XiaoMi-AI文件搜索系统
World File Search Systemremains
关于强化学习的模型三分法
加固学习的成功（RL）至关重要地取决于有效的功能，在处理复杂的地面模型时。现有的样本效率RL算法主要采用三种方法来近似：基于策略，基于价值和基于模型的方法。How- ever, in the face of model misspecification—a disparity between the ground-truth and op- timal function approximators— it is shown that policy-based approaches can be robust even when the policy function approximation is under a large locally-bounded misspecifica- tion error, with which the function class may exhibit a Ω(1) approximation error in spe- cific states and actions, but remains small on average within a policy-induced state 分配。然而，是否可以通过基于价值和基于模型的方法来实现类似的鲁棒性，尤其是在常规函数近似中，这仍然是一个空旷的问题。
Akane Wa
Controlling microstructure in fusion-based metal additive manufacturing (AM) remains a challenge due to numerous parameters directly impacting solidification conditions. Multiprincipal element alloys (MPEAs) offer a vast compositional design space for microstructural engineering due to their chemical complexity and exceptional properties. Here, we establish a novel alloy design paradigm in MPEAs for AM using the FeMnCoCr system. By exploiting the decreasing phase stability with increasing Mn content, we achieve notable grain refinement and breakdown of columnar grain growth. We combine thermodynamic modeling, operando synchrotron X-ray diffraction, multiscale microstructural characterization, and mechanical testing to gain insight into the solidification physics and its ramifications on the resulting microstructure. This work paves way for tailoring grain sizes through targeted manipulation of phase stability, thereby advancing microstructure control in AM.
Selective Growth of GaP Crystals on CMOS-Compatible Si Nanotip Wafers by Gas Source Molecular Beam Epitaxy
ABSTRACT: Gallium phosphide (GaP) is a III − V semiconductor with remarkable optoelectronic properties, and it has almost the same lattice constant as silicon (Si). However, to date, the monolithic and large-scale integration of GaP devices with silicon remains challenging. In this study, we present a nanoheteroepitaxy approach using gas-source molecular-beam epitaxy for selective growth of GaP islands on Si nanotips, which were fabricated using complementary metal − oxide semiconductor (CMOS) technology on a 200 mm n-type Si(001) wafer. Our results show that GaP islands with sizes on the order of hundreds of nanometers can be successfully grown on CMOS-compatible wafers. These islands exhibit a zinc-blende phase and possess optoelectronic properties similar to those of a high-quality epitaxial GaP layer. This result marks a notable advancement in the seamless integration of GaP- based devices with high scalability into Si nanotechnology and integrated optoelectronics. ■ INTRODUCTION
全球能源独立计划-Kimball Ladien
1 Square Tube (A) at, e.g., 30° angle might be the most efficient design for a Self-Contained GEIP System divided into Left (A1) and Right (A2) sides divided by a common Wall (A3) 2 Liquid pumped into A1 to such a height that geothermal heat turns liquid into steam at the bottom of the Tube but the fluid in A1 remains liquid that is turned into gas in A2, thus driving the Turbine (C ) 3 Turbine (C ) drives a Shaft (E ) (variable length) that turns a Generator (F) to generate electricity 4 Steam rises on Right Side of Square Tube (A2) 5 Large Fan (G) at top of Square Tube (A) covering A1 and A2 draws steam in A2 and allows it to condense back to Liquid in A1 6 Any water condensing on the right side of shaft (A2) rolls down the inner wall (A3) and is captured by the逆时针旋转涡轮和A1中的流体，使地热热驱动一个独立的GEIP系统，可产生清洁，可再生，恒定的能量
心血管疾病治疗的时间表
• Cardiovascular disease (CVD) remains the leading cause of death in the United States, accounting for 928,741 deaths in 2020.1 • In 2020, the leading cause of deaths attributable to CVD in the United States was coronary heart disease (CHD) at 41.2%, followed by stroke (17.3%), other CVD (16.8%), high blood pressure (12.9%), heart failure （9.2％）和动脉疾病（2.6％）。1•2018年至2019年美国，美国CVD总CVD的直接和间接成本为4073亿美元（直接成本为2514亿美元，生产率损失/死亡率为1559亿美元）。 1•平均而言，在美国，每36秒的CVD死亡。2•全球，CVD是死亡的主要原因，占2019年全球死亡的32％。1•2018年至2019年美国，美国CVD总CVD的直接和间接成本为4073亿美元（直接成本为2514亿美元，生产率损失/死亡率为1559亿美元）。1•平均而言，在美国，每36秒的CVD死亡。2•全球，CVD是死亡的主要原因，占2019年全球死亡的32％。
国家性别顾问，Cabo Verde
收集信息以指导和监控实施性别响应项目的努力，该项目积极赋予妇女，促进公平的利益共享，并有助于减少性别不平等。数据收集和分析将在性别分析报告中产生，围绕六个相互关联的领域构建：法律和习惯权和实践；角色和责任；资源访问和控制；社会规范，信念和实践；代表，参与和权力；以及环境压力和脆弱性。Having identified the gender-based constraints and opportunities (through the Gender Analysis), produce a Gender Action Plan, outlining the concrete steps that the project will take to address the genderbased barriers and opportunities identified during the analysis, and to ensure that the project is and remains gender-responsive, including targets and a monitoring plan for all the project-affected communities on the islands of Brava, Fogo, Maio, Sal, Santo安提特（Antão）和圣维森特（SãoVicente）。特定目标
2024 ANNUAL REPORT
Mr Ebel, let's talk first about last year. How did it go for TUI ? It was very successful, in a demanding market environment, especially considering the political and economic conditions – above all in Germany and in Europe. The financial year 2024 was very successful for TUI . We have reported very positive progress on revenue as well as earnings. Sustainable, profitable growth remains our aim, but that includes a healthy balance sheet structure. We are a big step closer to our target of reducing net leverage to well below 1x. We have maintained our crucial focus on free cashflow, which we are using for investments and for paying back debt. We are investing selectively in operations with a promising future, but at the same time we are strengthening our financial basis. That is in the best interests of the company, our shareholders and our employees. TUI is much more robust today.
