Prototype Summer School 2016: Program an MBot robot move forwardsNeil Winterburn
The document provides programming instructions for an MBot robot to move forwards for 5 seconds, pause for 1 second, and then repeat the forward movement. It instructs the robot to move forwards at 50% motor speed for 5 seconds, pause for 1 second, and then check if 5 seconds has passed to repeat the cycle, stopping the motors after 4 seconds of repetition.
EGLA's Mediamplify platform allows media publishers to amplify their audience reach through streaming content to various outlets like web, phones, IPTV, and cable without needing an expensive satellite system. Key benefits include amplifying coverage, revenues, and simplifying solutions. The platform stores and streams content across social media, web, phones, TV and IPTV through multiple channels. It provides a reliable, scalable and cost-effective way to deliver content on-strategy and to various devices. An example client is DMX Media which uses Mediamplify to power its cable operator customers in Latin America.
Prototype Summer School 2016: Program an MBot robot move forwardsNeil Winterburn
The document provides programming instructions for an MBot robot to move forwards for 5 seconds, pause for 1 second, and then repeat the forward movement. It instructs the robot to move forwards at 50% motor speed for 5 seconds, pause for 1 second, and then check if 5 seconds has passed to repeat the cycle, stopping the motors after 4 seconds of repetition.
EGLA's Mediamplify platform allows media publishers to amplify their audience reach through streaming content to various outlets like web, phones, IPTV, and cable without needing an expensive satellite system. Key benefits include amplifying coverage, revenues, and simplifying solutions. The platform stores and streams content across social media, web, phones, TV and IPTV through multiple channels. It provides a reliable, scalable and cost-effective way to deliver content on-strategy and to various devices. An example client is DMX Media which uses Mediamplify to power its cable operator customers in Latin America.
This document provides specifications for Kitz cast iron valves, including:
- Valve types include gate valves, globe valves, swing check valves, strainers, and ball valves in sizes ranging from 3/8" to 24".
- Materials include cast iron, bronze, stainless steel, and ductile iron.
- Design standards include JIS, ASME, ASTM, and pressure/temperature ratings for various services up to Class 125.
The document contains specifications for cable ladder and tray systems including dimensions, materials, and part numbers. It lists various component types such as straight cable ladders, accessories, and tray systems. For each component type, it provides individual part numbers and descriptions. Standard naming conventions are outlined to identify parts by type, width, and other specifications. Dimensional drawings and installation details are also included.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
The document describes Siemens busbar trunking systems SIVACON 8PS, which provide reliable and safe power transportation and distribution from 25A to 6,300A. The systems include the CD-K, BD01, BD2, LD, LX, and LR systems. They offer flexibility, easy planning and installation, and safety through type-tested low-voltage switchboard and controlgear assemblies. The modular systems allow for modifications and expansions to power distribution.
This document summarizes the specifications of a modular, crossflow type cooling tower called the TX-S Series. It has a cooling capacity range of 100-2000 HRT and features a low noise, super low noise, or energy saving super low noise design. The cooling tower is designed according to CTI and JCI standards and offers advantages such as space savings, light weight, low operating costs, and proven corrosion protection. It provides performance specifications, dimensions, motor details, and piping information for various tower models in the series.
This document provides information on Minera oil-immersed distribution and medium power transformers. It summarizes the product range as three-phase units from 25 kVA to 20 MVA and voltages up to 72.5 kV. Key benefits highlighted include high quality, reliability, economic optimization, and compliance with international standards. The document also outlines standard technical specifications and accessories available.
EasyPactEZC circuit breakers from Schneider Electric provide low voltage protection from 15A to 630A. They come in just three frame sizes and include fixed and plug-in versions. They comply with worldwide standards and have international certifications. The catalog introduces the EasyPactEZC range and provides information on functions, characteristics, accessories, installation guidelines, and part numbers.
The document summarizes the specifications of the Contempo RVP350 floodlight. It has a 400W HPI-T Plus lamp in an IP65-rated, die-cast aluminum housing coated for corrosion resistance. The unit passed tests for dust and water ingress protection and features an integrated energy saving copper ballast and electronic semi-parallel ignitor. It is intended for use in contemporary outdoor environments.
Theta downlights is a versatile and affordable downlight solution for various indoor applications like homes, hotels, retail stores, and office lobbies. It has a diamond-faceted reflector for increased efficacy and a sandblasted baffle for improved visual comfort. The downlight also features a three-way connector and sleeving to prevent electrical shocks, and is suitable for a wide range of retrofit compact fluorescent lamps.
The document provides information on various types of low voltage power cables manufactured by Kabelindo, including specifications, constructions, standards, and technical data. It includes single core and multi core cables with copper conductors insulated with PVC and sheathed with PVC or reinforced with armor. The cables can be used for permanent indoor wiring installations and have applications in areas like building wire, flexible cables, and armored cables with voltage ratings from 300/500V to 0.6/1kV. Technical details like conductor sizes, insulation thicknesses, diameters, weights, current ratings, and length are provided for each cable type.
