Opportunities for machine learning to accelerate halide-perovskite commercialization and scale-up by Kumar, Rishi E., Tiihonen, Armi, Sun, Shijing, Fenning, David P., Liu, Zhe, Buonassisi, Tonio

“…While halide perovskites attract significant academic attention, examples of at-scale industrial production are still sparse. In this perspective, we review practical challenges hindering the commercialization of halide perovskites, and discuss how machine-learning (ML) tools could help: (1) active-learning algorithms that blend institutional knowledge and human expertise could help stabilize and rapidly update baseline manufacturing processes; (2) ML-powered metrology, including computer imaging, could help narrow the performance gap between large- and small-area devices; and (3) inference methods could help accelerate root-cause analysis by reconciling multiple data streams and simulations, focusing research effort on areas with highest probability for improvement. …”
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Enforcing Identification and Authentication Policies at Scale in a Cloud Microservices Architecture by Sinha, Varnika

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Relationship between synoptic scale meteorology, aircraft parameters, and observable contrails by Barbosa, Maria Paula

“…Reliable flight attribution, therefore, is critical in verifying large-scale implementation of contrail avoidance strategies. …”
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Uniform volumetric single-cell processing for organ-scale molecular phenotyping by Yun, Dae Hee, Park, Young-Gyun, Cho, Jae Hun, Kamentsky, Lee, Evans, Nicholas B, DiNapoli, Nicholas, Xie, Katherine, Choi, Seo Woo, Albanese, Alexandre, Tian, Yuxuan, Sohn, Chang Ho, Zhang, Qiangge, Kim, Minyoung E, Swaney, Justin, Guan, Webster, Park, Juhyuk, Drummond, Gabi, Choi, Heejin, Ruelas, Luzdary, Feng, Guoping, Chung, Kwanghun

“…Extending single-cell analysis to intact tissues while maintaining organ-scale spatial information poses a major challenge due to unequal chemical processing of densely packed cells. …”
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Large-scale preparation of carbon-encapsulated cobalt nanoparticles by the catalytic method by Zhong, Z. Y., Lin, J. Y., Liu, Bing Hai, Ding, Jun, Dong, Zhili, White, Timothy John

“…With strategical selection of the water-soluble sodium chloride (NaCl) as the supporting material, we realized large-scale production of carbon-encapsulated cobalt nanoparticles with a productivity of almost 100%. …”
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Machine learning-based approaches for large-scale temporal data analytics by Seyed Ali Majid Zonoozi

“…The proposed model is able to learn and incorporate explicit periodic representations in different temporal scales, and can be optimized with multistep ahead prediction. …”
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Edge-preserving smoothing pyramid based multi-scale exposure fusion by Kou, Fei, Li, Zhengguo, Wen, Changyun, Chen, Weihai

“…Multi-scale exposure fusion is an efficient approach to fuse multiple differently exposed images of a high dynamic range (HDR) scene directly for displaying on a conventional low dynamic range (LDR) display device without generating an intermediate HDR image. …”
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Validation of the Needs Assessment of Family Caregivers - cancer scale in an Asian population by Yang, Winson Fu Zun, Liu, Jianlin, Chan, Yiong Huak, Griva, Konstadina, Kuparasundram, Sangita, Mahendran, Rathi

“…Methods: Participants (n= 363) completed questions on sociodemographics, the Depression Anxiety Stress Scale,the Zarit Burden Interview, the Caregiver Quality of Life Index-Cancer scale, and the NAFC-C. …”
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Evolving large-scale data stream analytics based on scalable PANFIS by Za'in, Choiru, Pratama, Mahardhika, Pardede, Eric

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Skeleton-based online action prediction using scale selection network by Liu, Jun, Shahroudy, Amir, Wang, Gang, Duan, Ling-Yu, Kot, Alex C.

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Carrier localization on the nanometer-scale limits transport in metal oxide photoabsorbers by Schleuning, Markus, Kölbach, Moritz, Ahmet, Ibbi, Präg, Raphael, Gottesman, Ronen, Gunder, Rene, Zhang, Mengyuan, Wargulski, Dan Ralf, Abou-Ras, Daniel, Grave, Daniel A., Abdi, Fatwa F., van de Krol, Roel, Schwarzburg, Klaus, Eichberger, Rainer, Friedrich, Dennis, Hempel, Hannes

“…However, their power conversion efficiencies usually suffer from poor transport of photogenerated charge carriers, which has been attributed previously to a variety of effects occurring on different time and length scales. In search for common understanding and for a better photo-conducting metal oxide photoabsorber, CuFeO2, α-SnWO4, BaSnO3, FeVO4, CuBi2O4, α-Fe2O3, and BiVO4 are compared. …”
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Large scale localization and mapping for deployment of robotic wheelchair in a building by Lim, Jit Ern

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A multi-scale attributes attention model for transport mode identification by Jiang, Guiyuan, Lam, Siew-Kei, He, Peilan, Ou, Changhai, Ai, Dihao

“…The proposed model first partitions the trajectories into different scales and extract the latent representation of local attributes at each scale. …”
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Development and validation of a motivational scale for taking librarian course in Japan by Asaishi, Takuma, Ikeuchi, Ui, Kiichiro, Kanai, Hinata, Yoshikazu, Zhu, Xinru

“…Subsequently, we prepared four sub-scales corresponding to each factor and completed the Motivation Scale for taking Librarian Course (MSLC). …”
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Real-time video streaming in large-scale collaborative virtual environment by Wang, Yingli.

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Supporting activex-based client for large-scale collaborative virtual environment by Wu, Liang.

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Multi-scale space smoothing and segmentation of range data for robot navigation by Tang, Fan

“…With the ideas of multi-scale filtering from image processing, an adaptive smoothing algorithm, with a model based mask, within a scale space framework is proposed for feature extraction from range data. …”
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Multiscale corner detection based on wavelet transform and scale-space theory by Gao, Xinting

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High performance nano-scale measurements by advanced atomic force estimation by Cui, Song

“…The resolutions of the AFM topography images are in the nanometer scale and they are limited only by the probe diameters. …”
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Multi-linear regression models for traffic prediction in large-scale networks by Zhao, XinYue

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