创伤后应激障碍的重点干预措施
摘要背景：创伤后应激障碍（PTSD）提出了全球公共卫生挑战。用于PTSD的基于证据的心理疗法（EBP）减少症状并证明功能（Forbes等人，吉尔福德出版社，2020，3）。但是，这些干预措施的访问和参与的许多障碍。 As a result, the use of EBPs in community settings remains disappointingly low (Charney et al., Psychological Trauma: Theory, Research, Practice, and Policy , 11, 2019, 793; Richards et al., Community Mental Health Journal , 53, 2017, 215), and not all patients who re- ceive an EBP for PTSD benefit optimally (Asmundson et al., Cognitive Behaviour Therapy , 48, 2019, 1). 人工智能（AI）的进步已经引入了新的可能性，以增加对心理健康干预措施的访问和质量。 目的：本文审查了访问和参与PTSD的EBP的关键障碍，讨论了AI在PTSD治疗中的当前应用，并为未来的AI集成提供了建议，旨在减少访问和参与度的障碍。 讨论：我们建议将AI用于（1）评估治疗保真度； （2）阐明治疗辍学和结果的新预测因素； （3）促进患者参与治疗任务，包括治疗实践。 还考虑了技术进步的潜在途径。但是，这些干预措施的访问和参与的许多障碍。As a result, the use of EBPs in community settings remains disappointingly low (Charney et al., Psychological Trauma: Theory, Research, Practice, and Policy , 11, 2019, 793; Richards et al., Community Mental Health Journal , 53, 2017, 215), and not all patients who re- ceive an EBP for PTSD benefit optimally (Asmundson et al., Cognitive Behaviour Therapy , 48, 2019, 1).人工智能（AI）的进步已经引入了新的可能性，以增加对心理健康干预措施的访问和质量。目的：本文审查了访问和参与PTSD的EBP的关键障碍，讨论了AI在PTSD治疗中的当前应用，并为未来的AI集成提供了建议，旨在减少访问和参与度的障碍。讨论：我们建议将AI用于（1）评估治疗保真度； （2）阐明治疗辍学和结果的新预测因素； （3）促进患者参与治疗任务，包括治疗实践。还考虑了技术进步的潜在途径。
United States Army Annual Financial Statement
In addition to optimizing and safeguarding the Army's resources, we owe our leaders reliable and timely financial information so that they can make informed business decisions. Providing this information is central to our mission. Receiving an unqualified audit opinion on our financial statements certifies the reliability of our financial information and, hence, remains an Army priority. Over the past year, we have made major strides in achieving this goal. For example, this year's accomplishments include: completion of milestone 3 of our Single Stock Fund implementation; Army-wide deployment of the Defense Property Accountability System; exceeding our goals for improving our accounting processes, including reducing problem disbursements, negative unliquidated obligations and outstanding travel advances and liquidating obligations in appropriations in advance of their cancellation; partnering on and advancing the development of a CFO compliant enterprise resource plan for our Logistics Modernization Program; and, positioning the Army National Guard to move simultaneously with the rest of the Army to the Department of Defense Financial Management Modernization Program's approved architecture.
关于荷兰EMF活动的报告
关于低频EMF，荷兰的一般人群没有法律敞口限制。自2005年以来，部长级建议建议地方当局和网格公司避免在间接高压电力线周围的儿童长期停留的新情况下尽可能合理地创建新情况，每年平均磁通量密度大于0.4μt。在荷兰卫生委员会的建议和国家咨询程序的建议下，该预防政策于2023年修订。Near overhead power lines (50 kV and higher), the advice remains to avoid as much as reasonably possible new situations in which the annually averaged magnetic flux density is greater than 0.4 μT, by keeping distance between the power line and homes (dwellings and other forms of housing where people stay for long periods (such as nursing homes and institutions for people with disabilities), schools, kindergartens (crèches) and day care centres.此外，为了修改架空电源线以及所有其他新的或修改的净组件（地下电缆，变电站）的合理，必须采取比例措施来减少暴露，而无需应用特定的磁通量密度，例如相位最佳化，三角形的形成，减少导体之间的距离，避开沿外壁，天花板或变电站围栏的导体。