C. Suh, Clyde Fare, J. Warren, Edward O. Pyzer-Knapp
{"title":"Evolving the Materials Genome: How Machine Learning Is Fueling the Next Generation of Materials Discovery","authors":"C. Suh, Clyde Fare, J. Warren, Edward O. Pyzer-Knapp","doi":"10.1146/annurev-matsci-082019-105100","DOIUrl":"https://doi.org/10.1146/annurev-matsci-082019-105100","url":null,"abstract":"Machine learning, applied to chemical and materials data, is transforming the field of materials discovery and design, yet significant work is still required to fully take advantage of machine learning algorithms, tools, and methods. Here, we review the accomplishments to date of the community and assess the maturity of state-of-the-art, data-intensive research activities that combine perspectives from materials science and chemistry. We focus on three major themes—learning to see, learning to estimate, and learning to search materials—to show how advanced computational learning technologies are rapidly and successfully used to solve materials and chemistry problems. Additionally, we discuss a clear path toward a future where data-driven approaches to materials discovery and design are standard practice.","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"92 1","pages":""},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83460546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Morphology-Related Functionality in Nanoarchitectured GaN","authors":"A. Chatterjee, S. Acharya, S. M. Shivaprasad","doi":"10.1146/annurev-matsci-081919-014810","DOIUrl":"https://doi.org/10.1146/annurev-matsci-081919-014810","url":null,"abstract":"Integrating silicon and III-nitride technologies for high-speed and large bandwidth communication demands optically interconnected active components that detect, process, and emit photons and elect...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"6 1","pages":"179-206"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81877859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Thermoelectric Properties of Semiconducting Polymers","authors":"K. Peterson, E. M. Thomas, M. Chabinyc","doi":"10.1146/annurev-matsci-082219-024716","DOIUrl":"https://doi.org/10.1146/annurev-matsci-082219-024716","url":null,"abstract":"Semiconducting polymers have the potential to be used in thermoelectric devices that are lightweight, flexible, and fabricated using solution processing. Because of the structural and energetic disorder of these polymers, the relationship between their structure and thermoelectric properties is complex. We review how interrelated processing routes and doping methods affect the thermoelectric properties of polymers. The studies highlighted here have led to correlations between thermopower and electrical conductivity that can be described by theories under investigation. With greater understanding of the materials properties behind their performance, semiconducting polymers can be used in future power generation or cooling devices.","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"22 1","pages":""},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85631888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
P. Cantwell, T. Frolov, T. Rupert, A. Krause, Christopher J. Marvel, G. Rohrer, J. Rickman, M. Harmer
{"title":"Grain Boundary Complexion Transitions","authors":"P. Cantwell, T. Frolov, T. Rupert, A. Krause, Christopher J. Marvel, G. Rohrer, J. Rickman, M. Harmer","doi":"10.1146/annurev-matsci-081619-114055","DOIUrl":"https://doi.org/10.1146/annurev-matsci-081619-114055","url":null,"abstract":"Grain boundaries can undergo phase-like transitions, called complexion transitions, in which their structure, composition, and properties change discontinuously as temperature, bulk composition, an...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"2 1","pages":"465-492"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83711325","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Frontiers in the Simulation of Dislocations","authors":"N. Bertin, R. Sills, W. Cai","doi":"10.1146/annurev-matsci-091819-015500","DOIUrl":"https://doi.org/10.1146/annurev-matsci-091819-015500","url":null,"abstract":"Dislocations play a vital role in the mechanical behavior of crystalline materials during deformation. To capture dislocation phenomena across all relevant scales, a multiscale modeling framework o...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"17 1","pages":"437-464"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83957494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
C. Sow, P. Suchithra, Gangaiah Mettela, G. U. Kulkarni
{"title":"Noble Metal Nanomaterials with Nontraditional Crystal Structures","authors":"C. Sow, P. Suchithra, Gangaiah Mettela, G. U. Kulkarni","doi":"10.1146/annurev-matsci-092519-103517","DOIUrl":"https://doi.org/10.1146/annurev-matsci-092519-103517","url":null,"abstract":"Abstract Noble metals (Ru, Os, Rh, Ir, Pd, Pt, Ag, and Au) are known for their extraordinary oxidant-resistant behavior, good electrical and thermal conductivity, high work function, and brilliant ...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"36 1","pages":"345-370"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89892433","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"High-Energy X-Ray Diffraction Microscopy in Materials Science","authors":"J. Bernier, R. Suter, A. Rollett, J. Almer","doi":"10.1146/annurev-matsci-070616-124125","DOIUrl":"https://doi.org/10.1146/annurev-matsci-070616-124125","url":null,"abstract":"High-energy diffraction microscopy (HEDM) is an implementation of three-dimensional X-ray diffraction microscopy. HEDM yields maps of internal crystal orientation fields, strain states, grain shape...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"26 1","pages":"395-436"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81728732","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Po‐Hsiu Chien, Kent J. Griffith, Haoyu Liu, Z. Gan, Yan‐Yan Hu
{"title":"Recent Advances in Solid-State Nuclear Magnetic Resonance Techniques for Materials Research","authors":"Po‐Hsiu Chien, Kent J. Griffith, Haoyu Liu, Z. Gan, Yan‐Yan Hu","doi":"10.1146/annurev-matsci-091019-011049","DOIUrl":"https://doi.org/10.1146/annurev-matsci-091019-011049","url":null,"abstract":"Establishing structure–property correlations is of paramount importance to materials research. The ability to selectively detect observable magnetization from transitions between quantized spin sta...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"59 1","pages":"493-520"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89488465","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Innes McClelland, B. Johnston, P. Baker, Marco Amores, E. Cussen, S. Corr
{"title":"Muon Spectroscopy for Investigating Diffusion in Energy Storage Materials","authors":"Innes McClelland, B. Johnston, P. Baker, Marco Amores, E. Cussen, S. Corr","doi":"10.1146/annurev-matsci-110519-110507","DOIUrl":"https://doi.org/10.1146/annurev-matsci-110519-110507","url":null,"abstract":"We review recent applications of positive muon spin relaxation (μSR) spectroscopy as an active probe of ion diffusion in energy storage materials. μSR spectroscopy allows the study of ionic diffusi...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"29 1","pages":"371-393"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75807417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Self-Assembly of Block Copolymers with Tailored Functionality: From the Perspective of Intermolecular Interactions","authors":"Rui-Yang Wang, Moon Jeong Park","doi":"10.1146/annurev-matsci-081519-020046","DOIUrl":"https://doi.org/10.1146/annurev-matsci-081519-020046","url":null,"abstract":"Recent advances in the synthesis of block copolymers have enabled the creation of smart and functional designer polymers possessing specific intermolecular interactions. The long-range nature of th...","PeriodicalId":8055,"journal":{"name":"Annual Review of Materials Research","volume":"38 1","pages":"521-549"},"PeriodicalIF":9.7,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85683526","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}