...this publication at: https://www.researchgate.net/publication/274097848 Energy management based on Internet of Things: practices and framework for adoption in production management ARTICLE in JOURNAL OF CLEANER PRODUCTION · MARCH 2015 Impact Factor: 3.84 · DOI: 10.1016/j.jclepro.2015.03.055 CITATIONS READS 2 200 2 AUTHORS: Fadi Shrouf Giovanni Miragliotta Politecnico di Milano Politecnico di Milano 4 PUBLICATIONS 26 CITATIONS 28 PUBLICATIONS 308 CITATIONS SEE PROFILE SEE PROFILE Available from: Fadi Shrouf Retrieved on: 26 January 2016 Journal of Cleaner Production 100 (2015) 235e246 Contents lists available at ScienceDirect Journal of Cleaner Production journal homepage: www.elsevier.com/locate/jclepro Energy management based on Internet of Things: practices and framework for adoption in production management Fadi Shrouf a, b, *, Giovanni Miragliotta a a b Department of Management, Economics and Industrial Engineering, Politecnico di Milano (POLIMI), Italy Department of Industrial Engineering, Business Administration and Statistics, ETSII, Universidad Politcnica de Madrid (UPM), Spain e a r t i c l e i n f o a b s t r a c t Article history: Received 6 November 2014 Received in revised form 5 March 2015 Accepted 18 March 2015 Available online 27 March 2015 In today's manufacturing scenario, rising energy prices, increasing ecological awareness, and changing consumer behaviors are...
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...<Case Study Questions> 1. What is PUE, and why is it an important place to start when considering how to reduce data center power consumption? What value of PUE should data center managers strive for? - PUE is simply defined as “Power Usage Effectiveness”. It measures how efficiently data centers use energy. PUE is an important place to start because it makes Google to measure the change in usage effectiveness. The ratio of PUE is total facility energy over IT equipment energy. A PUE of 1.00 would be best, but 1.09 was the lowest estimated value until 2011 as the video says. Data center managers are still striving for that. PUE = IT Equipment Energy + Facility Overhead Energy / IT Equipment Energy 2. Describe the five methods recommended by Google for reducing power consumption. - Measure PUE As I mentioned in Question 1, the industry uses a ratio called Power Usage Effectiveness (PUE) to measure and help reduce the energy used for non-computing functions. To effectively use PUE, it's important to measure often (at least once per second). If the ratio has a 1.00 PUE, it means the energy can be used in the most effective way possible. - Manage airflow Good air flow management is significant to efficient data center operation. By Minimize hot and cold air mixing, Google reduces its power consumption. Google should eliminate hot spots and be sure to use blanking plates (or flat sheets of metal) for any empty slots in the rack. Thermal modeling using computational...
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...framework for enabling convenient, on-demand network access to a shared pool of computing resources. Load balancing is one of the main challenges in cloud computing which is required to distribute the dynamic workload across multiple nodes to ensure that no single node is overwhelmed. It helps in optimal utilization of resources and hence in enhancing the performance of the system. The goal of load balancing is to minimize the resource consumption which will further reduce energy consumption and carbon emission rate that is the dire need of cloud computing. This determines the need of new metrics, energy consumption and carbon emission for energy-efficient load balancing in cloud computing. This paper discusses the existing load balancing techniques in cloud computing and further compares them based on various parameters like performance, scalability, associated overhead etc. that are considered in different techniques. It further discusses these techniques from energy consumption and carbon emission perspective. Keywords: Cloud computing, Load balancing, Energy efficiency, Green computing. 1. Introduction Cloud computing is emerging as a new paradigm of largescale distributed computing. It has moved computing and data away from desktop and portable PCs, into large data centers [1]. It has the capability to harness the power...
