Study of initial void formation and electron wind force for scaling effects on electromigration in Cu interconnects

textThe continuing scaling of integrated circuits beyond 22nm technology node poses increasing challenges to Electromigration (EM) reliability for Cu on-chip interconnects. First, the width of Cu lines in advanced technology nodes is less than the electron mean free path which is 39nm in Cu at room temperature. This is a new size regime where any new scaling effect on EM is of basic interest. And second, the reduced line width necessitates the development of new methods to analyze the EM characteristics. Such studies will require the development of well controlled processes to fabricate suitable test structures for EM study and model verification. This dissertation is to address these critical issues for EM in Cu interconnects. The dissertation first studies the initial void growth under EM, which is critical for measurement of the EM lifetime and statistics. A method based on analyzing the resistance traces obtained from EM tests of multi-link structures has been developed. The results indicated that there are three stages in the resistance traces where the rate of the initial void growth in Stage I is lower than that in Stage III after interconnect failure and they are linearly correlated. An analysis extending the Korhonen model has been formulated to account for the initial void formation. In this analysis, the stress evolution in the line during void growth under EM was analyzed in two regions and an analytic solution was deduced for the void growth rate. A Monte Carlo grain growth simulation based on the Potts model was performed to obtain grain structures for void growth analysis. The results from this analysis agreed reasonably well with the EM experiments. The next part of the dissertation is to study the size effect on the electron wind force for a thin film and for a line with a rectangular cross section. The electron wind force was modeled by considering the momentum transfer during collision between electrons and an atom. The scaling effect on the electron wind force was found to be represented by a size factor depending on the film/line dimensions. In general, the electron wind force is enhanced with increasing dimensional confinement. Finally, a process for fabrication of Si nanotrenches was developed for deposition of Cu nanolines with well-defined profiles. A self-aligned sub-lithographic mask technique was developed using polymer residues formed on Si surfaces during reactive ion etching of Si dioxide in a fluorocarbon plasma. This method was capable to fabricate ultra-narrow Si nanotrenches down to 20nm range with rectangular profiles and smooth sidewalls, which are ideal for studying EM damage mechanisms and model verification for future technology nodes.Physic

The significance of machine learning in neonatal screening for inherited metabolic diseases

BackgroundNeonatal screening for inherited metabolic diseases (IMDs) has been revolutionized by tandem mass spectrometry (MS/MS). This study aimed to enhance neonatal screening for IMDs using machine learning (ML) techniques.MethodsThe study involved the analysis of a comprehensive dataset comprising 309,102 neonatal screening records collected in the Ningbo region, China. An advanced ML system model, encompassing nine distinct algorithms, was employed for the purpose of predicting the presence of 31 different IMDs. The model was compared with traditional cutoff schemes to assess its diagnostic efficacy. Additionally, 180 suspected positive cases underwent further evaluation.ResultsThe ML system exhibited a significantly reduced positive rate, from 1.17% to 0.33%, compared to cutoff schemes in the initial screening, minimizing unnecessary recalls and associated stress. In suspected positive cases, the ML system identified 142 true positives with high sensitivity (93.42%) and improved specificity (78.57%) compared to the cutoff scheme. While false negatives emerged, particularly in heterozygous carriers, our study revealed the potential of the ML system to detect asymptomatic cases.ConclusionThis research provides valuable insights into the potential of ML in pediatric medicine for IMD diagnosis through neonatal screening, emphasizing the need for accurate carrier detection and further research in this domain

Desarrollo, subjetividad y transgresiones identitarias en las costas del sur- austral chileno

This work is part of an investigation into the contemporary dynamics of development and modernization in the southern and far southern coastal areas of Chile, specifically the shoreline of the northern part of the Aysen Region. The objective is to propose a theoretical-conceptual reflection to enable ethnographic data to be framed as a problem and interpreted as a function of a political reading which - why not say so? - could transform the world of the southern and far southern coastal zone. The central argument of the text is hypothetical: the dilemmas of development, in the current circumstances of the coasts of the Aysen Region, are susceptible of resolution (at least up to a point) from a conscious, reflexive change of perspective on culture as the word is understood in anthropology. Este trabajo se enmarca en una investigación sobre las dinámicas contemporáneas del desarrollo y la modernización en las costas sur-australes de Chile, específicamente en el litoral norte de la región de Aisén. A partir de un conjunto de datos etnográficos se propone una reflexión teórico-conceptual que permita problematizar e interpretar esos datos en función de una lectura política y, por qué no decirlo, transformadora del mundo costero sur-austral. El argumento central del texto tiene carácter hipotético: las encrucijadas del desarrollo, en las actuales coyunturas de las costas aiseninas, son susceptibles de ser resueltas (al menos hasta cierto punto) a partir de un giro reflexivo y consciente sobre eso que en antropología llamamos cultura

