A multi-scale time-series dataset with benchmark for machine learning in decarbonized energy grids.

The electric grid is a key enabling infrastructure for the ambitious transition towards carbon neutrality as we grapple with climate change. With deepening penetration of renewable resources, the reliable operation of the electric grid becomes increasingly challenging. In this paper, we present PSML, a first-of-its-kind open-access multi-scale time-series dataset, to aid in the development of data-driven machine learning (ML)-based approaches towards reliable operation of future electric grids. The dataset is synthesized from a joint transmission and distribution electric grid to capture the increasingly important interactions and uncertainties of the grid dynamics, containing power, voltage and current measurements over multiple spatio-temporal scales. Using PSML, we provide state-of-the-art ML benchmarks on three challenging use cases of critical importance to achieve: (i) early detection, accurate classification and localization of dynamic disturbances; (ii) robust hierarchical forecasting of load and renewable energy; and (iii) realistic synthetic generation of physical-law-constrained measurements. We envision that this dataset will provide use-inspired ML research in safety-critical systems, while simultaneously enabling ML researchers to contribute towards decarbonization of energy sectors.

Power of compounding intravitreal Bevacizumab - Experience from a tertiary eye care hospital.

Background: Bevacizumab vials that are commercially available are fractionated into smaller quantities into the form of pre-filled syringes in a sterile and aseptic laboratory setting. Purpose: To share the long term experience of aliquoting of bevacizumab injections in a tertiary eye care center in India. Synopsis: Compounding of bevacizumab was found to be a cost-effective and sustainable practice that has benefited more patients with an affordable cost, while maintaining high levels of quality. Highlights: Compounding of bevacizumab, when done with aseptic precautions can be a safe and cost-effective practice, the benefits of which can be passed on to needful patients. Video Link: https://youtu.be/C5XOpKHFkew.

Targeted demand response for mitigating price volatility and enhancing grid reliability in synthetic Texas electricity markets.

Demand response (DR) is rapidly gaining attention as a solution to enhance the grid reliability with deep renewable energy penetration. Although studies have demonstrated the benefits of DR in mitigating price volatility, there is limited work considering the choice of locations for DR for maximal impact. We reveal that very small load reductions at a handful of targeted locations can lead to a significant decrease in price volatility and grid congestion levels based on a synthetic Texas grid model. We achieve this through exploiting the highly nonlinear nature of congestion dynamics and by strategically selecting DR locations. We demonstrate that we can similarly place energy storage to achieve an equivalent impact. Our findings suggest that targeted DR at specific locations, rather than across-the-board DR, can have substantial benefits to the grid. These findings can inform energy policy makers and grid operators how to target DR initiatives for improving grid reliability.

Environmental controls and influences of Pinus roxburghii Sarg. (Chir pine) plantation on temporal variation in soil carbon dioxide emission and soil organic carbon stock under humid subtropical region.

Soil carbon dioxide emission is a major component of ecosystem respiration, responsible for organic carbon losses from the ecosystem. In Pinus roxburghii Sarg. plantations, higher CO2 emission coincided with maximum soil moisture and soil temperature during the rainy season (4.23 µmol CO2m-2 s-1) followed by summer season (1.69 µmol CO2m-2 s-1) and winter season (1.35 µmol CO2m-2 s-1). The soil CO2 emission rates recorded during the rainy season differed significantly from other seasons (p < 0.05). Multiple linear regression revealed that rainfall was the main dominant factor affecting the soil CO2 emission. A significant positive correlation with minimum air temperature and average air temperature during the lag period, i.e., preceding 15 days of data, was recorded. A significant positive correlation was also observed between annual soil CO2 emission rates with soil temperature, soil moisture, air temperature, and rainfall (p < 0.05). Vapor pressure and relative humidity at 14.19 h also emerged as additional scientific variables affecting soil CO2 emission with significant positive correlations. Annual soil CO2 emission rates and soil properties were not significantly correlated but were positively correlated with organic carbon, exchangeable potassium and negatively correlated with available nitrogen and phosphorous (p > 0.05). Higher annual average carbon stock, 95.05 t ha-1 in P. roxburghii plantations than the yearly soil CO2 emission, 33.23 t ha-1 indicates that plantations sequester more carbon than the emissions.

A Cross-Domain Approach to Analyzing the Short-Run Impact of COVID-19 on the US Electricity Sector.

The novel coronavirus disease (COVID-19) has rapidly spread around the globe in 2020, with the US becoming the epicenter of COVID-19 cases since late March. As the US begins to gradually resume economic activity, it is imperative for policymakers and power system operators to take a scientific approach to understanding and predicting the impact on the electricity sector. Here, we release a first-of-its-kind cross-domain open-access data hub, integrating data from across all existing US wholesale electricity markets with COVID-19 case, weather, mobile device location, and satellite imaging data. Leveraging cross-domain insights from public health and mobility data, we rigorously uncover a significant reduction in electricity consumption that is strongly correlated with the number of COVID-19 cases, degree of social distancing, and level of commercial activity.

A rare case of bilateral choroidal coloboma within deep posterior staphyloma associated with macular hole retinal detachment.

