Stochasticity in materials structure, properties, and processing—A review Article Swipe
YOU?
·
· 2018
· Open Access
·
· DOI: https://doi.org/10.1063/1.4998144
We review the concept of stochasticity—i.e., unpredictable or uncontrolled fluctuations in structure, chemistry, or kinetic processes—in materials. We first define six broad classes of stochasticity: equilibrium (thermodynamic) fluctuations; structural/compositional fluctuations; kinetic fluctuations; frustration and degeneracy; imprecision in measurements; and stochasticity in modeling and simulation. In this review, we focus on the first four classes that are inherent to materials phenomena. We next develop a mathematical framework for describing materials stochasticity and then show how it can be broadly applied to these four materials-related stochastic classes. In subsequent sections, we describe structural and compositional fluctuations at small length scales that modify material properties and behavior at larger length scales; systems with engineered fluctuations, concentrating primarily on composite materials; systems in which stochasticity is developed through nucleation and kinetic phenomena; and configurations in which constraints in a given system prevent it from attaining its ground state and cause it to attain several, equally likely (degenerate) states. We next describe how stochasticity in these processes results in variations in physical properties and how these variations are then accentuated by—or amplify—stochasticity in processing and manufacturing procedures. In summary, the origins of materials stochasticity, the degree to which it can be predicted and/or controlled, and the possibility of using stochastic descriptions of materials structure, properties, and processing as a new degree of freedom in materials design are described.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1063/1.4998144
- OA Status
- green
- Cited By
- 24
- References
- 104
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W2792391376
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W2792391376Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1063/1.4998144Digital Object Identifier
- Title
-
Stochasticity in materials structure, properties, and processing—A reviewWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2018Year of publication
- Publication date
-
2018-03-01Full publication date if available
- Authors
-
R. Hull, Pawel Keblinski, Dan Lewis, Antoinette M. Maniatty, Vincent Meunier, Assad A. Oberai, Catalin R. Picu, Johnson Samuel, Mark S. Shephard, M. Tomozawa, Deepak Vashishth, Shengbai ZhangList of authors in order
- Landing page
-
https://doi.org/10.1063/1.4998144Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://www.ncbi.nlm.nih.gov/pmc/articles/6214486Direct OA link when available
- Concepts
-
Computer scienceTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
24Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 7, 2024: 1, 2023: 1, 2022: 5, 2021: 4Per-year citation counts (last 5 years)
- References (count)
-
104Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W2792391376 |
|---|---|
| doi | https://doi.org/10.1063/1.4998144 |
| ids.doi | https://doi.org/10.1063/1.4998144 |
| ids.mag | 2792391376 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/30397419 |
| ids.openalex | https://openalex.org/W2792391376 |
| fwci | 3.74941811 |
| type | article |
| title | Stochasticity in materials structure, properties, and processing—A review |
| awards[0].id | https://openalex.org/G5426511719 |
| awards[0].funder_id | https://openalex.org/F4320312529 |
| awards[0].display_name | |
| awards[0].funder_award_id | C150117 |
| awards[0].funder_display_name | Empire State Development's Division of Science, Technology and Innovation |
| awards[1].id | https://openalex.org/G7240494036 |
| awards[1].funder_id | https://openalex.org/F4320337367 |
| awards[1].display_name | |
| awards[1].funder_award_id | 1265100 |
| awards[1].funder_display_name | Division of Materials Research |
| awards[2].id | https://openalex.org/G5155454815 |
| awards[2].funder_id | https://openalex.org/F4320337367 |
| awards[2].display_name | |
| awards[2].funder_award_id | 1056704 |
| awards[2].funder_display_name | Division of Materials Research |
| awards[3].id | https://openalex.org/G7287791546 |