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...The 1973 Oil Crisis By Sarah Horton In October of 1973 Middle-eastern OPEC nations stopped exports to the US and other western nations. They meant to punish the western nations that supported Israel, their foe, in the Yom Kippur War, but they also realized the strong influence that they had on the world through oil. One of the many results of the embargo was higher oil prices all throughout the western world, particularly in America. The embargo forced America to consider many things about energy, such as the cost and supply, which up to 1973 no one had worried about (Spiegelman). In order to understand the main cause of the oil crisis one must first know the history of the region and the ArabIsraeli conflict. World War II a Zionist state, known as Israel, was created on 56% of the land that was formerly known as Palestine. This state served as a homeland for Jews. The local Arabs were enraged by the fact that the Palestinian land had been taken to create this state. They refused to acknowledge Israel as an independent state. The Arabs began to launch efforts to recapture the land that they felt was rightfully theirs. This created the Suez-Sinai War. The British and the French sided with the Israelis in order to punish Nasser for nationalizing the Suez Canal. The strong Israeli military forces quickly defeated the Arabs. The Arabs responded to this defeat by uniting. In 1967 Israel launched the Six-Day War, claiming much land. In 1973 Arab forces retaliated. On Yom...
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...4 The Impact of the Internet of Things on Business and Society · Ubiquitous services for connected consumers · Open source and collaborative business models · The optimisation of things: towards a truly sustainable development W ith the Internet of Everything, it will possible for everybody and everything to be connected at all times, receiving and processing information in real time. The result will be new ways of making decisions, backed by the availability of information. The option of being online and traceable at all times has also led to the emergence of a new generation of consumers, who demand new products and services based on ubiquity and interconnection. These shifts in production and consumption patterns are changing the relations between all the agents in the system. There is a whole host of new opportunities to design and offer new products and services and make more efficient use of existing assets, creating a fertile ground for entrepreneurs. The dynamic of change of the technologies involved in the Internet of Everything is particularly interesting. In many fields, successful new solutions will turn their backs on traditional models of evolution, based on standards set out by large corporations or supranational bodies. Instead, they will consist of “cheap hacks” promoted by entrepreneurs who are capable of identifying efficient problem-solving alternatives and distributing them efficiently thanks to permanent and ubiquitous connectivity, enabling collaboration...
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...electricity, the internet and other technologies. Much of South East Asia is also ‘switched off’. However within countries there is a large variation in level of development. Rural areas are typically far more disconnected and access to technology is very limited. In cities, especially Capitals and larger cities, for example Lagos in Nigeria have widespread technological access. Figure 1 – Energy consumption per person, by country, 2009 Figure 1 – Energy consumption per person, by country, 2009 Sub-Saharan Africa is the most ‘switched off’ region in the world with less than 2% of the population with internet access and widespread ‘low human development’ ranking in over 25 African countries. The vast majority of sub Saharan Africans fall under the lowest two categories of energy consumption, this means they use less than 9 btu a year. This compares with an average of 313 million btu/yr in the USA. (See Figure 1) However some technology is prevalent; mobile telephone technology is on the rise, mobile devices are increasingly popular in Africa, with many people owning their own phones despite not having electricity access in their homes. This has had a knock on effect with many mobile phone charging businesses starting. Africa has ‘leapfrogged’ the landline telephone stage of telecommunications technology and mobile phones are widely used. However not all African countries are disconnected. South Africa for example ranks 5th in the world for mobile date usage and internet user growth...
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...1010 INSTRUCTOR: TITLE: ENERGY SOURCES AND USES IN GREECE AND E.U. Introduction: The primary energy sources in our days are fossil fuels which are the natural gas, oil, coal, the nuclear power and other renewable sources, and as a secondary energy source, the electricity power. In Greece 86.3% of primary energy sources come from fossil fuels and especially 85.4% is coal. Coal has a high environmental impact when burned, because of the huge amount of soot and carbon dioxin released in the atmosphere, but also has a direct impact in our health, for example can cause asthma. This huge consumption can be explained because in Greece 70% of electricity comes from coal. Most European countries depend in the use of fossil fuels. But as it referred above, fossil fuels are extremely dangerous to our planet and for our health. So we must find a solution in reducing the consumption of these harmful energy sources and focus in the increase of consumption of the renewable sources which have the least environmental impact. The start has been made. European Union, decided to reduce by 20% the carbon emissions, compared to 1999, until 2020. This step brings us closer to the use of Renewable energy. Materials: PCs and access to Internet Use of Excel Rulers Sources: 1)http://epp.eurostat.ec.europa.eu/cache/ITY_OFFPUB/KS-CD-10-220/EN/KS-CD-10-220-EN.PDF the Eurostat yearbook 2010, Chapter 11 on Environment and Energy: 2) http://epp.eurostat.ec...
