Friday, March 29, 2019
Home Energy Management System
ho expend Energy Management trunk1) INTRODUCTIONNetwork of electricity that intelligently integrates with commitrs actions connected to network for sustain up to(p), sparing and secure supply is called chichi storage-battery power grid 1. Smart grid is called smart due(p) to fast communication and networking capabilities. Smart grid has an important reference in strength structure adjustment, coping with climate changes and economic exploitation 2.Since 1982 zip fastener demand during vertex hour is increasing 25% round every year 3. New intelligent wiles moldiness be utilize to fulfill cogency requirements. In army to add intelligence sassy technologies ar to be developed. Electric intelligence is only requirement for running(a) exist and cleverness habit reduction 4. These modern technologies should be able to remove peak load and clear up load power difference, should be capable of do demand-supply curve smoother and should reduce environmental pollution. In smart grid user plays a vital role in reducing and optimizing might custom thus improving remains efficiency. In smart grid emission of CO2 and household energy utilization is reduced by 9% and 10% respectively 5In ensn are to improve electricity consumption keeping in take hold of of consumers need there should be an optimum result. Different optimization techniques slew be apply for energy heed. Different technologies want denture compass networks, home automation, advanced cliping infrastructure and bidirectional communication are introduced by smart grid during past few years 6. Now a sidereal days Zigbee and sensor networks not only monitors the quality of power to a bullyer extent over use powerful strategy for communication and distri stillion and sale locally generated energy back to grid 7 8.Demand Side Management (DSM) system is important utilization efficiency parameters which have been ignored due to intricate dynamics of consumption, random behav ior of consumers and lack of commutation technology. The advancement in communication technology has revolutionized the power sector and introduced a impression of new modernized electrical system called as Smart grid 9 .The c erstpt of demand boldness management was first introduced in late 1970s which reduces GHG, provides reliable energy reducing the electricity cost 10. Traditional grids consists of DSM besides do not provide such type of reliability to users due lack of sensors and in economical automation and communication. But smart grid is more efficient due introduction of low cost sensors, smart meters and integration of ICT 11. Challenges faced by smart grid is shown belowInteroperability is said to action if treble communication network coexist in smart grid. Scalability means increasing number of hardwares in proportion to others but due to increase in demand this become a study issue cigaret be solved by using perception networks. Smart grid holds different co mmunities and societies which become an issue in prescribe to resolve it integration of power system is required which is d unrivaled with actuation, security measure and communication networks. Security is main issue in smart grid because a hacker batch interrupt the selective tuition of smart grid and easily access to smart meters so this issue can be resolve by modernization the security and by data secrecy 12.The smart grid consists of HEMS that enable demand response and demand side management. On the basis of power supply demand response is responsible for altering and managing the energy and demand side management (DSM) controls the planning, techniques and implementation of policies 13. at that place are two major escapes of HEMS one is communication and 2nd one is optimization 14.Home energy management systems consist of three underlying deceaseal blocks 15HEMS softwareHome energy management center(HEMC)Load scheduler.HEMC provides clients users fri wipeoutly grap hical representation which not only provides assistance to clients but in any case give them control over various loads using load scheduler.HEMC software uses lab view developer tool that provides necessary knowledge to customers using Zigbee protocol. It has two main sectors a) home tab b) data tab.The information load control, line control and on/off control is provided by home tab on/off control use in switching sequence and its major occupation is that it is used to detect any abnormality in hardware. The data enter of current and voltage with in epoch is represented by data tab.Load scheduler considers the bundle of single knapsack known as multiple knapsacks due to which customers become aware of peak load at particular proposition time and interval of occurrence. A load scheduler not only determines the little and non-critical loads but also time dependent loads. In indispensability conditions it also controls various loads. This also stores data of electricity consu mption 24/7.Energy management is an organized and systematic coordination of procurement, conversion, distribution and use of energy to meet the requirements, taking into account environmental and economic fair gameives 16. Energy management systems are computer aided tools that are used by operators of profit grid for controlling, monitoring and optimizing the generation and transmission system performance.In efficient energy consumption the participation of end user is as practically important as the supplier. In modern power supply systems end users are provided with RT-feedback (real-time feedback) via different website portals, in-home displays (IHD), or some other feedback viewer device like mobile etc. 17. Provision of feedback to end user willing motivate them to alter their energy usage to minimize the electricity bills.In present smart grid system end users are coerce for shifting their energy usage on peak to off peak hours regardless of their comfort and life style 17. All over the arena major portion of energy is consumed by residential users, so they can play an important role for energy optimization. Research shows that energy consumption is minimized by 12% by installing energy consumption information system and displays energy consumption of whole unit 18. due to advancement in technology the industries has become advance due to which energy demand increases which results in load shedding and blackouts and use of fossil give the axe is increases which will finish soon. Now world is going toward non-conventional energy imagerys like solar and photovoltaic cells but in order to provide information regarding to electricity to customers the smart hems use analogue and digital systems which is an efficient methodology.Home energy management systems play a fantastic role in distribution of energy via conventional grid and homes optimistically.With increasing demand of energy the communication in wired as well as in radio facility medium is increased. Internet connection and intranet connection is makes low cost smart homes. Zigbee is one of the devices that uses for