| awards[3].funder_id | https://openalex.org/F4320337391 |
| awards[3].display_name | |
| awards[3].funder_award_id | 1334283 |
| awards[3].funder_display_name | Division of Civil, Mechanical and Manufacturing Innovation |
| awards[4].id | https://openalex.org/G328310227 |
| awards[4].funder_id | https://openalex.org/F4320337391 |
| awards[4].display_name | |
| awards[4].funder_award_id | 1363526 |
| awards[4].funder_display_name | Division of Civil, Mechanical and Manufacturing Innovation |
| awards[5].id | https://openalex.org/G7904407545 |
| awards[5].funder_id | https://openalex.org/F4320337391 |
| awards[5].display_name | |
| awards[5].funder_award_id | 1462648 |
| awards[5].funder_display_name | Division of Civil, Mechanical and Manufacturing Innovation |
| biblio.issue | 1 |
| biblio.volume | 5 |
| biblio.last_page | |
| biblio.first_page | |
| topics[0].id | https://openalex.org/T10670 |
| topics[0].field.id | https://openalex.org/fields/22 |
| topics[0].field.display_name | Engineering |
| topics[0].score | 0.9966999888420105 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2202 |
| topics[0].subfield.display_name | Aerospace Engineering |
| topics[0].display_name | Aluminum Alloy Microstructure Properties |
| topics[1].id | https://openalex.org/T10928 |
| topics[1].field.id | https://openalex.org/fields/18 |
| topics[1].field.display_name | Decision Sciences |
| topics[1].score | 0.9951000213623047 |
| topics[1].domain.id | https://openalex.org/domains/2 |
| topics[1].domain.display_name | Social Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1804 |
| topics[1].subfield.display_name | Statistics, Probability and Uncertainty |
| topics[1].display_name | Probabilistic and Robust Engineering Design |
| topics[2].id | https://openalex.org/T13552 |
| topics[2].field.id | https://openalex.org/fields/22 |
| topics[2].field.display_name | Engineering |
| topics[2].score | 0.9945999979972839 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2204 |
| topics[2].subfield.display_name | Biomedical Engineering |
| topics[2].display_name | Advanced Materials Characterization Techniques |
| funders[0].id | https://openalex.org/F4320312529 |
| funders[0].ror | https://ror.org/00ppzen87 |
| funders[0].display_name | Empire State Development's Division of Science, Technology and Innovation |
| funders[1].id | https://openalex.org/F4320337367 |
| funders[1].ror | https://ror.org/01pc7k308 |
| funders[1].display_name | Division of Materials Research |
| funders[2].id | https://openalex.org/F4320337391 |
| funders[2].ror | https://ror.org/028yd4c30 |
| funders[2].display_name | Division of Civil, Mechanical and Manufacturing Innovation |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C41008148 |
| concepts[0].level | 0 |
| concepts[0].score | 0.4181292653083801 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[0].display_name | Computer science |
| keywords[0].id | https://openalex.org/keywords/computer-science |
| keywords[0].score | 0.4181292653083801 |
| keywords[0].display_name | Computer science |
| language | en |
| locations[0].id | doi:10.1063/1.4998144 |
| locations[0].is_oa | False |
| locations[0].source.id | https://openalex.org/S4210229136 |
| locations[0].source.issn | 1931-9401 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 1931-9401 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Applied Physics Reviews |
| locations[0].source.host_organization | https://openalex.org/P4310320257 |
| locations[0].source.host_organization_name | American Institute of Physics |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310320257 |
| locations[0].source.host_organization_lineage_names | American Institute of Physics |
| locations[0].license | |
| locations[0].pdf_url | |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Applied Physics Reviews |
| locations[0].landing_page_url | https://doi.org/10.1063/1.4998144 |
| locations[1].id | pmid:30397419 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | Applied physics reviews |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/30397419 |
| locations[2].id | pmh:oai:europepmc.org:5374000 |
| locations[2].is_oa | False |
| locations[2].source.id | https://openalex.org/S4306400806 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | Europe PMC (PubMed Central) |
