Products related to Robustness:
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Machine Learning Algorithms : Adversarial Robustness in Signal Processing
This book demonstrates the optimal adversarial attacks against several important signal processing algorithms.Through presenting the optimal attacks in wireless sensor networks, array signal processing, principal component analysis, etc, the authors reveal the robustness of the signal processing algorithms against adversarial attacks.Since data quality is crucial in signal processing, the adversary that can poison the data will be a significant threat to signal processing.Therefore, it is necessary and urgent to investigate the behavior of machine learning algorithms in signal processing under adversarial attacks. The authors in this book mainly examine the adversarial robustness of three commonly used machine learning algorithms in signal processing respectively: linear regression, LASSO-based feature selection, and principal component analysis (PCA).As to linear regression, the authors derive the optimal poisoning data sample and the optimal feature modifications, and also demonstrate the effectiveness of the attack against a wireless distributed learning system.The authors further extend the linear regression to LASSO-based feature selection and study the best strategy to mislead the learning system to select the wrong features.The authors find the optimal attack strategy by solving a bi-level optimization problem and also illustrate how this attack influences array signal processing and weather data analysis.In the end, the authors consider the adversarial robustness of the subspace learning problem.The authors examine the optimal modification strategy under the energy constraints to delude the PCA-based subspace learning algorithm. This book targets researchers working in machine learning, electronic information, and information theory as well as advanced-level students studying these subjects.R&D engineers who are working in machine learning, adversarial machine learning, robust machine learning, and technical consultants working on the security and robustness of machine learning are likely to purchase this book as a reference guide.
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Model Predictive Control for AC Motors : Robustness and Accuracy Improvement Techniques
This book introduces how to improve the accuracy and robustness of model predictive control.Firstly, the disturbance observation- and compensation-based method is developed.Secondly, direct parameter identification methods are developed.Thirdly, the seldom-focused-on issues such as sampling and delay problems are solved in this book.Overall, this book solves the problems in a systematic and innovative way. Chapter 2 is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com
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Building Responsible AI Algorithms : A Framework for Transparency, Fairness, Safety, Privacy, and Robustness
This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies.AI offers the ability to solve many problems today if implemented correctly and responsibly.This book helps you avoid negative impacts – that in some cases have caused loss of life – and develop models that are fair, transparent, safe, secure, and robust. The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML.It begins with an examination of the foundational elements of responsibility, principles, and data.Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness.The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers.What You Will LearnBuild AI/ML models using Responsible AI frameworks and processesDocument information on your datasets and improve data qualityMeasure fairness metrics in ML modelsIdentify harms and risks per task and run safety evaluations on ML modelsCreate transparent AI/ML modelsDevelop Responsible AI principles and organizational guidelinesWho This Book Is ForAI and ML practitioners looking for guidance on building models that are fair, transparent, and ethical; those seeking awareness of the missteps that can lead to unintentional bias and harm from their AI algorithms; policy makers planning to craft laws, policies, and regulations that promote fairness and equity in automated algorithms
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Designing Innovative Sustainable Neighborhoods
This book covers fundamental aspects of neighborhood planning and architecture along sustainable principles.Written by a designer and instructor, the book’s fully illustrated chapters provide detailed insights into contemporary strategies that architects, planners and builders are integrating into their thought processes and residential design practices. Past approaches to planning and design modes of dwellings and neighborhoods can no longer sustain new demands and require innovative thinking.This book explores new outlooks on neighborhood design, which are propelled by fundamental changes that touch upon environmental, economic and social aspects.It presents contemporary well-designed and illustrated examples of communities and detailed analysis of topics including the depletion of non-renewable natural resources, elevated levels of greenhouse gas emissions and climate change.It also explores the increasing costs of material, labor, land and infrastructure, which pose economic challenges; as well as social challenges including the need for walkable communities and the increase in live-work environments. The need to think innovatively about neighborhoods is at the core of this book, which will be useful to students and practitioners of urban design, urban planning, geography and urban systems; and to architecture studios focused on sustainable residential development.
