1. The document discusses the development of an artificial intelligence system called ACME to analyze medical images and provide clinical decision support.
2. ACME uses deep learning models trained on large medical image datasets to detect diseases and abnormalities. It then integrates the image analysis with a patient's electronic health records to provide diagnostic and treatment recommendations to assist physicians.
3. The goal is for ACME to help improve healthcare quality by reducing errors and increasing access to expert opinion, especially in underserved areas. Physicians will continue exercising final clinical judgment.
- A 220-bed psychiatric hospital is being planned that will include inpatient and outpatient services
- The hospital will have 41 beds for acute care and 4 crisis observation beds
- Services will include a partial hospitalization program, intensive outpatient program, and general outpatient services
- VMware Cloud on AWS provides a software-defined data center (SDDC) that runs in an Amazon Web Services virtual private cloud (VPC). It includes a management appliance, transit gateway, ESXi hypervisor hosts in Availability Zones, and an internet gateway.
- The management appliance provides centralized management of the SDDC while the transit gateway connects the SDDC to on-premises networks and the internet gateway provides access to public AWS services. ESXi hosts run in separate Availability Zones for high availability.
- Key features of VMware Cloud on AWS include centralized management, hybrid cloud connectivity to on-premises networks, built-in high availability and disaster recovery across Availability Z
The document discusses VMware Cloud on AWS and provides the following key details in 3 sentences:
VMware Cloud on AWS allows customers to run VMware vSphere-based workloads on AWS. It provides a Software-Defined Data Center that includes vSphere, NSX-T, and vSAN capabilities managed through a VMware Cloud Foundation appliance. The SDDC is deployed into an AWS VPC using AWS native services like EC2, S3, and allows customers to use VMware tools to manage their VMware workloads alongside other AWS resources.
This document analyzes Greg Maddux's pitching motion and mechanics. It notes that Maddux has a very clean and simple motion with minimal reverse rotation of his shoulders. This minimal reverse rotation likely contributes to both his above-average control and below-average velocity. Another key to his control is that he always points his glove at the target, rather than to the side of the plate like many harder throwers.
This document contains a series of numbers, letters, symbols and punctuation marks with no discernible meaning or context. It does not contain any coherent sentences, paragraphs or other standard elements of written communication. The content is nonsensical and cannot be meaningfully summarized.
1. The document discusses the development of an artificial intelligence system called ACME to analyze medical images and provide clinical decision support.
2. ACME uses deep learning models trained on large medical image datasets to detect diseases and abnormalities. It then integrates the image analysis with a patient's electronic health records to provide diagnostic and treatment recommendations to assist physicians.
3. The goal is for ACME to help improve healthcare quality by reducing errors and increasing access to expert opinion, especially in underserved areas. Physicians will continue exercising final clinical judgment.
- A 220-bed psychiatric hospital is being planned that will include inpatient and outpatient services
- The hospital will have 41 beds for acute care and 4 crisis observation beds
- Services will include a partial hospitalization program, intensive outpatient program, and general outpatient services
- VMware Cloud on AWS provides a software-defined data center (SDDC) that runs in an Amazon Web Services virtual private cloud (VPC). It includes a management appliance, transit gateway, ESXi hypervisor hosts in Availability Zones, and an internet gateway.
- The management appliance provides centralized management of the SDDC while the transit gateway connects the SDDC to on-premises networks and the internet gateway provides access to public AWS services. ESXi hosts run in separate Availability Zones for high availability.
- Key features of VMware Cloud on AWS include centralized management, hybrid cloud connectivity to on-premises networks, built-in high availability and disaster recovery across Availability Z
The document discusses VMware Cloud on AWS and provides the following key details in 3 sentences:
VMware Cloud on AWS allows customers to run VMware vSphere-based workloads on AWS. It provides a Software-Defined Data Center that includes vSphere, NSX-T, and vSAN capabilities managed through a VMware Cloud Foundation appliance. The SDDC is deployed into an AWS VPC using AWS native services like EC2, S3, and allows customers to use VMware tools to manage their VMware workloads alongside other AWS resources.
This document analyzes Greg Maddux's pitching motion and mechanics. It notes that Maddux has a very clean and simple motion with minimal reverse rotation of his shoulders. This minimal reverse rotation likely contributes to both his above-average control and below-average velocity. Another key to his control is that he always points his glove at the target, rather than to the side of the plate like many harder throwers.