| locations[2].source.host_organization | https://openalex.org/I1303153112 |
| locations[2].source.host_organization_name | European Bioinformatics Institute |
| locations[2].source.host_organization_lineage | https://openalex.org/I1303153112 |
| locations[2].license | |
| locations[2].pdf_url | |
| locations[2].version | submittedVersion |
| locations[2].raw_type | Text |
| locations[2].license_id | |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | |
| locations[2].landing_page_url | http://europepmc.org/pmc/articles/PMC6214486 |
| locations[3].id | pmh:oai:pubmedcentral.nih.gov:6214486 |
| locations[3].is_oa | True |
| locations[3].source.id | https://openalex.org/S2764455111 |
| locations[3].source.issn | |
| locations[3].source.type | repository |
| locations[3].source.is_oa | False |
| locations[3].source.issn_l | |
| locations[3].source.is_core | False |
| locations[3].source.is_in_doaj | False |
| locations[3].source.display_name | PubMed Central |
| locations[3].source.host_organization | https://openalex.org/I1299303238 |
| locations[3].source.host_organization_name | National Institutes of Health |
| locations[3].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[3].license | |
| locations[3].pdf_url | |
| locations[3].version | submittedVersion |
| locations[3].raw_type | Text |
| locations[3].license_id | |
| locations[3].is_accepted | False |
| locations[3].is_published | False |
| locations[3].raw_source_name | Appl Phys Rev |
| locations[3].landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/6214486 |
| indexed_in | crossref, pubmed |
| authorships[0].author.id | https://openalex.org/A5049304673 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-4451-8333 |
| authorships[0].author.display_name | R. Hull |
| authorships[0].countries | US |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[0].affiliations[0].raw_affiliation_string | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[0].institutions[0].id | https://openalex.org/I165799507 |
| authorships[0].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[0].institutions[0].country_code | US |
| authorships[0].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Robert Hull |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[1].author.id | https://openalex.org/A5001695739 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-6901-8458 |
| authorships[1].author.display_name | Pawel Keblinski |
| authorships[1].countries | US |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[1].affiliations[0].raw_affiliation_string | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[1].institutions[0].id | https://openalex.org/I165799507 |
| authorships[1].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[1].institutions[0].country_code | US |
| authorships[1].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Pawel Keblinski |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[2].author.id | https://openalex.org/A5033674028 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-8303-1894 |
| authorships[2].author.display_name | Dan Lewis |
| authorships[2].countries | US |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[2].affiliations[0].raw_affiliation_string | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[2].institutions[0].id | https://openalex.org/I165799507 |
| authorships[2].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[2].institutions[0].country_code | US |
| authorships[2].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Dan Lewis |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[3].author.id | https://openalex.org/A5013281784 |
| authorships[3].author.orcid | https://orcid.org/0000-0002-2822-7632 |
| authorships[3].author.display_name | Antoinette M. Maniatty |
| authorships[3].countries | US |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[3].affiliations[0].raw_affiliation_string | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[3].institutions[0].id | https://openalex.org/I165799507 |
| authorships[3].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[3].institutions[0].type | education |
| authorships[3].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[3].institutions[0].country_code | US |
| authorships[3].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Antoinette Maniatty |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[4].author.id | https://openalex.org/A5045190286 |