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...More Consumption of Coal After the industrial revolution, energy is urgently needed for both daily life and industries. For hundreds of years, human beings have relied on the consumption of energy. People not only cannot live without them but also have to increase the amount for their better living methods and better life quality. Problems come along with increasing energy, especially when the major part of the energy comes from burning coal. Pollution caused by excess burning of coal and trade problems caused by coal prices and coal reserves are so apparent that need to be addressed. However, the advantages of burning coal for energies are so clear for its cheaper price compared to other energies. The balance between benefit and cost is hard to maintain. The choice between continuing current coal consumption and a healthy future is hard to make. For a sustainable society and to improve the quality of the environment and reform the economy, the global consumption of coal needs to be restricted. The balance between economy and environment is hard to maintain. Burning coal for energy has lots of advantages and disadvantages. There are two opposite opinions towards dealing with excess consumption of coal. According to objective global circumstance, it is impossible to ban coal directly. So a debate about whether to restrict coal makes more sense here. The consumption of coal is a fact and there must be a substitute for coal if people want to restrict it. Renewable energy is...
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...The Internet of Things 1. Summarize what have you learnt about Industry 4.0 (The Internet of Thing) As the Internet of Things, most of organizations try to find and use lots of information from many sources such as internal and external sources, including public, suppliers, and internet in order to analyze and evaluate the projects. As the Internet, it is the most easiest and effective ways to get information or databases to analyze the efficiency of projects or operations for increasing the logistic of industries. Using internet system, it is the new challenge that most of companies adapt it in order to become successful. As the internet of things, it is the new strategy for applying with business models that how business can use technology to increase profitability and efficiency of business’ operation. There are two main types of emerging applications, including information and analysis, and automation and control as the tools for develop and improve technology to increase values and opportunities’ companies. As Information and Analysis, it is using networks to collect and link all information and data among consumers and producers for gaining and improving decision making of organization or management processes of production. There are three applications of information and analysis, which consists of tracking behavior, enhanced situational awareness, and sensor-driven decision analytics. Tracking behavior, it is using tracking product to identify details, status, and...
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...cost-effective infrastructure for running HPC, enterprise and Web applications. However, the growing demand of Cloud infrastructure has drastically increased the energy consumption of data centers, which has become a critical issue. High energy consumption not only translates to high operational cost, which reduces the profit margin of Cloud providers, but also leads to high carbon emissions which is not environmentally friendly. Hence, energy-efficient solutions are required to minimize the impact of Cloud computing on the environment. In order to design such solutions, deep analysis of Cloud is required with respect to their power efficiency. Thus, in this chapter, I discuss various elements of Clouds which contribute to the total energy consumption and how it is addressed in the literature. I also discuss the implication of these solutions for future research directions to enable green Cloud computing. The paper also explains the role of Cloud users in achieving this goal. Table of Contents ABSTRACT: 2 1. Introduction 3 2. What is Cloud computing? 6 2.1 Cloud Computing Characteristics 7 2.2 Components of Cloud Computing 8 2.3 Cloud Computing Deployment Models 10 3. Cloud Computing and Energy Usage Model: A Typical Example 12 4. Features of Clouds enabling Green computing 13 5. Towards Energy Efficiency of Cloud computing: State-of-the-Art 15 5.1 Applications 15 5.2 Cloud Software Stack: Virtualization and Provisioning 15 5.3 Datacenter level: Cooling...
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...What’s the Buzz on Smart Grids? CASE STUDY T T he existing electricity infrastructure in the United States is outdated and inefficient. Energy companies provide power to consumers, but the grid provides no information about how the consumers are using that energy, making it difficult to develop more efficient approaches to distribution. Also, the current electric- ity grid offers few ways to handle power provided by alternative energy sources, which are critical compo- nents of most efforts to go “green.” Enter the smart grid. A smart grid delivers electricity from suppliers to consumers using digital technology to save energy, reduce costs, and increase reliability and trans- parency. The smart grid enables information to flow back and forth between electric power providers and individual households to allow both consumers and energy companies to make more intelligent decisions regarding energy consumption and production. Information from smart grids would show utilities when to raise prices when demand is high and lower them when demand lessens. Smart grids would also help consumers program high-use electrical appliances like heating and air condition- ing systems to reduce consumption during times of peak usage. If implemented nationwide, proponents believe, smart grids would lead to a 5 to 15 percent decrease in energy consumption. Electricity grids are sized to meet the maximum electricity need, so a drop in peak demand would enable utilities to operate with fewer expensive...
