C WinAnsi yes yes no 94 0 CJMBMJ+AdvOTe166e003.B+fb Type 1C Custom yes yes yes 191 0 CJMBMK+AdvOT4cf4c306.I Type 1C WinAnsi yes yes no 95 0 CJMBNL+AdvOTae869a4c Type 1C WinAnsi yes yes no 96 0 CJMBNM+AdvOTae869a4c+fb Type 1C Custom yes yes yes 98 0 CJMBNN+AdvOTae869a4c+20 Type 1C WinAnsi yes yes no 99 0 CJMCFA+AdvOT0d8bc80f.B Type 1C WinAnsi yes yes no 97 0 Times-Roman Type 1 WinAnsi no no no 5 0 CJMEBG+AdvOTac2dc932 Type 1C WinAnsi yes yes no 112 0 CJNJDG+AdvP4C4E59 Type 1C WinAnsi yes yes no 164 0 CJNJKE+AdvOT8608a8d1+22 Type 1C Custom yes yes yes 172 0 CJOAAO+AdvOT8608a8d1+20 Type 1C WinAnsi yes yes no 213 0 CJOABO+AdvOT52f2e314+01 Type 1C WinAnsi yes yes no 214 0 CJOAIN+AdvOT4cf4c306.I+fb Type 1C Custom yes yes yes 228 0 CJOAPM+AdvOT4cf4c306.I+20 Type 1C WinAnsi yes yes no 246 0 CJOAPL+AdvOT52f2e314+02 Type 1C MacRoman yes yes no 247 0 CJOCGE+AdvOT8608a8d1 Type 1C WinAnsi yes yes no 285 0 Jhove (Rel. 1.28.0, 2023-05-18) Date: 2026-05-01 04:21:25 CEST RepresentationInformation: advintsys_a2025m8v7n8p2400986.pdf ReportingModule: PDF-hul, Rel. 1.12.4 (2023-03-16) LastModified: 2026-04-30 11:28:17 CEST Size: 3845798 Format: PDF Version: 1.4 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 0 FreeObjects: 2 IncrementalUpdates: 0 DocumentCatalog: PageLayout: SinglePage PageMode: UseOutlines Language: EN Outlines: Item: Title: Applied Artificial Intelligence in Materials Science and Material Design Destination: temp:book:TitleC_1 Children: Item: Title: 1. Introduction Destination: temp:book:Section1_2 Item: Title: 2. Applied-AI in Raman and Infrared Spectroscopy Destination: temp:book:Section1_3 Item: Title: 3. Applied-AI in Synchrotron Facilities Destination: temp:book:Section1_4 Children: Item: Title: 3.1. Applied-AI in Data Analysis in Synchrotron Experiments Destination: temp:book:Section2_5 Item: Title: 3.2. Applied-AI in Real-Time Applications in Synchrotron Experiments Destination: temp:book:Section2_6 Item: Title: 4. Applied-AI in Scanning Probe Microscopy Destination: temp:book:Section1_7 Item: Title: 5. Applied-AI in EM Destination: temp:book:Section1_8 Item: Title: 6. Applied-AI in Material Design and Property Prediction Destination: temp:book:Section1_9 Children: Item: Title: 6.1. Applied-AI in Multiphysics Modeling: Metamaterials Destination: temp:book:Section2_10 Item: Title: 6.2. Applied-AI in Atomistic Modeling Destination: temp:book:Section2_11 Item: Title: 6.3. Applied-AI in Molecular Design: Examples in Pharmaceutical Drug Discovery Destination: temp:book:Section2_12 Item: Title: 6.4. Applied-AI in Molecular Design: Example in Drug Discovery Destination: temp:book:Section2_13 Item: Title: 6.5. Applied-AI in Designing Molecules with High Affinity to Specific Targets Destination: temp:book:Section2_14 Item: Title: 6.6. Applied-AI to Drug Formulation Destination: temp:book:Section2_15 Item: Title: 6.7. Applied-AI in Predicting Potential Drug Side Effects Destination: temp:book:Section2_16 Item: Title: 7. Expectations of AI Methods Destination: temp:book:Section1_17 Item: Title: 8. 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