| authorships[4].author.orcid | https://orcid.org/0000-0002-7013-179X |
| authorships[4].author.display_name | Vincent Meunier |
| authorships[4].countries | US |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[4].affiliations[0].raw_affiliation_string | Department of Physics, Applied Physics, and Astronomy & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 3 , Troy, New York 12180, USA |
| authorships[4].institutions[0].id | https://openalex.org/I165799507 |
| authorships[4].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[4].institutions[0].type | education |
| authorships[4].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[4].institutions[0].country_code | US |
| authorships[4].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Vincent Meunier |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Department of Physics, Applied Physics, and Astronomy & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 3 , Troy, New York 12180, USA |
| authorships[5].author.id | https://openalex.org/A5034704499 |
| authorships[5].author.orcid | https://orcid.org/0000-0002-7668-7713 |
| authorships[5].author.display_name | Assad A. Oberai |
| authorships[5].countries | US |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[5].affiliations[0].raw_affiliation_string | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[5].institutions[0].id | https://openalex.org/I165799507 |
| authorships[5].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[5].institutions[0].type | education |
| authorships[5].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[5].institutions[0].country_code | US |
| authorships[5].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Assad A. Oberai |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[6].author.id | https://openalex.org/A5089347506 |
| authorships[6].author.orcid | https://orcid.org/0000-0001-8371-3564 |
| authorships[6].author.display_name | Catalin R. Picu |
| authorships[6].countries | US |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[6].affiliations[0].raw_affiliation_string | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[6].institutions[0].id | https://openalex.org/I165799507 |
| authorships[6].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[6].institutions[0].type | education |
| authorships[6].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[6].institutions[0].country_code | US |
| authorships[6].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Catalin R. Picu |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[7].author.id | https://openalex.org/A5113615748 |
| authorships[7].author.orcid | |
| authorships[7].author.display_name | Johnson Samuel |
| authorships[7].countries | US |
| authorships[7].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[7].affiliations[0].raw_affiliation_string | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[7].institutions[0].id | https://openalex.org/I165799507 |
| authorships[7].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[7].institutions[0].type | education |
| authorships[7].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[7].institutions[0].country_code | US |
| authorships[7].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[7].author_position | middle |
| authorships[7].raw_author_name | Johnson Samuel |
| authorships[7].is_corresponding | False |
| authorships[7].raw_affiliation_strings | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[8].author.id | https://openalex.org/A5080270359 |
| authorships[8].author.orcid | https://orcid.org/0000-0002-3225-6794 |
| authorships[8].author.display_name | Mark S. Shephard |
| authorships[8].countries | US |
| authorships[8].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[8].affiliations[0].raw_affiliation_string | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[8].institutions[0].id | https://openalex.org/I165799507 |
| authorships[8].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[8].institutions[0].type | education |
| authorships[8].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[8].institutions[0].country_code | US |
| authorships[8].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[8].author_position | middle |
