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An explainable AI framework for robust and transparent data-driven wind turbine power curve models

Energy and AI 2024年第1期15卷 312-327页

作者： Simon Letzgus Klaus-robert müller machine Learning Group Technische Universitβe BerlinStraβe des 17.Juni 135Berlin10623Germany Berlin Institute for the Foundations of Learning and Data Berlin10587Germany Department of Artificial Intelligence Korea UniversitySeoul136-713South Korea max Planck Institute for Informatics Saarbrücken66123Germany

In recent years,increasingly complex machine learning methods have become state-of-the-art in modelling wind turbine power curves based on operational *** these methods often exhibit superior performance on test sets,they face criticism due to a perceived lack of transparency and concerns about their robustness in dynamic,non-stationary environments encountered by wind *** this work,we address these issues and present a framework that leverages explainable artificial intelligence methods to gain systematic insights into data-driven power curve *** its core,we propose a metric to quantify how well a learned model strategy aligns with the underlying physical principles of the *** novel tool enables model validation beyond the conventional error metrics in an automated *** demonstrate,for instance,its capacity as an indicator for model generalization even when limited data is ***,it facilitates understanding how decisions made during the machine learning development process,such as data selection,pre-processing,or training parameters,affect learned *** a result,we obtain physically more reasonable models,a prerequisite not only for robustness but also for meaningful insights into turbine operation by domain *** latter,we illustrate in the context of wind turbine performance *** summary,the framework aims to guide researchers and practitioners alike toward a more informed selection and utilization of data-driven wind turbine power curve models.

关键词： Explainable AI(XAI) machine learning Wind energy Wind turbine power curve SCADA Condition monitoring

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modern imaging techniques for preoperative detection of distant metastases in gastric cancer

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World Journal of Gastroenterology 2015年第37期21卷 10502-10509页

作者： robert m Kwee Thomas C Kwee Department of Radiology Maastricht University Medical Center Department of Radiology University Medical Center Utrecht

A substantial portion of patients with newly diagnosed gastric cancer has distant metastases(m1 disease).These patients have a very poor prognosis and it is generally accepted that they should be treated with noncurative intent. Because it dramatically changes prognosis and treatment plans, it is very important to diagnose distant metastases. In this article, the definition, pathways, incidence and sites of distant metastases in gastric cancer are ***, the current performance of imaging in detecting distant metastases in newly diagnosed gastric cancer is outlined and future prospects are discussed.

关键词： Gastric cancer Ultrasonography Distant metastases

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Specifications of Targeting Heterochromatin modifications in Plants

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molecular Plant 2018年第3期11卷 381-387页

作者： Jered m. Wendte robert J. Schmitz Department of Genetics University of Georgia Athens GA 30602 USA

Plants encode a diverse repertoire of DNA methyltransferases that have specialized to target cytosines for methylation in specific sequence contexts. These include the de novo methyltransferase, DOmAINS REARRANGED mETHYLTRANSFERASE 2 （DRm2）, which methylates cytosines in all sequence contexts through an RNA-guided process, the CHROmOmETHYLASES （CmTs）, which methylate CHH and CHG cytosines （where H is A, T, or C）, and mETHYLTRANSFERASE 1 （mET1）, which maintains methylation of symmetrical CG contexts. In this review, we discuss the sequence specificities and targeting of each of these pathways. In particular, we highlight recent studies that indicate CmTs preferentially target CWG or CWA/CAW motifs （where W is A or T）, and discuss how self-reinforcing feedback loops between DNA methyltransferases and histone modifications characteristic of heterochromatin specify targeting. Finally, the initiating events that lead to gene body methylation are discussed as a model illustrating how interde- pendent targeting of different silencing pathways can potentiate the establishment of off-target epialleles.

关键词： heterochromatin DNA methylation gene body methylation epiallele DNA methyltransferase,chromomethylase

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Evaluation of the Heat,Entropy,and Rotational Changes Produced by Gravitational Segregation during Core Formation

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Journal of Earth Science 2015年第1期26卷 124-133页

作者： Anne m.Hofmeister robert E.Criss Department of Earth and Planetary Sciences Washington University

Core formation by gravitational segregation allegedly released sufficient interior heat to melt the Earth. Analysis of the energetics, which compare gravitational potential energy （Ug） of a fictitious, homogeneous reference state to Earth＇s current layered configuration, needs updating to correct errors and omissions, and to accommodate recent findings：（1） An erroneous positive sign was used for Ug while maintaining the reference value of 0 at infinity, which results in an incorrect sign fur AUg, which is crucial in determining whether a process is endothermic or exothermic. （2） The value of Ug for Earth＇s initial state is uncertain. （3） Recent meteorite evidence indicates that core formation began before the Earth was full-sized, which severely limits AUg. （4） Inhomogeneous accretion additionally reduced AUg. （5） The potentially large effect of differential rotation between the core and the mantle was not accounted for. （6） Entropy changes associated with creating order were neglected. Accordingly, we revise values of Ug, evaluate uncertainties, and show that AUg was converted substantially to eonfigurational energy （TAS）. These considerations limit the large sources of primordial heat to impacts and radioactivity. Although these processes may play a role in core formation, their energies are independent of gravitational segregation, which produces order and rotational energy, not internal heat. Instead, gravitational segregation promotes planetary cooling mainly because it segregates lithophilic radioactive elements upward, increasing surface heat flux while shortening the distance over which radiogenic heat diffuses outwards.

