Communication Size Reduction of Federated Learning using Neural ODE Models

Federated learning is a machine learning approach in which data is not aggregated on a server, but is trained at clients locally, in consideration of security and privacy. ResNet is a classic but representative neural network that succeeds in deepening the neural network by learning a residual function that adds the inputs and outputs together. In federated learning, communication is performed between the server and clients to exchange weight parameters. Since ResNet has deep layers and a large number of parameters, the communication size becomes large. In this paper, we use Neural ODE as a lightweight model of ResNet to reduce communication size in federated learning. In addition, we newly introduce a flexible federated learning using Neural ODE models with different number of iterations, which correspond to ResNet models with different depths. Evaluation results using CIFAR-10 dataset show that the use of Neural ODE reduces communication size by up to 92.4% compared to ResNet. We also show that the proposed flexible federated learning can merge models with different iteration counts or depths

Modeling and Flight Data Analysis of Spacecraft Dynamics with a Large Solar Array Paddle

The Advanced Land Observing Satellite (ALOS) was launched on January 24 2006 and has been operated successfully since then. This satellite has the attitude dynamics characterized by three large flexible structures, four large moving components, and stringent attitude/pointing stability requirements. In particular, it has one of the largest solar array paddles. Presented in this paper are flight data analyses and modeling of spacecraft attitude motion induced by the large solar array paddle. On orbit attitude dynamics was first characterized and summarized. These characteristic motions associated with the solar array paddle were identified and assessed. These motions are thermally induced motion, the pitch excitation by the paddle drive, and the role excitation. The thermally induced motion and the pitch excitation by the paddle drive were modeled and simulated to verify the mechanics of the motions. The control law updates implemented to mitigate the attitude vibrations are also reported

Effects of Arranging Training Dikes on the Formation of Central Sandbars

Source: ICHE Conference Archive - https://mdi-de.baw.de/icheArchive

Effects of Aquatic Pole Walking on the Reduction of Spastic Hypertonia in a Patient with Hemiplegia: A Case Study

Here we report an acute effect of aquatic pole walking (PW) training intervention on a 64-year-old male patient with chronic hemiparesis and symptoms of spasticity in the right lower limb. A comparison of over ground walking before and after 20 minutes of aquatic PW training revealed a significant improvement in gait performance. As a main result, the average speed of walking after the intervention was 0.16 m/s after the intervention as compared to 0.04 m/s in the initial condition. The time taken for each stride cycle was drastically decreased, mainly due to shortening of the stance time. Underlying the improved gait performance was the emergence of functional muscle activity in the paralyzed and spastic leg muscles. The result observed in this patient should be further tested among a large population of patients presenting similar symptoms. Moreover, the basic mechanisms underlying aquatic PW intervention should be further elucidated

Interstitial Pneumonia Developed in HTLV-I Carriers: Report of Two Cases

Two carriers of human T-cell lymphotropic virus type I (HTLV-I) with interstitial pneumonia are described. The first case, a 60-year-old man, was admitted with cough and dyspnea on exertion. Light microscopy of a lung specimen obtained by a transbronchial lung biopsy (TBLB ) showed thickening of the alveolar walls with infiltration of lymphocytes and fibrosis of the pulmonary parenchyma. Immunohistochemical analysis of the TBLB specimen showed positive staining in the lymphocytes for UCHL-1. This case was suspected as HTLV-I associated bronchiolo-alveolar disorder. The second case, a 74-year-old man, visited our hospital because of a persistent productive cough and dyspnea on exertion. Light microscopy of the TBLB showed a slight thickening of the alveolar walls and fibrosis of the pulmonary parenchyma with minimal infiltration of lymphocytes. Only 2.2% of the bronchoalveolar lavage fluid consisted of lymphocytes. The findings of the second case suggest that some factors other than T-lymphocytes may be related with the development of interstitial pneumonia in HTLV-I carriers. Interstitial pneumonia in HTLV-I carriers may be caused by as yet undiscovered mechanisms. A cohort study involving residents of an area where HTLV-I is endemic should be conducted to clarify the mechanism of pulmonary involvement in HTLV-I carriers

An antiferromagnetically coupled heterometal Cu6Fe wheel

A heterometal Cu6Fe wheel molecule, [CuII6FeIII(HL)6- (OH)2(OCH3)4](NO3)3¢6H2O (1¢6H2O) (H2L = 1-(2-pyridine) 3-(2-pyrrole)acetylacetone) was synthesized by the one-pot reaction of H2L with copper and iron sources. X-ray structural analysis reveals that the heptanuclear wheel cluster consists of a central Fe(III) ion surrounded by six Cu(II) ions, linked through methoxo- and hydroxo-bridges. Cryomagnetic studies indicate intramolecular antiferromagnetic interactions were operative

Deep microbial proliferation at the basalt interface in 33.5–104 million-year-old oceanic crust

The upper oceanic crust is mainly composed of basaltic lava that constitutes one of the largest habitable zones on Earth. However, the nature of deep microbial life in oceanic crust remains poorly understood, especially where old cold basaltic rock interacts with seawater beneath sediment. Here we show that microbial cells are densely concentrated in Fe-rich smectite on fracture surfaces and veins in 33.5- and 104-million-year-old (Ma) subseafloor basaltic rock. The Fe-rich smectite is locally enriched in organic carbon. Nanoscale solid characterizations reveal the organic carbon to be microbial cells within the Fe-rich smectite, with cell densities locally exceeding 1010 cells/cm3. Dominance of heterotrophic bacteria indicated by analyses of DNA sequences and lipids supports the importance of organic matter as carbon and energy sources in subseafloor basalt. Given the prominence of basaltic lava on Earth and Mars, microbial life could be habitable where subsurface basaltic rocks interact with liquid water

キャリア ケイセイ シエン キョウイク プログラム ノ カイハツ ト キョウイク コウカ ノ ヒョウカ : チーム イリョウ タイケン ガクシュウ ノ ジッセンテキ ケンキュウ オ トオシテ

我々は歯学部学生のキャリア形成支援のための教育プログラム「チーム医療体験学習」を開発し， 歯学部の2，3，4年次の学生を対象として実施した。本プログラムは，グループワークによる事前学 習とチーム医療の現場体験を2つの柱とし，学生の歯科医療職としてのキャリア意識を強化することを 目的とした。プログラム終了時のアンケートから，学生には歯科専門職としての将来の姿勢や目指す方 向性が具体化すると同時に幅広い知識を身につけたいといった学習に対する動機付が強化されるなど 明らかな教育成果が認められた。プログラム実施前後のアンケートの分析結果から， 「チーム医療体験 学習」が歯学部学生のキャリア形成支援教育の手法として有効なプログラムである可能性が示唆された。We prepared career advancement program “Experience learning in medical team treatment" towards the second，third and fouth year students of dental school. This program consits of prior learning concerned with 'Team treatment and Dental profession' and experience learning in medical team treatment at Tokushima University Hospital. The purpose of this program was to rouse career conciousness as a dental profession. This program provided students with career image which they want to be in the future. Besides，they were motivated to study more widely to approach their own image. In this paper，we evaluated the effects of the program“The experience learning in medical team treatment" on career advancement of dental school students. As a result，it is suggested that this program might be fruitful as career advancement on dental students

Significant contribution of subseafloor microparticles to the global manganese budget

Ferromanganese minerals are widely distributed in subseafloor sediments and on the seafloor in oceanic abyssal plains. Assessing their input, formation and preservation is important for understanding the global marine manganese cycle and associated trace elements. However, the extent of ferromanganese minerals buried in subseafloor sediments remains unclear. Here we show that abundant (108–109 particles cm−3) micrometer-scale ferromanganese mineral particles (Mn-microparticles) are found in the oxic pelagic clays of the South Pacific Gyre (SPG) from the seafloor to the ~100 million-year-old sediments above the basement. Three-dimensional micro-texture, and major and trace element compositional analyses revealed that these Mn-microparticles consist of poorly crystalline ferromanganese oxides precipitating from bottom water. Based on our findings, we extrapolate that 1.5–8.8 × 1028 Mn-microparticles, accounting for 1.28–7.62 Tt of manganese, are globally present in oxic subseafloor sediments. This estimate is at least two orders of magnitude larger than the manganese budget for nodules and crusts on the seafloor. Subseafloor Mn-microparticles thus contribute significantly to the global manganese budget.This study was supported in part by the Japan Society for the Promotion of Science (JSPS) Strategic Fund for Strengthening Leading-Edge Research and Development (to JAMSTEC and F.I.), the JSPS Funding Program for Next Generation World-Leading Researchers (GR102 to F.I.), JSPS Grant-in-Aid for Scientific Research (24687004 and 15H05608 to Y.M., 25871219 to G.-I.U., 15H02810 to R.W., 18H04134, 17H06458 and 17H04582 to Y.T., and 26251041 to F.I.), JSPS Grant-in-Aid for JSPS Fellows (14J00199 to G.-I.U.), and Ministry of Education, Culture, Sports, Science, and Technology (MEXT) Fund Leading Initiative for Excellent Young Researchers (to Kochi University and G.-I.U.)