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How good is the durability and robustness of tattoos?
Tattoos are generally considered to be quite durable and robust, as they are designed to be permanent markings on the skin. The longevity of a tattoo can vary depending on factors such as the quality of the ink, the skill of the tattoo artist, and how well the tattoo is cared for during the healing process and beyond. While tattoos can fade over time due to factors like sun exposure and aging, they are generally considered to be a long-lasting form of body art.
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Which engine is better in terms of technology robustness: 4Mix or 2Mix?
In terms of technology robustness, the 4Mix engine is generally considered to be better than the 2Mix engine. The 4Mix engine is a four-stroke engine that combines the benefits of both two-stroke and four-stroke engines, resulting in improved fuel efficiency, reduced emissions, and smoother operation. It also has a more complex design and additional components, which contribute to its overall robustness and durability compared to the simpler 2Mix engine. Overall, the 4Mix engine is a more advanced and technologically robust option for various applications.
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Which flowers are known for their robustness and can withstand strong winds well?
Some flowers known for their robustness and ability to withstand strong winds well include sunflowers, marigolds, and lavender. These flowers have sturdy stems and roots that help them stay upright in windy conditions. Additionally, their thick foliage and strong structure make them more resilient to the elements.
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Are renewable resources the same as sustainable resources?
Renewable resources and sustainable resources are related concepts but not exactly the same. Renewable resources are those that can be replenished naturally over time, such as sunlight, wind, and water. Sustainable resources, on the other hand, refer to resources that are managed in a way that meets current needs without compromising the ability of future generations to meet their own needs. While renewable resources are often considered sustainable, not all sustainable resources are necessarily renewable, as some non-renewable resources can be managed in a way that ensures their long-term availability.
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Renewable Energy : Power for a Sustainable Future
The provision of sustainable energy supplies for an expanding and increasingly productive world is one of the major issues facing civilisation today. Renewable Energy examines both the practical and economic potential of the renewable energy sources to meet this challenge.The underlying physical and technological principles behind deriving power from direct solar (solar thermal and photovoltaics), indirect solar (biomass, hydro, wind and wave) and non-solar (tidal and geothermal) energy sources are explained, within the context of their environmental impacts, their economics and their future prospects. Renewable Energy provides both perspective and detail on the relative merits and state of progress of technologies for utilizing the various 'renewables'.The analysis considers emissions, sustainability, cost implications and energy security, as political and economic pressures move society towards a low-carbon future.From an overview of basic energy conversion processes, through a discussion of the individual renewable sources, to a concluding examination of the prospects for their integration into national and international networks and the outlook for renewable energy, this book provides a valuable insight into prospects for the renewables. Online resources Renewable Energy is accompanied by online resources which include: For students:· Auto- marked multiple choice questions to accompany each chapter· Curated links to further information and up-to-date energy statistics.For registered adopters of the book:· Figures from the book: available to download for use in lectures
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Silicone Dummy Chain , Cup Catcher, Dummy Chain Boys And Girls, Keeps The Dummy Clean, High Robustness, Soft, Flexible, Blue/Green/Brown/Milk White One Size beige
Silicone Dummy Chain , Cup Catcher, Dummy Chain Boys And Girls, Keeps The Dummy Clean, High Robustness, Soft, Flexible, Blue/Green/Brown/Milk White Product dimensions and attributes - food grade silicone and free from , PVC, and . Reusable, elastic, fully adjustable, easy to hang. Suitable for small hands - The soft and elastic material reduces the risk of mouth injuries. The right size avoids choking hazard, safe and good for baby's development. Keep the pacifier clean: baby pacifiers are easily soiled by and other dirt when dropped to the floor. The dummy chain simply attaches the dummy to the baby's clothes and never it fall. Effectively keep the pacifiers/teethers/toys clean and away from and stains. EASY TO CLEAN AND USE - Our teething toys are easy to clean. Simply place it under running water and rinse it out after each use. Can be cooled and heated from -50°C to 230°C. Dry and store for next use. Gift of Love - The toy safety belt is perfect for Thanksgiving, Christmas and any other occasion as a gift and can be easily combined with other gifts. product contain：1 * pacifier chain Label: Yes Material: silica gel
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Future Homes : Sustainable Innovative Designs
New challenges on a global scale have forced a rethinking about the way homes and communities are designed.Future Homes provides an engaging and in-depth analysis of possible solutions, providing hope for the future.Broadly speaking these challenges came in three ways: environmental, social, and economic.The challenges posed by climate change demand urgent consideration and response.But a change in methodology and the ingenious employment of technological advances offers solutions to these challenges.This book provides important examples of ways to meet the global challenges by using innovative concepts and practices, leading to a transformation of how residences will appear in the years to come. With sustainability as an overarching strategy for future retooling and design of our homes, it's worth taking a look at the new challenges we face and the ways they can be approached by stakeholders such as urban planners, architects, designers, builders, and individuals considering building their own home.
