# MS\&E 660: Mesoscale Modeling of Materials | UW–Madison [View on UW Courses](https://uwcourses.com/courses/MS%26E_660) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id aac17469775650bf942538b23ba9e623916e87a26889eda2ec3d558345e9cc32 ### course id MS\&E 660 ### course uid course\_cee17ee04b20bcc5b75ba749 ### catalog version id 5259f024523a426cb2b271f5e9543f893e8babae8b155d60e5cb9c1564285278 ### course number 660 ### subjects * MS\&E ### title MESOSCALE MODELING OF MATERIALS ### description Classical theories, analytical and numerical modeling of various kinetic processes in materials. Including but not limited to transport, grain growth, phase separation, solidification, precipitation, chemical reactions, and multiphysics problems involving electrical, optical, mechanical, and magnetic properties of materials. ### requirements text (MATH 319,320, or376) and (M S & E 350,351, orCBE 440), graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id a32b9aed47e344a53764f3067e76794d0819043d3408020af01900560d51f295 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary MS\&E 660 teaches classical theories and analytical/numerical modeling of kinetic processes in materials, including transport, phase separation, and multiphysics problems. ### llm topics * Kinetic processes: transport, grain growth, phase separation, solidification, precipitation, and chemical reactions. * Multiphysics problems involving electrical, optical, mechanical, and magnetic properties. ### llm skills * Analytical and numerical modeling of kinetic processes. * Modeling specific kinetic phenomena like transport, grain growth, and phase separation. * Solving multiphysics problems involving material properties. ### llm assumed background * Linear algebra, differential equations, and multi-variable calculus. * Fundamentals of materials science, including structure-property relationships, phase equilibria, and material properties. ### llm search phrases * materials kinetic modeling * phase separation simulation * grain growth numerical methods * solidification modeling * multiphysics materials properties ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash b40f3275e7b622c24dd5fb2ffb2a361d79430de3fba48a0e7264874defc19a15 #### course id MS\&E 660 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2020: 3.92 GPA, 100.0% A/AB (n=6 letter grades); Spring 2022: 3.88 GPA, 100.0% A/AB (n=8 letter grades); Spring 2025: 3.89 GPA, 100.0% A/AB (n=9 letter grades). ```json { "citations": [ { "course_id": "MS&E 660", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "21b3dc55-5115-377b-a029-82c58a7bdfc9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "MS&E 660", "run_id": "20260907T155543-ce3781c4", "source_record": { 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null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "320", "id": "n7", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 376, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "376", "id": "n8", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 350, "minimum_grade": null, "subjects": [ "MS&E" ], "timing": "prior" }, "evidence": "M S & E 350", "id": "n9", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 351, "minimum_grade": null, "subjects": [ "MS&E" ], "timing": "prior" }, "evidence": "351", "id": "n10", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 440, "minimum_grade": null, "subjects": [ "CBE" ], "timing": "prior" }, "evidence": "CBE 440", "id": "n11", "kind": "course" } ] ``` #### notes * Node n10 evidence '351' is ambiguous; linked\_courses confirms MS\&E 351 is intended. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_ca143b51137b94334574f2c1", "source": "madgrades", "source_instructor_id": "5836447", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JIAMIAN HU", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 5, "quality": 3.2, "difficulty": 4.2, "quality_count": 5, "difficulty_count": 5, "profile_id": "rmp:2538327", "source_url": "https://www.ratemyprofessors.com/professor/2538327", "match_basis": "exact_name", "observed_at": "2026-09-07 16:32:38.629444+00:00", "courses": {}, "bayesian_quality": 3.5677486268372762, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.139, "graded": 251, "counts": [ 82, 50, 48, 36, 16, 19, 0 ], "sections": 50 }, "instructor_url": "/instructors/JIAMIAN_HU--instructor_ca143b51137b94334574f2c1" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MS&E 660", "course_uid": "course_cee17ee04b20bcc5b75ba749", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Jiamian Hu" ], "a": 5, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 6, "source_aliases": [ "MS&E 660" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MS&E 660", "course_uid": "course_cee17ee04b20bcc5b75ba749", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Jiamian Hu" ], "a": 6, "ab": 2, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 8, "source_aliases": [ "MS&E 660" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MS&E 660", "course_uid": "course_cee17ee04b20bcc5b75ba749", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Jiamian Hu" ], "a": 0, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 0, "source_aliases": [ "MS&E 660" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MS&E 660", "course_uid": "course_cee17ee04b20bcc5b75ba749", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Jiamian Hu" ], "a": 7, "ab": 2, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 9, "source_aliases": [ "MS&E 660" ] } ] ``` ### statistics #### gpa 3.891 #### graded 23 #### counts * 18 * 5 * 0 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_cee17ee04b20bcc5b75ba749-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_cee17ee04b20bcc5b75ba749-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_cee17ee04b20bcc5b75ba749-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_cee17ee04b20bcc5b75ba749-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_cee17ee04b20bcc5b75ba749-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_cee17ee04b20bcc5b75ba749-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.891304347826087 #### count 23 #### departments | subject | comparison | | ------- | ---------- | | MS\&E | | ### terms #### 1204 ##### term 1204 ##### gpa 3.9166666666666665 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1224 ##### term 1224 ##### gpa 3.875 ##### count 8 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1254 ##### term 1254 ##### gpa 3.888888888888889 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | ### benchmarks #### all ##### school ###### size 2639 ###### gpa 3.687234133981712 ###### top Share 83.68055374600208 ###### count 96 ##### MS\&E ###### size 19 ###### gpa 3.5841434370289122 ###### top Share 76.55484017114993 ###### count 111 #### terms ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### MS\&E ###### size 10 ###### gpa 3.576880199074966 ###### top Share 76.2136436133529 ###### count 38 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_ca143b51137b94334574f2c1", "name": "JIAMIAN HU", "count": 23, "terms": [ { "term": "1204", "count": 6, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1224", "count": 8, "sections": 1, "gpa": 3.875 }, { "term": "1254", "count": 9, "sections": 1, "gpa": 3.888888888888889 } ] } ] ``` ## following None recorded.