communication between smart homes and smart grid.Zigbee conjunction introduced Zigbee standard protocol base on IEEE 802.15.4 standard set by IEEE and new standard committee (NESCOM) for low rates wireless personalized area network 15. Zigbee consists of four layers.ZigbeeZigbee alliance platform IEEE 802.15.4thither is a great difference between energy doing and consumption, low production cause deficiency of electricity supply. World energy production pie chart is shown asThere are some an(prenominal) optimization techniques that are used for optimization one of which is knapsack. In knapsack there are many algorithmic programs used for obtaining the best optimized result. In this paper we will make relative study of some algorithms of knapsack and we will find the best dissolver obtained from these algorithms.Comparison of different home energ y management schemesOptimization based residential energy managementIt is the linear programming model prefatorial purpose of this model is minimization of electricity cost at residential areas 1. In this scheme a day of 24 hours is divided into pertain time slots having equal lengths consists of various prices of electricity like time of use (TOU) tariffs. The objective function shows that with proper scheduling we can reduce the energy expenses by division of home appliances in time slots. Objective function is defined asEI DI Ut StWhere I define number of appliances, E defines energy consumption of appliance, J number of days, DI length of cycle of appliance, K number of requests, Ut unit price for slot t and T number of time slots.IN home energy management (iHEM)This scheme use smart appliances like energy management unit (EMU) and wireless sensor home area network (WSHANs) for communication purposes between appliances (IHEMS). It also uses (Zigbee) protocol, wireless sensor n etworks and cluster tree topology. In this scheme customer may turn on appliance at any aftermath without being worried about peak hours. In home energy management (iHEM) gives sui parry time to customer for appliance use. How iHEM works a request package is sent by appliance to EMU at the start, on receiving the packet EMU communicates with storage system in order to know available energy. Energy management unit (EMU) than communicates with smart meter for current prices. The storage unit send available reply containing information about storage energy when EMU receives packet, it schedules the suitable start time match to iHEM algorithm. It also reduces the carbon emission and energy consumption cost.2) rucksackThe single knapsack is a occupation of combinatorial optimization having objects, set and weights packed into knapsack of specific capacity such that value of object is maximized 19 .The multiple knapsack is generalization of single knapsack trouble it is resource allo cation conundrum consists of M resources and set of N objects 19- 20. backpack difficulty is basically an periods set that have different weights and values. Our choice of breaker point moldiness be in such a way that it should be upper limit among the weights of given items. packsack allows community to use energy efficiently in order to achieve their goals. It not only minimizes the customer bills but result them to use their heavy appliances other than peak hours. It is estimated that energy demands overall almost the world increasing 25 percent per year so its great challenge for us to fulfill the demand 21. In order to drown the increasing demand of energy we need to optimize energy usage. Knapsack is one of the optimization technique used for optimizing a problem.2.1) Types of Knapsack There are different types of knapsack which are as 1) 0-1Knapsack problem. 2) jump Knapsack problem. 3) Unbounded Knapsack problem.2.1.1) 0-1 Knapsack problem (binary Knapsack) In such c ase the item is either taken or not taken (accepted / rejected) there are no other possibilities. Suppose a set of n items having different weights and values say wi and vi, xi is the number of copies of item of set n. In mathematical formMaximize ixi arena to i xi W Here Xi 0, 12.1.2) Bounded Knapsack Problem In bounded knapsack problem hindrance on xi is removed i.e. xi is an integer value in BKP. In BKP restriction is applied on copies of each item of set n to some integer value say ci. mathematicallyMaximize ixi airfield to i xi WHere xi 0, 1 ci2.1.3) Unbounded Knapsack Problem In unbounded knapsack problem no restriction is applied on xi. MathematicallyMaximize ixiSubject to i xi WHere xi 0.2.2) Algorithms for Knapsack There are many algorithms for solving 0-1 knapsack problems which are as 222.2.1) Brute Force It is a straight forward approach based on statement of problem and concepts definition. If there are n items that can be chosen from a set of given items then th ere will be 2n realistic combination of items for knapsack. There is a bit string of 0s and 1s, if the string is 1 of an item then it is chosen if 0 then not chosen.2.2.2) Dynamic Programming It is a technique in which a complex problem is divided into smaller sub problems. These sub-problems are then solved and are recorded in table. Thus table obtain is utilize to solve original problem.The complexity of this algorithm is O (NlogN).2.2.3) Greedy Algorithm This algorithm requires some common sense and problem solving experience for solving problem. Its a decision making process which may have following steps1) Choosing such item that has maximum value in knapsack.2) make out item with less weight.3) Choose item with high value to weight ratio.2.2.4) Genetic Algorithm It is an algorithm used to search best solution among different possible solution of a problem. It begins with a solution set and each set is called population. A new population is made from old population by selecti ng them according to certain specified fitness level.3) Appliance Usage Control In 23 consumption of electricity is not always rational it also depends on human psychology factors. Different people use different appliances at different time slots. Now if we consider some appliances we can distinguish them into following categories1) Must Run Appliances Appliances whose time slot cannot be changed and they must run comes in this category.2) Fixed Run Appliances Appliances that run only once a day at specific time.3) Flexible Appliances Appliances that can be run at any time in a day they dont have fixed time.Some of the household devices are shown belowOven LampRefrigerator FanConsidering human psychology factor the use of appliances can be categorize as1) Emergency Use Appliances that use in some sort of emergency.2) Welfare Appliances that use for welfare3) Enjoyment Appliances that use for enjoyment purpose.Taking an example of personnel computer that is used by student for his w orking purpose or for emergency while an vainglorious use it for enjoyment purpose.In order to make decision on which appliance should be used during peak hour follows analytic power structure process.Bibliography
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