关键词： core formation primordial heat configurational energy thermodynamics rotational energy.

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Identification of isopeptidase activity in the midgut of insects： Purification, properties and nutritional ecology of a Hofmannophila pseudospretella （Lepidoptera： Oecophoridae） larval enzyme

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Insect Science 2010年第4期17卷 325-334页

作者： robert m. Simpson John T. Christeller Plant and Food Research Institute Tennant Drive Palmerston North 4474 Private Bag 11 030 New Zealand

A γ-glutamyl transpeptidase （isopeptidase） has been purified 580-fold to homogeneity from the midgut of keratinophagous larvae of Hofmannophila pseudospretella. The enzyme is a single polypeptide of molecular mass 80 kDa. The enzyme was identified by its hydrolytic activity against the synthetic substrate, γ-glutamyl-AmC, its molecular mass and inhibition profile compared to other γ-glutamyl transpeptidases. The enzyme is low or absent from most other insect digestive systems apart from other keratinophagous lepidopteran larvae and predatory carabids. While isopepfide bonds are present in high levels of the proteins in the diet of keratinophages, their presence in the diet of predatory beetles has not been established.

关键词： γ-glutamyl transpeptidase Hofmannophila pseudospretella isopeptidase,keratinophagous nutritional ecology

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Diagnosis and management of testosterone deficiency

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Asian Journal of Andrology 2015年第2期17卷 177-186,I0006页

作者： James A mcBride Culley C Carson robert m Coward Department of Urology University of North Carolina School of Medicine NC USA.

Testosterone supplementation therapy （TST） use has dramatically increased over the past decade, due to the availability of newer agents, aggressive marketing, and an increasing incidence of testosterone deficiency （TD）. Despite the increase in TST, a degree of ambiguity remains as to the exact diagnostic criteria of TD, and administration and monitoring of TST. One explanation for this phenomenon is the complex role testosterone plays in multiple physiologic pathways. Numerous medical co-morbidities and medications can alter testosterone levels resulting in a wide range of nonspecific clinical signs and symptoms of TD. The diagnosis is also challenging due to the lack of a definitive serum total testosterone level that reliably correlates with symptoms. This observation is particularly true in the aging male and is exacerbated by inconsistencies between different laboratory assays. Several prominent medical societies have developed guideline statements to clarify the diagnosis, but they differ from each other and with expert opinion in several ways. Aside from diagnostic dilemmas, there are numerous subtle advantages and disadvantages of the various testosterone agents to appreciate. The available TST agents have changed significantly over the past decade similar to the trends in the diagnosis of TD. Therefore, as the usage of TST increases, clinicians will be challenged to maintain an up-to-date understanding of TD and TST. The purpose of this review is to provide a clear description of the current strategies for diagnosis and management of TD.

关键词： androgens erectile dysfunction hormones hypogonadism testosterone

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The heterogeneity of store-operated calcium entry in melanoma

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Science China(Life Sciences) 2016年第8期59卷 764-769页

作者： robert Hooper m.Raza Zaidi Jonathan Soboloff Fels Institute for Cancer Research and molecular Biology Lewis Katz School of Medicine at Temple University Department of medical Genetics & molecular Biochemistry Lewis Katz School of Medicine at Temple University

Calcium is a key regulator of many physiological processes that are perturbed in cancer, such as migration, proliferation and apoptosis. The proteins STIm and Orai mediate store-operated calcium entry(SOCE), the main pathway for calcium entry in non-excitable cells. Changes in the expression and function of STIm and Orai have been found in a range of cancer types and thus implicated in disease progression. Here we discuss the role of STIm, Orai and the SOCE pathway in the progression of melanoma and explore how the heterogeneous nature of melanoma may explain the lack of consensus in the field regarding the role of SOCE in the progression of this disease.