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Microbial Biofuel : A Sustainable Source of Renewable Energy
Microbial Biofuel: A Sustainable Source of Renewable Energy explores microbial biofuel production from a technical standpoint addressing a wide range of topics including bio alcohol, biodiesel, biohydrogen, biomethane, biohythane, jet fuel, drop-in fuel, bioelectricity, bio-oil, biomass to biofuel, carbon capture, and more. Each chapter provides an in-depth examination of a specific biofuel type, discussing the underlying science, production processes, challenges, and its potential applications.The title draws examples from the latest research and advancements in the field, including cutting-edge technologies, methodologies, and case studies.It covers advances in fermentation strategies and commercial scale implementation of microbial technology for biofuel production along with comprehensive information on bio alcohol, biodiesel, biohydrogen, biomethane etc.The book explores practical applications of microbial biofuels and uses real life examples and case studies.Moreover, the book addresses sustainability and environmental benefits of using renewable energy. The title is an ideal read for graduate students and researchers specialising in bioenergy and chemical engineering.
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Are smart home systems sustainable?
Smart home systems have the potential to be sustainable, as they can help reduce energy consumption and waste. For example, smart thermostats can optimize heating and cooling, reducing energy usage. Additionally, smart lighting systems can be programmed to turn off when not in use, saving electricity. However, the production and disposal of smart home devices can contribute to electronic waste, so it's important to consider the lifecycle impact of these systems. Overall, with proper use and disposal, smart home systems can contribute to sustainability efforts.
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Which horse breed do you find better to keep in terms of robustness, susceptibility to diseases, and attention to feeding?
In terms of robustness, susceptibility to diseases, and attention to feeding, I find that draft horse breeds such as the Percheron or Belgian are better to keep. These breeds are known for their strength and hardiness, making them less susceptible to certain health issues. They also have a lower risk of developing metabolic disorders and are generally easy keepers, requiring less feed and maintenance compared to other breeds. Additionally, their larger size and strong build make them well-suited for heavy work and pulling tasks.
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What are some ideas for an innovative and sustainable product that does not exist yet?
One innovative and sustainable product idea could be a biodegradable and compostable alternative to single-use plastic packaging, such as a food wrap or container made from plant-based materials. Another idea could be a solar-powered water purification system that can provide clean drinking water in remote or disaster-stricken areas. Additionally, a wearable technology that uses kinetic energy from movement to generate electricity for charging electronic devices could be a sustainable and innovative product.
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How did the product concept of Smart UI become an innovative idea?
The product concept of Smart UI became an innovative idea by recognizing the need for a more intuitive and user-friendly interface in the rapidly evolving technology landscape. The idea stemmed from the understanding that traditional user interfaces were becoming outdated and cumbersome, and there was a growing demand for a smarter, more responsive UI. By leveraging advanced technologies such as artificial intelligence, machine learning, and natural language processing, the Smart UI concept aimed to revolutionize the way users interact with technology, making it more seamless and efficient. This innovative approach to UI design has the potential to significantly enhance user experiences across various devices and platforms.
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