This document summarizes the specifications of a TNK1400C genset. Some key details include:
- The genset has a prime power rating of 1120kW/1400kVA and standby power rating of 1340kW/1675kVA. Fuel consumption is 289 l/h under prime power and 345 l/h under standby power.
- The genset is powered by a Cummins KTA50-GS8 engine that has 16 cylinders and 50.3 liters of displacement. The alternator is a STAMFORD PI734C 3-phase model.
- Dimensions for an open type genset are 5420x2140x2500mm
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
This document provides specifications for Kitz cast iron valves, including:
- Valve types include gate valves, globe valves, swing check valves, strainers, and ball valves in sizes ranging from 3/8" to 24".
- Materials include cast iron, bronze, stainless steel, and ductile iron.
- Design standards include JIS, ASME, ASTM, and pressure/temperature ratings for various services up to Class 125.
The document contains specifications for cable ladder and tray systems including dimensions, materials, and part numbers. It lists various component types such as straight cable ladders, accessories, and tray systems. For each component type, it provides individual part numbers and descriptions. Standard naming conventions are outlined to identify parts by type, width, and other specifications. Dimensional drawings and installation details are also included.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
The document describes Siemens busbar trunking systems SIVACON 8PS, which provide reliable and safe power transportation and distribution from 25A to 6,300A. The systems include the CD-K, BD01, BD2, LD, LX, and LR systems. They offer flexibility, easy planning and installation, and safety through type-tested low-voltage switchboard and controlgear assemblies. The modular systems allow for modifications and expansions to power distribution.
This document summarizes the specifications of a modular, crossflow type cooling tower called the TX-S Series. It has a cooling capacity range of 100-2000 HRT and features a low noise, super low noise, or energy saving super low noise design. The cooling tower is designed according to CTI and JCI standards and offers advantages such as space savings, light weight, low operating costs, and proven corrosion protection. It provides performance specifications, dimensions, motor details, and piping information for various tower models in the series.
This document provides information on Minera oil-immersed distribution and medium power transformers. It summarizes the product range as three-phase units from 25 kVA to 20 MVA and voltages up to 72.5 kV. Key benefits highlighted include high quality, reliability, economic optimization, and compliance with international standards. The document also outlines standard technical specifications and accessories available.
EasyPactEZC circuit breakers from Schneider Electric provide low voltage protection from 15A to 630A. They come in just three frame sizes and include fixed and plug-in versions. They comply with worldwide standards and have international certifications. The catalog introduces the EasyPactEZC range and provides information on functions, characteristics, accessories, installation guidelines, and part numbers.
The document summarizes the specifications of the Contempo RVP350 floodlight. It has a 400W HPI-T Plus lamp in an IP65-rated, die-cast aluminum housing coated for corrosion resistance. The unit passed tests for dust and water ingress protection and features an integrated energy saving copper ballast and electronic semi-parallel ignitor. It is intended for use in contemporary outdoor environments.
Theta downlights is a versatile and affordable downlight solution for various indoor applications like homes, hotels, retail stores, and office lobbies. It has a diamond-faceted reflector for increased efficacy and a sandblasted baffle for improved visual comfort. The downlight also features a three-way connector and sleeving to prevent electrical shocks, and is suitable for a wide range of retrofit compact fluorescent lamps.
The document provides information on various types of low voltage power cables manufactured by Kabelindo, including specifications, constructions, standards, and technical data. It includes single core and multi core cables with copper conductors insulated with PVC and sheathed with PVC or reinforced with armor. The cables can be used for permanent indoor wiring installations and have applications in areas like building wire, flexible cables, and armored cables with voltage ratings from 300/500V to 0.6/1kV. Technical details like conductor sizes, insulation thicknesses, diameters, weights, current ratings, and length are provided for each cable type.
This document summarizes the specifications of a TNK1400C genset. Some key details include:
- The genset has a prime power rating of 1120kW/1400kVA and standby power rating of 1340kW/1675kVA. Fuel consumption is 289 l/h under prime power and 345 l/h under standby power.
- The genset is powered by a Cummins KTA50-GS8 engine that has 16 cylinders and 50.3 liters of displacement. The alternator is a STAMFORD PI734C 3-phase model.
- Dimensions for an open type genset are 5420x2140x2500mm
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
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.
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.
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.
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
Advanced control scheme of doubly fed induction generator for wind turbine us...IJECEIAES
This paper describes a speed control device for generating electrical energy on an electricity network based on the doubly fed induction generator (DFIG) used for wind power conversion systems. At first, a double-fed induction generator model was constructed. A control law is formulated to govern the flow of energy between the stator of a DFIG and the energy network using three types of controllers: proportional integral (PI), sliding mode controller (SMC) and second order sliding mode controller (SOSMC). Their different results in terms of power reference tracking, reaction to unexpected speed fluctuations, sensitivity to perturbations, and resilience against machine parameter alterations are compared. MATLAB/Simulink was used to conduct the simulations for the preceding study. Multiple simulations have shown very satisfying results, and the investigations demonstrate the efficacy and power-enhancing capabilities of the suggested control system.