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...Green Computing and Communications The Survey and Future Evolution of Green Computing Qilin Li Production and Technology Department Sichuan Electric Power Science and Research Institute Chengdu, Sichuan, P.R.China li_qi_lin@163.com Mingtian Zhou School of Computer Science and Technologies University of Electronic Science and Technology Chengdu, Sichuan, P.R.China mtzhou@uestc.edu.cn Although green computing is becoming increasingly important in IT systems, it presents challenging problems to system designers. Designers need to take into account energy consumption during the phase of system design and to find solutions to reduce it. Green computing involves all aspects of IT systems, such as chips, system architectures, compilers, operating systems, communication networks and application services, and so on[1]. Further, these aspects are interdependent and complicated. As a result, building lowcost and low-power-consumption systems is a challenging and important activity. Such a new computing paradigm introduces new technical challenges to system designers. In light of today’s requirements for green computing, we present latest research efforts that attempt to deal with them and indicate still open issues. We thus discuss the connotation of green computing and sketch our view on the next generation of IT systems for green computing. We further identify key issues relevant to green computing and evaluate different approaches to these problems. The scope of this survey covers...
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...Efficiency Best Practices 1. What is PUE, and why is it an important place to start when considering how to reduce data center power consumption? What value of PUE should data center managers strive for? 2. Describe the five methods recommended by Google for reducing power consumption. 3. How much of the world’s global greenhouse gases are the result of computing? List several factors that will tend to retard or accelerate data center power consumption both globally and in the United States. 4. Where do you suspect that data-center power consumption will be greatest: developing and emerging economies or already developed economies? Why? 5. Imagine that a company has developed an advanced technology that allows it to reduce its data-center requirements by an unprecedented amount, and creates a competitive Power usage efficiency (PUE) is a form of measuring how efficient a data center is in using energy. PUE can be determined by a ratio of amount of power entering the data center by the amount of power used to run the computer equipment (PUE = Total Facility Energy/IT Equipment Energy). PUE provides the tool to measure how effective a data center is in utilizing energy to cool its computers equipment. Data center managers strive for a PEU of 1.0. As the PUE increases over 1.0 the less efficient the data center is in using energy to cool its computer equipment which could be very costly for the company since its overhead cost will rise. According to Kevin Dolder...
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...balancing is to minimize the resource consumption which will further reduce energy consumption and carbon emission rate that is the dire need of cloud computing. This paper discusses the existing load balancing techniques in cloud computing and further compares them based on various parameters like performance, scalability, associated overhead etc. Literature Survey Introduction Cloud computing is emerging as a new paradigm of large-scale distributed computing. Load balancing is one of the main challenges in cloud computing which is required to distribute the dynamic workload across multiple nodes to ensure that no single node is overwhelmed. existing Load Balancing techniques that have been studied, mainly focus on reducing overhead, service response time and improving performance etc., but none of the techniques has considered the energy consumption and carbon emission factors. Therefore, there is a need to develop an Energy-efficient load balancing technique that can improve the performance of cloud computing along with maximum resource utilization, in turn reducing energy consumption. Green Computing in Clouds Green Computing is the practice of implementing policies and procedures that improve the efficiency of computing resources in such a way as to reduce the energy consumption and environmental impact of their utilization. However, the explosion of cloud computing networks and the growing demand drastically increases the energy consumption of data- centers, which has become...
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...Pollachi, India, 2Associate Professor, Department of Computer Science, NGM College, Pollachi, India, Abstract —Due to trends like Cloud Computing and Green cloud Computing, virtualization technologies are gaining increasing importance. Cloud is a novel model for computing resources, which aims to computing infrastructure to the network in order to reduce costs of hardware and software resources. Nowadays, power is one of big issue of data centers has huge impacts on society. Researchers are seeking to find solutions to make data centers reduce power consumption. These IDC (Internet Data Center) consume vast amounts...
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