| authorships[8].raw_author_name | Mark S. Shephard |
| authorships[8].is_corresponding | False |
| authorships[8].raw_affiliation_strings | Department of Mechanical, Aeronautical and Nuclear Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 2 , Troy, New York 12180, USA |
| authorships[9].author.id | https://openalex.org/A5111381032 |
| authorships[9].author.orcid | https://orcid.org/0009-0007-6518-9712 |
| authorships[9].author.display_name | M. Tomozawa |
| authorships[9].countries | US |
| authorships[9].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[9].affiliations[0].raw_affiliation_string | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[9].institutions[0].id | https://openalex.org/I165799507 |
| authorships[9].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[9].institutions[0].type | education |
| authorships[9].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[9].institutions[0].country_code | US |
| authorships[9].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[9].author_position | middle |
| authorships[9].raw_author_name | Minoru Tomozawa |
| authorships[9].is_corresponding | False |
| authorships[9].raw_affiliation_strings | Department of Materials Science and Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 1 , Troy, New York 12180, USA |
| authorships[10].author.id | https://openalex.org/A5091765205 |
| authorships[10].author.orcid | https://orcid.org/0000-0001-5712-0167 |
| authorships[10].author.display_name | Deepak Vashishth |
| authorships[10].countries | US |
| authorships[10].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[10].affiliations[0].raw_affiliation_string | Department of Biomedical Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 4 , Troy, New York 12180, USA |
| authorships[10].institutions[0].id | https://openalex.org/I165799507 |
| authorships[10].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[10].institutions[0].type | education |
| authorships[10].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[10].institutions[0].country_code | US |
| authorships[10].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[10].author_position | middle |
| authorships[10].raw_author_name | Deepak Vashishth |
| authorships[10].is_corresponding | False |
| authorships[10].raw_affiliation_strings | Department of Biomedical Engineering & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 4 , Troy, New York 12180, USA |
| authorships[11].author.id | https://openalex.org/A5052879411 |
| authorships[11].author.orcid | https://orcid.org/0000-0003-0833-5860 |
| authorships[11].author.display_name | Shengbai Zhang |
| authorships[11].countries | US |
| authorships[11].affiliations[0].institution_ids | https://openalex.org/I165799507 |
| authorships[11].affiliations[0].raw_affiliation_string | Department of Physics, Applied Physics, and Astronomy & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 3 , Troy, New York 12180, USA |
| authorships[11].institutions[0].id | https://openalex.org/I165799507 |
| authorships[11].institutions[0].ror | https://ror.org/01rtyzb94 |
| authorships[11].institutions[0].type | education |
| authorships[11].institutions[0].lineage | https://openalex.org/I165799507 |
| authorships[11].institutions[0].country_code | US |
| authorships[11].institutions[0].display_name | Rensselaer Polytechnic Institute |
| authorships[11].author_position | last |
| authorships[11].raw_author_name | Shengbai Zhang |
| authorships[11].is_corresponding | False |
| authorships[11].raw_affiliation_strings | Department of Physics, Applied Physics, and Astronomy & Center for Materials, Devices and Integrated Systems, Rensselaer Polytechnic Institute 3 , Troy, New York 12180, USA |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://www.ncbi.nlm.nih.gov/pmc/articles/6214486 |
| open_access.oa_status | green |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Stochasticity in materials structure, properties, and processing—A review |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10670 |
| primary_topic.field.id | https://openalex.org/fields/22 |
| primary_topic.field.display_name | Engineering |
| primary_topic.score | 0.9966999888420105 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2202 |
| primary_topic.subfield.display_name | Aerospace Engineering |