De-alloyed PtCu/C catalysts with enhanced electrocatalytic performance for the oxygen reduction reaction

After electrochemical de-alloying, PtCu/C catalyst with a rich Pt shell demonstrated an enhanced ORR activity and superior durability.National Key Research and Development Program of China (No. 2018YFB0105500

Modeling monthly flows of global air travel passengers: An open-access data resource

The global flow of air travel passengers varies over time and space, but analyses of these dynamics and their integration into applications in the fields of economics, epidemiology and migration, for example, have been constrained by a lack of data, given that air passenger flow data are often difficult and expensive to obtain. Here, these dynamics are modeled at a monthly scale to provide an open-access spatio-temporally resolved data source for research purposes (www.vbd-air.com/data). By refining an annual-scale model o

Large-Scale Fabrication of Ultrasensitive and Uniform Surface-Enhanced Raman Scattering Substrates for the Trace Detection of Pesticides

Technology transfer from laboratory into practical application needs to meet the demands of economic viability and operational simplicity. This paper reports a simple and convenient strategy to fabricate large-scale and ultrasensitive surface-enhanced Raman scattering (SERS) substrates. In this strategy, no toxic chemicals or sophisticated instruments are required to fabricate the SERS substrates. On one hand, Ag nanoparticles (NPs) with relatively uniform size were synthesized using the modified Tollens method, which employs an ultra-low concentration of Ag+ and excessive amounts of glucose as a reducing agent. On the other hand, when a drop of the colloidal Ag NPs dries on a horizontal solid surface, the droplet becomes ropy, turns into a layered structure under gravity, and hardens. During evaporation, capillary flow was burdened by viscidity resistance from the ropy glucose solution. Thus, the coffee-ring effect is eliminated, leading to a uniform deposition of Ag NPs. With this method, flat Ag NPs-based SERS active films were formed in array-well plates defined by hole-shaped polydimethylsiloxane (PDMS) structures bonded on glass substrates, which were made for convenient detection. The strong SERS activity of these substrates allowed us to reach detection limits down to 10−14 M of Rhodamine 6 G and 10−10 M of thiram (pesticide)

Modeling monthly flows of global air travel passengers: an open-access data resource

The global flow of air travel passengers varies over time and space, but analyses of these dynamics and their integration into applications in the fields of economics, epidemiology and migration, for example, have been constrained by a lack of data, given that air passenger flow data are often difficult and expensive to obtain. Here, these dynamics are modeled at a monthly scale to provide an open-access spatio-temporally resolved data source for research purposes (www.vbd-air.com/data). By refining an annual-scale model of Huang et al. (2013), we developed a set of Poisson regression models to predict monthly passenger volumes between directly connected airports during 2010. The models not only performed well in the United States with an overall accuracy of 93%, but also showed a reasonable confidence in estimating air passenger volumes in other regions of the world. Using the model outcomes, this research studied the spatio-temporal dynamics in the world airline network (WAN) that previous analyses were unable to capture. Findings on the monthly variation of WAN offer new knowledge for dynamic planning and strategy design to address global issues, such as disease pandemics and climate change

Methods for making controlled delivery devices having zero order kinetics

A method of making an injectable or implantable active agent delivery device capable of delivering a diagnostic, therapeutic, and/or prophylactic agent to a desired targeted site having orifice(s) on the surface is disclosed herein providing unidirectional release of the agent at a controlled desirable rate. The agent may include, but is not limited to, drugs, proteins, peptides, biomarkers, bioanalytes, and/or genetic material. The technology of the invention is based on parallel processing to fabricate micro-holes on tubes employing photo-lithography and reactive ion etching techniques and also incorporates a simple molding method to form the micro-holes on flexible polymer tubes, including bio-degradable tubes. The parallel processing method of the instant invention is fast, economical and well suited for mass production. The developed device, due to its composite structure, has the ability to combine several release mechanisms, leading to zero-order release kinetics for most of the time.Board of Regents, University of Texas Syste