关键词： melanoma STIm1 Orail metastasis

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Current taxane formulations and emerging cabazitaxel delivery systems

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Nano Research 2018年第10期11卷 5193-5218页

作者： Boyang Sun robert m. Straubinger Jonathan F. Lovell Department of Biomedical Engineering University at Buffalo State University of New York Buffalo NY 14260 USA Department of Chemical and Biological Engineering University at Buffalo State University of New York Buffalo NY 14260 USA Department of Pharmaceutical Sciences University at Buffalo State University of New York Buffalo NY 14214 USA

Cabazitaxel is a second-generation taxane with promising anti-tumor activity and is approved for treating hormone-refractory metastatic prostate cancer previously treated with docetaxel. Although first-generation taxanes （i.e. paclitaxel and docetaxel） have sparked broad interest in a variety of drug delivery vehicles, fewer have yet been developed for cabazitaxel. This review summarizes several clinical-stage approaches for taxane formulation and recent efforts to develop novel cabazitaxel delivery systems.

关键词： cabazitaxel Jevtana taxanes drug delivery systems nanocarriers

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On-board measurement of emissions from liquefied petroleum gas,gasoline and diesel powered passenger cars in Algeria

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Journal of Environmental Sciences 2014年第8期26卷 1651-1659页

作者： Saadane Chikhi ménouèr Boughedaoui Rabah Kerbachi robert Joumard Department of Industrial Chemistry Faculty of TechnologyUniversity of Blida 1Route de SoumaaBlida 09000Algeria Environmental Science and Technology Laboratory National Polytechnic School of AlgiersAlgiers 16200Algeria Transport and Environment Laboratory IfsttarBronFrance

On-board measurements of unit emissions of CO,HC,NOx and CO2 were conducted on 17 private cars powered by different types of fuels including gasoline,dual gasoline–liquefied petroleum gas（LPG）,gasoline,and diesel. The tests performed revealed the effect of LPG injection technology on unit emissions and made it possible to compare the measured emissions to the European Artemis emission model. A sequential multipoint injection LPG kit with no catalyst installed was found to be the most efficient pollutant reduction device for all of the pollutants,with the exception of the NOx. Specific test results for a sub-group of LPG vehicles revealed that LPG-fueled engines with no catalyst cannot compete with catalyzed gasoline and diesel engines. Vehicle age does not appear to be a determining parameter with regard to vehicle pollutant emissions. A fuel switch to LPG offers many advantages as far as pollutant emissions are concerned,due to LPG＇s intrinsic ***,these advantages are being rapidly offset by the strong development of both gasoline and diesel engine technologies and catalyst converters. The LPG＇s performance on a chassis dynamometer under real driving conditions was better than expected. The enforcement of pollutant emission standards in developing countries is an important step towards introducing clean technology and reducing vehicle emissions.

关键词： Unit emission Pollutant Vehicle On-board measurement LPG Gasoline Diesel

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A machine learning approach for regional geochemical data:Platinum-group element geochemistry vs geodynamic settings of the North Atlantic Igneous Province

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Geoscience Frontiers 2021年第3期12卷 42-59页

作者： Jordan J.Lindsay Hannah S.R.hughes Christopher m.Yeomans Jens C.Ø.Andersen Iain mcDonald Camborne School of mines University of ExeterPenryn CampusPenrynCornwall TR109FEUnited Kingdom School of Earth and Ocean Sciences Main CollegeCardiff UniversityPark PlaceCardiff CF103ATUnited Kingdom

Whilst traditional approaches to geochemistry provide valuable insights into magmatic processes such as melting and element fractionation,by considering entire regional data sets on an objective basis using machine learning algorithms(mLAs),we can highlight new facets within the broader data structure and significantly enhance previous geochemical *** platinum-group element(PGE)budget of lavas in the North Atlantic Igneous Province(NAIP)has been shown to vary systematically according to age,geographic location and geodynamic *** the large multi-element geochemical data set available for the region,mLAs were employed to explore the magmatic controls on these shifting *** key advantage of using machine learning in analysis is its ability to cluster samples across multi-dimensional(i.e.,multi-element)*** NAIP data set is manipulated using Principal Component Analysis(PCA)and t-Distributed Stochastic Neighbour Embedding(t-SNE)techniques to increase separability in the data alongside clustering using the k-means *** new multi-element classification is compared to the original geographic classification to assess the performance of both *** workflow provides a means for creating an objective high-dimensional investigation on a geochemical data set and particularly enhances the identification of metallogenic anomalies across the *** techniques used highlight three distinct multi-element end-members which successfully capture the variability of the majority of elements included as input *** end-members are seen to fluctuate in prominence throughout the NAIP,which we propose reflects the changing geodynamic environment and melting ***,the variability of Pt and Pd are not reflected in mLA-based clustering trends,suggesting that they vary independently through controls not readily demonstrated by the NAIP major or trace element data structure(i.e.,other proxies for magmatic differe

关键词： Platinum-group elements machine learning Plume Geochemistry metallogenesis mantle

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