| primary_topic.display_name | Aluminum Alloy Microstructure Properties |
| related_works | https://openalex.org/W4391375266, https://openalex.org/W2899084033, https://openalex.org/W2748952813, https://openalex.org/W2390279801, https://openalex.org/W4391913857, https://openalex.org/W2358668433, https://openalex.org/W4396701345, https://openalex.org/W2376932109, https://openalex.org/W2001405890, https://openalex.org/W4396696052 |
| cited_by_count | 24 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 7 |
| counts_by_year[1].year | 2024 |
| counts_by_year[1].cited_by_count | 1 |
| counts_by_year[2].year | 2023 |
| counts_by_year[2].cited_by_count | 1 |
| counts_by_year[3].year | 2022 |
| counts_by_year[3].cited_by_count | 5 |
| counts_by_year[4].year | 2021 |
| counts_by_year[4].cited_by_count | 4 |
| counts_by_year[5].year | 2020 |
| counts_by_year[5].cited_by_count | 5 |
| counts_by_year[6].year | 2019 |
| counts_by_year[6].cited_by_count | 1 |
| locations_count | 4 |
| best_oa_location.id | pmh:oai:pubmedcentral.nih.gov:6214486 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S2764455111 |
| best_oa_location.source.issn | |
| best_oa_location.source.type | repository |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | |
| best_oa_location.source.is_core | False |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | PubMed Central |
| best_oa_location.source.host_organization | https://openalex.org/I1299303238 |
| best_oa_location.source.host_organization_name | National Institutes of Health |
| best_oa_location.source.host_organization_lineage | https://openalex.org/I1299303238 |
| best_oa_location.license | |
| best_oa_location.pdf_url | |
| best_oa_location.version | submittedVersion |
| best_oa_location.raw_type | Text |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | False |
| best_oa_location.is_published | False |
| best_oa_location.raw_source_name | Appl Phys Rev |
| best_oa_location.landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/6214486 |
| primary_location.id | doi:10.1063/1.4998144 |
| primary_location.is_oa | False |
| primary_location.source.id | https://openalex.org/S4210229136 |
| primary_location.source.issn | 1931-9401 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 1931-9401 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Applied Physics Reviews |
| primary_location.source.host_organization | https://openalex.org/P4310320257 |
| primary_location.source.host_organization_name | American Institute of Physics |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310320257 |
| primary_location.source.host_organization_lineage_names | American Institute of Physics |
| primary_location.license | |
| primary_location.pdf_url | |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Applied Physics Reviews |
| primary_location.landing_page_url | https://doi.org/10.1063/1.4998144 |
| publication_date | 2018-03-01 |
| publication_year | 2018 |
| referenced_works | https://openalex.org/W2040186377, https://openalex.org/W2525254816, https://openalex.org/W2046759075, https://openalex.org/W2089937897, https://openalex.org/W2124138287, https://openalex.org/W2009447971, https://openalex.org/W2127951107, https://openalex.org/W2043419861, https://openalex.org/W6643231536, https://openalex.org/W2103455761, https://openalex.org/W2055460625, https://openalex.org/W2071661624, https://openalex.org/W2056558085, https://openalex.org/W1994616650, https://openalex.org/W114517082, https://openalex.org/W2117781171, https://openalex.org/W4230900352, https://openalex.org/W2161444534, https://openalex.org/W2017880874, https://openalex.org/W2138103254, https://openalex.org/W2089877855, https://openalex.org/W2049105597, https://openalex.org/W2077907817, https://openalex.org/W2162995747, https://openalex.org/W2022623438, https://openalex.org/W2087133352, https://openalex.org/W2085897329, https://openalex.org/W2008749903, https://openalex.org/W2019954622, https://openalex.org/W2078378264, https://openalex.org/W1994530324, https://openalex.org/W1968362901, https://openalex.org/W2116782228, https://openalex.org/W1989119593, https://openalex.org/W2316573485, https://openalex.org/W2010782078, https://openalex.org/W1984988010, https://openalex.org/W2070428620, https://openalex.org/W2102331891, https://openalex.org/W1973211001, https://openalex.org/