To report case of bilaterally symmetrical choroidal coloboma within posterior staphyloma with MHRD. This is a case report of a 50year old female presented with diminished vision in both eyes. On examination, she had Bilateral High Myopia with recent onset MHRD associated with symmetrically bilateral Choroidal Coloboma within posterior staphyloma and was operated for MHRD in left eye. Presence of choroidal coloboma within posterior staphyloma is rare and with coexisting macular hole makes pathophysiology of RD challenging to understand.

Liquid-based cytology of pigmented phaeohyphomycotic lesion of the palm masquerading as a metastatic tumor.

Phaeohyphomycosis is a chronic subcutaneous fungal infection caused by dematiaceous fungi, commonly involving the extremities, which present as single or multiple lesions mimicking a benign tumor. Fine-needle aspiration cytology (FNAC) is an easy method for the diagnosis of the lesion. Morphology of the fungus is characteristic with no difficulty for cytopathologist for identification; with a close differential diagnosis of Candida and Aspergillosis. The special stains like periodic acid schiff (PAS) highlights the fungus and the Masson Fontana confirm the melanin pigment and dematiaceous nature of the fungi. Liquid-based cytology (LBC) preparation of the aspirated material was attempted, which is not usually performed on day to day basis. However, in our case the conventional smears were better for appreciating the fungal morphology.

In vitro cytotoxicity effect and antibacterial performance of human lung epithelial cells A549 activity of Zinc oxide doped TiO2 nanocrystals: Investigation of bio-medical application by chemical method.

We report the synthesis of high quality ZnO doped TiO2 nanocrystals by chemical method at room temperature (RT), it can cause serious oxidative stress and DNA damage to human lung epithelial cells (A549) lines. Our aim in this study, to reduce the cytotoxicity effect of ZnO doped TiO2 nanocrystals are widely in biological fields. Several studies have been performed to understand the influence of ZnO doped titanium dioxide (TiO2-NPs) on cell function; however the effects of nanoparticle against to exposure on the cell membrane have been duly addressed fascinatingly so far. However, In this interaction, which may alter cell metabolism and integrity, it is one of the importance to understand the modifications of the cell membrane, mechanisms of pulmonary A549 cell lines nanoparticles were uptake and the molecular pathway during the initial cell responses are still unclear and much more investigative efforts are need to properly characterize the ZnO doped titanium dioxide nanoparticles were reported successfully. In particular of the epithelial cells, upon particles are exposed human pulmonary epithelial cells (A549) to various concentrations of composition, structure and morphology of the nanocrystals were analyzed by X-ray diffraction (XRD) and high resolution transmission electron microscopy (HRTEM). XRD assessed the crystal structure of the nanocrystals which identified peaks associated with (002), (100) and (101) planes of hexagonal wurtzite-type ZnO with lattice constants of a=b=3.249Å and c=5.219Å. The IR results showed high purity of products and indicated that the nanocrystals are made up of TiO and ZnO bonds. The Photoluminescence (PL) spectra are dominated by a strong narrow band edge emission tunable in the blue region of the visible spectra indicating a narrow size distribution of ZnO/TiO2 nanocrystals which exhibits antibacterial activity over a broad range of bacterial species and in particular against Stre. Mut where it out competes four other commonly used E.coli, Pse. Aug, Stre. Mut and Salm. sps, well as testing four different appropriate concentration from the results showed a significant gain in viable cell numbers of all four bacteria species, with 5mM and 10mM being the most effective and 2mM being the worst, where it provided an effective improvement from the growth mechanism has been also proposed to the current interest of these nanocrystals will discussed in detail.

A Population based Study on Alcoholism among Adult Males in a Rural Area, Tamil Nadu, India.

BACKGROUND: India's reputation as a country with a culture of abstinence especially in matters regarding alcohol is underserved. There has been a rapid proliferation of city bars and nightclubs in recent years and people are fast shedding its inhibitions about alcohol as a lifestyle choice. This scenario has led to fears of an undocumented rise in alcohol abuse among all sections of society. Policies by the government has been laid down to regulate sales and pricing of alcohol, but not well improvised. Our aim was to find out the prevalence of alcoholism among adult males in a rural population and also to analyze its association between various factors. MATERIALS AND METHODS: A cross sectional study in a rural population at Kuthampakkam village, in Poonamallee block of Tiruvallur district in Tamil Nadu, India. The study population included adult male population. Simple random sampling method was adopted. A structured questionnaire was used to collect information regarding the background characteristics, history of alcoholism and certain social factors. STATISTICAL ANALYSIS: Data entry and analysis was done using Statistical Package for Social Sciences (SPSS) version 15 software. Descriptive statistics were calculated for background variables and the prevalence of the alcoholism. Chi-square test and p-value were calculated to see the association between alcoholism and social factors. RESULTS: A total of 157 adult male were enrolled in the study. The mean age of the study participants was 37.20 years. The prevalence of alcoholism among the study participants was 35.7%. Among them only 4.5% who presented with symptoms of chronic alcoholism had taken treatment. Reasons for not taking treatment for alcoholism among study population were mainly due to their family problems (55.2%). CONCLUSION: Although alcohol consumption has existed for many centuries, the quantity, usage pattern, and resultant problems have undergone substantial changes over the past 20 years. These developments have raised concerns about the public health and social consequences. Awareness among the population and necessary rehabilitation and self-help programs will help in bringing down the prevalence of alcoholism.