This document contains a series of numbers, letters, symbols and punctuation marks with no discernible meaning or context. It does not contain any coherent sentences, paragraphs or other standard elements of written communication. The content is nonsensical and cannot be meaningfully summarized.
This document contains information about sensor orientations, axes of sensitivity, device specifications, and calibration procedures. It discusses the orientation of axes for an accelerometer, gyroscope, and compass. It also includes technical details about measurement units, sampling rates, temperature ranges, and filtering algorithms. Overall, the document provides specifications for multiple sensors and guidance on calibration.
Google translate neural machine translation post-editing evaluationMasaru Yamada
This document discusses a court case involving a breach of contract. It summarizes that a software company sued a client for failing to pay invoices related to the development of a software program. The client argued it should not have to pay because the software program did not meet requirements. The court ruled in favor of the software company, finding the client was still obligated to pay based on the terms of the contract.
This document contains a physics test with multiple choice questions about concepts like work, force, power, and efficiency. The test covers calculating work from force and displacement, resolving forces into perpendicular components, defining scalar and vector quantities, and relationships between force, displacement, and the amount of work done.
The document describes heavy duty copper tube terminals of the 2A-M series. The terminals are made from high purity copper tube and are annealed. They feature a double length barrel for enhanced electrical and mechanical performance in heavy duty applications. The terminals are electrolytically tin plated to prevent atmospheric corrosion. The document also provides specifications and dimensions for various terminal sizes.
This table provides saturation pressure and temperature data for the refrigerant R-404A over a range of temperatures from -49°F to 150°F. It shows the liquid and vapor pressures and temperatures in both °F and °C at increments of 1°F from -49°F to 150°F. The data was generated using the NIST REFPROP Database.
The document details the design of rebar (iron bars reinforced in concrete) for various structural elements of a building. It lists the diameter, number of pieces, length and other specifications of rebar used in footings, columns, beams and floor slabs. Specifications are provided for rebar in 7 footings, 5 columns on the first to third floors, and 8 sections of the first to third floors. The total weight of rebar used is also specified.
The document is a table showing the pressure-temperature relationships of various refrigerants including R-134a, R-410A, R-407C, and others. It provides the boiling point and dew point values in Fahrenheit and Celsius scales for each refrigerant across a range of temperatures from -40°F to 150°F. The table contains the key specifications needed to understand how pressure and temperature correlate for multiple common refrigerants.
This document contains a long list of encrypted or coded text interspersed with symbols and special characters. It discusses encrypting and decrypting methods using techniques like public-key encryption and discusses transmitting encrypted signals. Names of encryption algorithms and protocols are mentioned but the overall meaning is obscured by the encryption.
The document contains numeric and alphanumeric strings with no clear meaning. It includes numbers, letters, punctuation marks, and symbols with no apparent organization or context.
This document contains a media spending report for various newspapers and radio stations over a month period. It lists the media outlet, ad size and duration, cost per placement, total cost, and frequency of placements. The total spending for newspapers was $1,052,834.85 for the month. Total radio ad spending was $832,072.04. With tax, the grand total media spending for the month was $2,214,765.60.
- The document is a temperature conversion table that lists Celsius and Fahrenheit temperatures from -40°C to +165°C.
- It also includes information on non-freezing cold injury (NFCI), noting that it has an insidious onset, can be difficult to recognize and treat, and causes significant health issues for both military personnel and civilians working in cold conditions.
- To help reduce cases of NFCI, the document emphasizes the importance of recognizing those at risk, limiting their cold exposure, and using appropriate protective equipment in cold environments.
Industrial Dynamics Co was incorporated in 1984 as a stocking distributor and manufacturers’ representative offering a wide range of flow measurement products and duplex filters . Choose the finest quality duplex filters as per your requirements .
This document contains information about various drone components and specifications, including:
1. It lists several drone components like sensors, controllers, and motors along with their specifications.
2. It provides details on multiple drone models developed by different companies, including their dimensions, payload capacities, and other technical specifications.
3. It discusses drone operating systems, cloud platforms, and communication technologies that can be used for drone development and deployment.
This document provides information on various hardware platforms and components that can be used for robotics and IoT applications. It includes the following:
- Lists several single-board computers like Raspberry Pi, BeagleBone Black, and Nvidia Jetson that are suitable for robotics and IoT projects.
- Mentions sensors that can be connected to these boards like IMUs, environmental sensors, and distance sensors.
- Provides details on other components like motor drivers, wireless modules, and development kits that support these hardware platforms.
This document contains technical information written in an encoded format. It discusses several products from sakura.io including an edge computing platform, a lightweight runtime, and an ink compiler. It also mentions features like Kubernetes support, WebAssembly compilation, lightweight containers, and serverless functions. The document appears to be specifications or documentation for Sakura's products that has been encoded to protect confidential information.
This document provides a schedule of activities from November 26th to 29th. It includes the following events each day:
- Morning yoga from 7:00-8:00
- Meetings from 9:00-12:00
- Lunch break from 12:00-13:00
- Additional meetings from 14:00-17:00
- Evening social events from 18:00-21:00
The schedule is detailed with the name of each meeting or event.
This document provides an overview of the drone industry and market environment. It includes information on various sectors within the drone industry such as education/training, agriculture, delivery systems, conferences/events, market research, test sites, coalitions/organizations, user groups/networks, universities/research programs, media/news, suppliers, components/systems, drone manufacturers, and the drone operator marketplace. It also provides a breakdown of the drone market by region, including North America, Europe, Asia & Oceania. Graphics show the global drone market environment and popular drone hardware components.
This document contains information about sensor orientations, axes of sensitivity, device specifications, and calibration procedures. It discusses the orientation of axes for an accelerometer, gyroscope, and compass. It also includes technical details about measurement units, sampling rates, temperature ranges, and filtering algorithms. Overall, the document provides specifications for multiple sensors and guidance on calibration.
Google translate neural machine translation post-editing evaluationMasaru Yamada
This document discusses a court case involving a breach of contract. It summarizes that a software company sued a client for failing to pay invoices related to the development of a software program. The client argued it should not have to pay because the software program did not meet requirements. The court ruled in favor of the software company, finding the client was still obligated to pay based on the terms of the contract.
This document contains a physics test with multiple choice questions about concepts like work, force, power, and efficiency. The test covers calculating work from force and displacement, resolving forces into perpendicular components, defining scalar and vector quantities, and relationships between force, displacement, and the amount of work done.
The document describes heavy duty copper tube terminals of the 2A-M series. The terminals are made from high purity copper tube and are annealed. They feature a double length barrel for enhanced electrical and mechanical performance in heavy duty applications. The terminals are electrolytically tin plated to prevent atmospheric corrosion. The document also provides specifications and dimensions for various terminal sizes.
This table provides saturation pressure and temperature data for the refrigerant R-404A over a range of temperatures from -49°F to 150°F. It shows the liquid and vapor pressures and temperatures in both °F and °C at increments of 1°F from -49°F to 150°F. The data was generated using the NIST REFPROP Database.
The document details the design of rebar (iron bars reinforced in concrete) for various structural elements of a building. It lists the diameter, number of pieces, length and other specifications of rebar used in footings, columns, beams and floor slabs. Specifications are provided for rebar in 7 footings, 5 columns on the first to third floors, and 8 sections of the first to third floors. The total weight of rebar used is also specified.
The document is a table showing the pressure-temperature relationships of various refrigerants including R-134a, R-410A, R-407C, and others. It provides the boiling point and dew point values in Fahrenheit and Celsius scales for each refrigerant across a range of temperatures from -40°F to 150°F. The table contains the key specifications needed to understand how pressure and temperature correlate for multiple common refrigerants.
This document contains a long list of encrypted or coded text interspersed with symbols and special characters. It discusses encrypting and decrypting methods using techniques like public-key encryption and discusses transmitting encrypted signals. Names of encryption algorithms and protocols are mentioned but the overall meaning is obscured by the encryption.
The document contains numeric and alphanumeric strings with no clear meaning. It includes numbers, letters, punctuation marks, and symbols with no apparent organization or context.
This document contains a media spending report for various newspapers and radio stations over a month period. It lists the media outlet, ad size and duration, cost per placement, total cost, and frequency of placements. The total spending for newspapers was $1,052,834.85 for the month. Total radio ad spending was $832,072.04. With tax, the grand total media spending for the month was $2,214,765.60.
- The document is a temperature conversion table that lists Celsius and Fahrenheit temperatures from -40°C to +165°C.
- It also includes information on non-freezing cold injury (NFCI), noting that it has an insidious onset, can be difficult to recognize and treat, and causes significant health issues for both military personnel and civilians working in cold conditions.
- To help reduce cases of NFCI, the document emphasizes the importance of recognizing those at risk, limiting their cold exposure, and using appropriate protective equipment in cold environments.
Industrial Dynamics Co was incorporated in 1984 as a stocking distributor and manufacturers’ representative offering a wide range of flow measurement products and duplex filters . Choose the finest quality duplex filters as per your requirements .
This document contains information about various drone components and specifications, including:
1. It lists several drone components like sensors, controllers, and motors along with their specifications.
2. It provides details on multiple drone models developed by different companies, including their dimensions, payload capacities, and other technical specifications.
3. It discusses drone operating systems, cloud platforms, and communication technologies that can be used for drone development and deployment.
This document provides information on various hardware platforms and components that can be used for robotics and IoT applications. It includes the following:
- Lists several single-board computers like Raspberry Pi, BeagleBone Black, and Nvidia Jetson that are suitable for robotics and IoT projects.
- Mentions sensors that can be connected to these boards like IMUs, environmental sensors, and distance sensors.
- Provides details on other components like motor drivers, wireless modules, and development kits that support these hardware platforms.
This document contains technical information written in an encoded format. It discusses several products from sakura.io including an edge computing platform, a lightweight runtime, and an ink compiler. It also mentions features like Kubernetes support, WebAssembly compilation, lightweight containers, and serverless functions. The document appears to be specifications or documentation for Sakura's products that has been encoded to protect confidential information.
This document provides a schedule of activities from November 26th to 29th. It includes the following events each day:
- Morning yoga from 7:00-8:00
- Meetings from 9:00-12:00
- Lunch break from 12:00-13:00
- Additional meetings from 14:00-17:00
- Evening social events from 18:00-21:00
The schedule is detailed with the name of each meeting or event.
This document provides an overview of the drone industry and market environment. It includes information on various sectors within the drone industry such as education/training, agriculture, delivery systems, conferences/events, market research, test sites, coalitions/organizations, user groups/networks, universities/research programs, media/news, suppliers, components/systems, drone manufacturers, and the drone operator marketplace. It also provides a breakdown of the drone market by region, including North America, Europe, Asia & Oceania. Graphics show the global drone market environment and popular drone hardware components.
Db2 Warehouseを理由するユーザー及び、構築、運用管理を行うユーザー向けに作成したガイドです。Db2 Warehouseの構築、運用管理の際に必要に応じて参照ください。本ドキュメントはDb2 Warehouse v3.0をベースに作成されています。
It is a guide created for users who reason for Db2 Warehouse, and for users who conduct construction and operation management. Please refer to Db 2 Warehouse as necessary for construction and operation management. This document is based on Db 2 Warehouse v 3.0.
The document appears to be a research paper discussing anomaly detection in time series data using a machine learning model. It includes the following:
1. A description of an experimental setup using miniature machine sound data to classify normal vs anomalous sounds with varying signal-to-noise ratios.
2. Results showing the area under the receiver operating characteristic curve (AUC) scores for the model under different noise levels, with AUC scores ranging from 0.5 to 0.9.
3. A graph plotting the anomaly-to-normal ratio against the AUC scores for different noise levels, suggesting higher performance with more anomalous samples.
The document contains a table with numerical data on percentages of different categories. It shows percentages for categories 1, 2 and 3 across columns and rows labeled A through G. It also includes the total percentages for each category. There is additional data listed below the table including means and percentiles.
Db2 Warehouseは分析用途に最適化されたDockerコンテナで提供されるDWHソフトウェアアプライアンスです。高速性、簡易性、柔軟性に優れた特長を持つプライベートクラウド向けデータ分析基盤です。本ガイドはDb2 Warehouse SMP(シングルノード構成)の導入手順書です。
2 Warehouse is a DWH software appliance offered in a Docker container optimized for analysis purposes. It is a data analysis infrastructure for private clouds with superior features of high speed, simplicity and flexibility. This guide is the installation procedure of Db 2 Warehouse SMP (single node configuration).
1. The document contains a series of numbers, letters, symbols and punctuation that do not form coherent words or sentences.
2. It appears to be random or encrypted text rather than a normal document.
3. The summary cannot extract meaningful information due to the unintelligible nature of the content.
This document discusses two problems involving gradually varied flow in open channels. For the first problem, it calculates the normal depth, critical depth, and flow profile for flow in a trapezoidal channel. It determines the profile is a M1 curve. For the second problem, it analyzes flow under a sluice gate and calculates the flow profile downstream, determining it is a M3 curve.
This document provides specifications for several single board computers and development boards including the Raspberry Pi B+, BeagleBone Black, ArduPilot, Yatagarasu, and Hachidori. It also lists sensors that can be connected including the MPU-9250, BME280, and PCA9685. Dimensions are provided for some boards as 1.5m x 3.5m. The document recommends using the ArduPilot or Raspberry Pi for aerial and ground vehicles and mentions Microsoft Azure IoT Edge for cloud connectivity.
1) The document contains numbers, letters, symbols and punctuation with no discernible meaning.
2) It discusses various topics briefly without any clear connections between them.
3) The summary cannot provide more clarity or insight due to the disorganized and incoherent nature of the document.
AWS re:Invent featured over 40 new products and services including AWS RoboMaker for robotics application development, the AWS Amplify Console for frontend web and mobile development, and new database and machine learning services.
Similar to VMware Cloud on AWS POC オンボーディングガイド (20)
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSIJNSA Journal
The smart irrigation system represents an innovative approach to optimize water usage in agricultural and landscaping practices. The integration of cutting-edge technologies, including sensors, actuators, and data analysis, empowers this system to provide accurate monitoring and control of irrigation processes by leveraging real-time environmental conditions. The main objective of a smart irrigation system is to optimize water efficiency, minimize expenses, and foster the adoption of sustainable water management methods. This paper conducts a systematic risk assessment by exploring the key components/assets and their functionalities in the smart irrigation system. The crucial role of sensors in gathering data on soil moisture, weather patterns, and plant well-being is emphasized in this system. These sensors enable intelligent decision-making in irrigation scheduling and water distribution, leading to enhanced water efficiency and sustainable water management practices. Actuators enable automated control of irrigation devices, ensuring precise and targeted water delivery to plants. Additionally, the paper addresses the potential threat and vulnerabilities associated with smart irrigation systems. It discusses limitations of the system, such as power constraints and computational capabilities, and calculates the potential security risks. The paper suggests possible risk treatment methods for effective secure system operation. In conclusion, the paper emphasizes the significant benefits of implementing smart irrigation systems, including improved water conservation, increased crop yield, and reduced environmental impact. Additionally, based on the security analysis conducted, the paper recommends the implementation of countermeasures and security approaches to address vulnerabilities and ensure the integrity and reliability of the system. By incorporating these measures, smart irrigation technology can revolutionize water management practices in agriculture, promoting sustainability, resource efficiency, and safeguarding against potential security threats.
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTjpsjournal1
The rivalry between prominent international actors for dominance over Central Asia's hydrocarbon
reserves and the ancient silk trade route, along with China's diplomatic endeavours in the area, has been
referred to as the "New Great Game." This research centres on the power struggle, considering
geopolitical, geostrategic, and geoeconomic variables. Topics including trade, political hegemony, oil
politics, and conventional and nontraditional security are all explored and explained by the researcher.
Using Mackinder's Heartland, Spykman Rimland, and Hegemonic Stability theories, examines China's role
in Central Asia. This study adheres to the empirical epistemological method and has taken care of
objectivity. This study analyze primary and secondary research documents critically to elaborate role of
china’s geo economic outreach in central Asian countries and its future prospect. China is thriving in trade,
pipeline politics, and winning states, according to this study, thanks to important instruments like the
Shanghai Cooperation Organisation and the Belt and Road Economic Initiative. According to this study,
China is seeing significant success in commerce, pipeline politics, and gaining influence on other
governments. This success may be attributed to the effective utilisation of key tools such as the Shanghai
Cooperation Organisation and the Belt and Road Economic Initiative.
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMHODECEDSIET
Time Division Multiplexing (TDM) is a method of transmitting multiple signals over a single communication channel by dividing the signal into many segments, each having a very short duration of time. These time slots are then allocated to different data streams, allowing multiple signals to share the same transmission medium efficiently. TDM is widely used in telecommunications and data communication systems.
### How TDM Works
1. **Time Slots Allocation**: The core principle of TDM is to assign distinct time slots to each signal. During each time slot, the respective signal is transmitted, and then the process repeats cyclically. For example, if there are four signals to be transmitted, the TDM cycle will divide time into four slots, each assigned to one signal.
2. **Synchronization**: Synchronization is crucial in TDM systems to ensure that the signals are correctly aligned with their respective time slots. Both the transmitter and receiver must be synchronized to avoid any overlap or loss of data. This synchronization is typically maintained by a clock signal that ensures time slots are accurately aligned.
3. **Frame Structure**: TDM data is organized into frames, where each frame consists of a set of time slots. Each frame is repeated at regular intervals, ensuring continuous transmission of data streams. The frame structure helps in managing the data streams and maintaining the synchronization between the transmitter and receiver.
4. **Multiplexer and Demultiplexer**: At the transmitting end, a multiplexer combines multiple input signals into a single composite signal by assigning each signal to a specific time slot. At the receiving end, a demultiplexer separates the composite signal back into individual signals based on their respective time slots.
### Types of TDM
1. **Synchronous TDM**: In synchronous TDM, time slots are pre-assigned to each signal, regardless of whether the signal has data to transmit or not. This can lead to inefficiencies if some time slots remain empty due to the absence of data.
2. **Asynchronous TDM (or Statistical TDM)**: Asynchronous TDM addresses the inefficiencies of synchronous TDM by allocating time slots dynamically based on the presence of data. Time slots are assigned only when there is data to transmit, which optimizes the use of the communication channel.
### Applications of TDM
- **Telecommunications**: TDM is extensively used in telecommunication systems, such as in T1 and E1 lines, where multiple telephone calls are transmitted over a single line by assigning each call to a specific time slot.
- **Digital Audio and Video Broadcasting**: TDM is used in broadcasting systems to transmit multiple audio or video streams over a single channel, ensuring efficient use of bandwidth.
- **Computer Networks**: TDM is used in network protocols and systems to manage the transmission of data from multiple sources over a single network medium.
### Advantages of TDM
- **Efficient Use of Bandwidth**: TDM all
Embedded machine learning-based road conditions and driving behavior monitoringIJECEIAES
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...IJECEIAES
Medical image analysis has witnessed significant advancements with deep learning techniques. In the domain of brain tumor segmentation, the ability to
precisely delineate tumor boundaries from magnetic resonance imaging (MRI)
scans holds profound implications for diagnosis. This study presents an ensemble convolutional neural network (CNN) with transfer learning, integrating
the state-of-the-art Deeplabv3+ architecture with the ResNet18 backbone. The
model is rigorously trained and evaluated, exhibiting remarkable performance
metrics, including an impressive global accuracy of 99.286%, a high-class accuracy of 82.191%, a mean intersection over union (IoU) of 79.900%, a weighted
IoU of 98.620%, and a Boundary F1 (BF) score of 83.303%. Notably, a detailed comparative analysis with existing methods showcases the superiority of
our proposed model. These findings underscore the model’s competence in precise brain tumor localization, underscoring its potential to revolutionize medical
image analysis and enhance healthcare outcomes. This research paves the way
for future exploration and optimization of advanced CNN models in medical
imaging, emphasizing addressing false positives and resource efficiency.
Batteries -Introduction – Types of Batteries – discharging and charging of battery - characteristics of battery –battery rating- various tests on battery- – Primary battery: silver button cell- Secondary battery :Ni-Cd battery-modern battery: lithium ion battery-maintenance of batteries-choices of batteries for electric vehicle applications.
Fuel Cells: Introduction- importance and classification of fuel cells - description, principle, components, applications of fuel cells: H2-O2 fuel cell, alkaline fuel cell, molten carbonate fuel cell and direct methanol fuel cells.
Comparative analysis between traditional aquaponics and reconstructed aquapon...bijceesjournal
The aquaponic system of planting is a method that does not require soil usage. It is a method that only needs water, fish, lava rocks (a substitute for soil), and plants. Aquaponic systems are sustainable and environmentally friendly. Its use not only helps to plant in small spaces but also helps reduce artificial chemical use and minimizes excess water use, as aquaponics consumes 90% less water than soil-based gardening. The study applied a descriptive and experimental design to assess and compare conventional and reconstructed aquaponic methods for reproducing tomatoes. The researchers created an observation checklist to determine the significant factors of the study. The study aims to determine the significant difference between traditional aquaponics and reconstructed aquaponics systems propagating tomatoes in terms of height, weight, girth, and number of fruits. The reconstructed aquaponics system’s higher growth yield results in a much more nourished crop than the traditional aquaponics system. It is superior in its number of fruits, height, weight, and girth measurement. Moreover, the reconstructed aquaponics system is proven to eliminate all the hindrances present in the traditional aquaponics system, which are overcrowding of fish, algae growth, pest problems, contaminated water, and dead fish.
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