W1990047671, https://openalex.org/W2035224697, https://openalex.org/W2061201858, https://openalex.org/W2083465431, https://openalex.org/W2029499829, https://openalex.org/W2017104823, https://openalex.org/W2093825153, https://openalex.org/W1982399462, https://openalex.org/W2052518099, https://openalex.org/W2096268394, https://openalex.org/W2053324206, https://openalex.org/W2089525269, https://openalex.org/W2288272711, https://openalex.org/W2132164764, https://openalex.org/W1979467187, https://openalex.org/W2165853766, https://openalex.org/W2001957914, https://openalex.org/W4211105458, https://openalex.org/W2050560732, https://openalex.org/W2094106520, https://openalex.org/W1994686850, https://openalex.org/W2133061984, https://openalex.org/W2022522131, https://openalex.org/W1990910702, https://openalex.org/W1977280998, https://openalex.org/W1990393409, https://openalex.org/W2030976617, https://openalex.org/W2230728100, https://openalex.org/W1978281224, https://openalex.org/W2070576166, https://openalex.org/W2090957664, https://openalex.org/W2041296184, https://openalex.org/W2081150099, https://openalex.org/W2128089522, https://openalex.org/W2050626190, https://openalex.org/W2062613656, https://openalex.org/W2063943101, https://openalex.org/W1993581680, https://openalex.org/W2166929089, https://openalex.org/W2074791001, https://openalex.org/W2071077478, https://openalex.org/W2119859462, https://openalex.org/W2139129568, https://openalex.org/W2514620544, https://openalex.org/W1985847842, https://openalex.org/W2025056376, https://openalex.org/W1976398225, https://openalex.org/W1972950519, https://openalex.org/W2086671075, https://openalex.org/W2250894080, https://openalex.org/W1989347866, https://openalex.org/W3022476158, https://openalex.org/W4251558238, https://openalex.org/W2105776574, https://openalex.org/W2912850543, https://openalex.org/W2125551373, https://openalex.org/W2057989705, https://openalex.org/W2613825967, https://openalex.org/W29133407, https://openalex.org/W2505585705, https://openalex.org/W4285719527, https://openalex.org/W2504619654, https://openalex.org/W2585104456, https://openalex.org/W2493977830 |
| referenced_works_count | 104 |
| abstract_inverted_index.a | 63, 134, 213 |
| abstract_inverted_index.In | 44, 85, 182 |
| abstract_inverted_index.We | 0, 17, 60, 154 |
| abstract_inverted_index.as | 212 |
| abstract_inverted_index.at | 94, 104 |
| abstract_inverted_index.be | 76, 195 |
| abstract_inverted_index.in | 10, 36, 40, 118, 130, 133, 159, 163, 165, 177, 218 |
| abstract_inverted_index.is | 121 |
| abstract_inverted_index.it | 74, 138, 146, 193 |
| abstract_inverted_index.of | 4, 23, 186, 202, 206, 216 |
| abstract_inverted_index.on | 49, 114 |
| abstract_inverted_index.or | 7, 13 |
| abstract_inverted_index.to | 57, 79, 147, 191 |
| abstract_inverted_index.we | 47, 88 |
| abstract_inverted_index.and | 33, 38, 42, 70, 91, 102, 125, 128, 144, 168, 179, 199, 210 |
| abstract_inverted_index.are | 55, 172, 221 |
| abstract_inverted_index.can | 75, 194 |
| abstract_inverted_index.for | 66 |
| abstract_inverted_index.how | 73, 157, 169 |
| abstract_inverted_index.its | 141 |
| abstract_inverted_index.new | 214 |
| abstract_inverted_index.six | 20 |
| abstract_inverted_index.the | 2, 50, 184, 189, 200 |
| abstract_inverted_index.four | 52, 81 |
| abstract_inverted_index.from | 139 |
| abstract_inverted_index.next | 61, 155 |
| abstract_inverted_index.show | 72 |
| abstract_inverted_index.that | 54, 98 |
| abstract_inverted_index.then | 71, 173 |
| abstract_inverted_index.this | 45 |
| abstract_inverted_index.with | 109 |
| abstract_inverted_index.broad | 21 |
| abstract_inverted_index.cause | 145 |
| abstract_inverted_index.first | 18, 51 |
| abstract_inverted_index.focus | 48 |
| abstract_inverted_index.given | 135 |
| abstract_inverted_index.small | 95 |
| abstract_inverted_index.state | 143 |
| abstract_inverted_index.these | 80, 160, 170 |
| abstract_inverted_index.using | 203 |
| abstract_inverted_index.which | 119, 131, 192 |
| abstract_inverted_index.and/or | 197 |
| abstract_inverted_index.attain | 148 |
| abstract_inverted_index.define | 19 |
| abstract_inverted_index.degree | 190, 215 |
| abstract_inverted_index.design | 220 |
| abstract_inverted_index.ground | 142 |
| abstract_inverted_index.larger | 105 |
| abstract_inverted_index.length | 96, 106 |
| abstract_inverted_index.likely | 151 |
| abstract_inverted_index.modify | 99 |
| abstract_inverted_index.review | 1 |
| abstract_inverted_index.scales | 97 |
| abstract_inverted_index.system | 136 |
| abstract_inverted_index.applied | 78 |
| abstract_inverted_index.broadly | 77 |
| abstract_inverted_index.by—or | 175 |
| abstract_inverted_index.classes | 22, 53 |
| abstract_inverted_index.concept | 3 |
| abstract_inverted_index.develop | 62 |
| abstract_inverted_index.equally | 150 |
| abstract_inverted_index.freedom | 217 |
| abstract_inverted_index.kinetic | 14, 30, 126 |
| abstract_inverted_index.origins | 185 |
| abstract_inverted_index.prevent | 137 |
| abstract_inverted_index.results | 162 |
| abstract_inverted_index.review, | 46 |
| abstract_inverted_index.scales; | 107 |
| abstract_inverted_index.states. | 153 |
| abstract_inverted_index.systems | 108, 117 |
| abstract_inverted_index.through | 123 |
| abstract_inverted_index.behavior | 103 |
| abstract_inverted_index.classes. | 84 |
| abstract_inverted_index.describe | 89, 156 |
| abstract_inverted_index.inherent | 56 |
| abstract_inverted_index.material | 100 |
| abstract_inverted_index.modeling | 41 |
| abstract_inverted_index.physical | 166 |
| abstract_inverted_index.several, | 149 |
| abstract_inverted_index.summary, | 183 |
| abstract_inverted_index.attaining | 140 |
| abstract_inverted_index.composite | 115 |
| abstract_inverted_index.developed | 122 |
| abstract_inverted_index.framework | 65 |
| abstract_inverted_index.materials | 58, 68, 187, 207, 219 |
| abstract_inverted_index.predicted | 196 |
| abstract_inverted_index.primarily | 113 |
| abstract_inverted_index.processes | 161 |
| abstract_inverted_index.sections, | 87 |
| abstract_inverted_index.chemistry, | 12 |
| abstract_inverted_index.described. | 222 |
| abstract_inverted_index.describing | 67 |
| abstract_inverted_index.engineered | 110 |
| abstract_inverted_index.materials. | 16 |
| abstract_inverted_index.materials; | 116 |
| abstract_inverted_index.nucleation | 124 |
| abstract_inverted_index.phenomena. | 59 |
| abstract_inverted_index.phenomena; | 127 |
| abstract_inverted_index.processing | 178, 211 |
| abstract_inverted_index.properties | 101, 167 |
| abstract_inverted_index.stochastic | 83, 204 |
| abstract_inverted_index.structural | 90 |
| abstract_inverted_index.structure, | 11, 208 |
| abstract_inverted_index.subsequent | 86 |
| abstract_inverted_index.variations | 164, 171 |
| abstract_inverted_index.accentuated | 174 |
| abstract_inverted_index.constraints | 132 |
| abstract_inverted_index.controlled, | 198 |
| abstract_inverted_index.degeneracy; | 34 |
| abstract_inverted_index.equilibrium | 25 |
| abstract_inverted_index.frustration | 32 |
| abstract_inverted_index.imprecision | 35 |
| abstract_inverted_index.possibility | 201 |
| abstract_inverted_index.procedures. | 181 |
| abstract_inverted_index.properties, | 209 |
| abstract_inverted_index.simulation. | 43 |
| abstract_inverted_index.(degenerate) | 152 |
| abstract_inverted_index.descriptions | 205 |
| abstract_inverted_index.fluctuations | 9, 93 |
| abstract_inverted_index.mathematical | 64 |
| abstract_inverted_index.uncontrolled | 8 |
| abstract_inverted_index.compositional | 92 |
| abstract_inverted_index.concentrating | 112 |
| abstract_inverted_index.fluctuations, | 111 |
| abstract_inverted_index.fluctuations; | 27, 29, 31 |
| abstract_inverted_index.manufacturing | 180 |
| abstract_inverted_index.measurements; | 37 |
| abstract_inverted_index.stochasticity | 39, 69, 120, 158 |
| abstract_inverted_index.unpredictable | 6 |
| abstract_inverted_index.configurations | 129 |
| abstract_inverted_index.processes—in | 15 |
| abstract_inverted_index.stochasticity, | 188 |
| abstract_inverted_index.stochasticity: | 24 |
| abstract_inverted_index.(thermodynamic) | 26 |
| abstract_inverted_index.materials-related | 82 |
| abstract_inverted_index.stochasticity—i.e., | 5 |
| abstract_inverted_index.amplify—stochasticity | 176 |
| abstract_inverted_index.structural/compositional | 28 |
| cited_by_percentile_year.max | 99 |
| cited_by_percentile_year.min | 89 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 12 |
| citation_normalized_percentile.value | 0.93632777 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |