AN IMPROVED METHOD FOR UNIVERSITY BUILDING S ENERGY EFFICIENCY INDEX USING CLUSTER APPROACH NUR NAJIHAH BINTI ABU BAKAR UNIVERSITI TEKNOLOGI MALAYSIA

Similar documents
PRODUCTIVITY IMPROVEMENTS USING LEAN PRACTICES AT JAPANESE ELECTRICAL AND ELECTRONICS MANUFACTURING AFIF AIMADUDDIN BIN PARNON

PWM PIC16F877A DIMMING ELECTRONIC BALLAST FOR HPS LAMP NATRA BINTI ISMAIL

HARMONIC MODELING IN POWER DISTRIBUTION SYSTEM USING TIME SERIES SIMULATION CHE KU FARHANA BINTI CHE KU AMRAN UNIVERSITI TEKNOLOGI MALAYSIA

OPTIMAL HEAT TRANSFER OF HEAT SINK DESIGN BASED ON ELECTRONIC PACKAGE THERMAL DISTRIBUTION USING COMSOL PACKAGE SOFTWARE

MESOPYME-IEMA SOFTWARE PROCESS EVALUATION MODEL FOR SMALL AND MEDIUM SOFTWARE INDUSTRIES IMRAN BASHA

HOUMAN OMIDI. A project report submitted in partial fulfilment of the. Master of Engineering (Electrical-Power) Faculty of Electrical Engineering

AN IMPROVED ACCURACY OF WEB SERVICE SELECTION BASED ON MULTI-CRITERIA DECISION MAKING AND WEB SERVICE MODELING ONTOLOGY

LEARNING ENHANCEMENT OF THREE-TERM BACKPROPAGATION NETWORK BASED ON ELITIST MULTI-OBJECTIVE EVOLUTIONARY ALGORITHMS ASHRAF OSMAN IBRAHIM ELSAYED

THERMAL ANALYSIS OF H.V INSULATION OIL DURING PARTIAL DISCHARGE DETECTION RASOOL ABDELFADIL GATEA UNIVERSITI TEKNOLOGI MALAYSIA

PUMP SCHEDULING OPTIMIZATION FOR WATER SUPPLY SYSTEM USING ADAPTIVE WEIGHTED SUM GENETIC ALGORITHM FOLORUNSO TALIHA ABIODUN

SYSTEM IDENTIFICATION AND INTELLIGENT CONTROL OF AUTOMOTIVE AIR CONDITIONING SYSTEM. MOHD FIRDAUS BIN MOHAMED

ENERGY ANALYSIS AND OPTIMIZATION OF PUBLIC BUILDING USING BUILDING INFORMATION MODELING APPLICATION

FREQUENCY RECONFIGURABLE ARCHIMEDEAN SPIRAL ANTENNA MASMURNI BINTI ABDUL RAHMAN

ADAPTIVE CROSS WIGNER-VILLE DISTRIBUTION FOR PARAMETER ESTIMATION OF DIGITALLY MODULATED SIGNALS CHEE YEN MEI

EXPECTED LIFE CYCLE COST FOR SYSTEMS WITH REPAIRABLE COMPONENTS AMIRHOSSEIN EBRAHIMI

DETERMINATION OF LEAKAGE IN AN OIL AND GAS PIPELINE NOR AZIAN BINTI MOHIDEEN ABDUL KADIR

CARBON NANOTUBE FIELD-EFFECT TRANSISTOR FOR A LOW NOISE AMPLIFIER NGU KEK SIANG UNIVERSITI TEKNOLOGI MALAYSIA

POWER OPTIMIZATION CONTROL OF SMALL-SIZED WIND TURBINE FOR MALAYSIA WIND CONDITION SUHAILA BINTI SAMSURI UNIVERSITI TEKNOLOGI MALAYSIA

SELECTION OF THE INDUSTRILIZED BUILDING MATERIAL SUPPLIER BY ANALYTIC HIERARCHY PROCESS METHOD MOHAMMAD YOUSEF MORAVVEJI

DEVELOPMENT OF MONOPOLE SENSORS FOR RICE QUALITY CHARACTERIZATION IN MALAYSIA JAMALIAH BINTI SALLEH

EXPERIMENTAL ANALYSIS OF MACHINING PERFORMANCE BASED ON SELECTED CUTTING PARAMETERS FOR SMART CNC TURNING ENVIRONMENT

MOTIVATION AND BARRIER FACTORS OF ENVIRONMENTAL MANAGEMENT SYSTEMS IMPLEMENTATION IN CONSTRUCTION

PATTERN AND FREQUENCY RECONFIGURABLE ANTENNA FOR WIRELESS APPLICATIONS DELPHINE ABIJURU. requirements for the award of the degree of

MODEL DEVELOPMENT OF ESTIMATING OIL DISCHARGE FOR SUSTAINABLE GREEN PORT NAJLAA NAZIHAH BINTI MAS OOD UNIVERSITI TEKNOLOGI MALAYSIA

FREQUENCY ESTIMATOR USING ARTIFICIAL NEURAL NETWORK FOR ELECTRICAL POWER SYSTEM DYNAMICS AZLIZA BINTI MOHD JELANI UNIVERSITI TEKNOLOGI MALAYSIA

MODELING, SIMULATION AND DESIGN OF AN IMPROVED HIGH POWER FACTOR BRIDGELESS SEPIC CONVERTER IZNI BINTI MUSTAFAR UNIVERSITI TEKNOLOGI MALAYSIA

NON-LINEAR WATER LEVEL FORECASTING OF DUNGUN RIVER USING HYBRIDIZATION OF BACKPROPAGATION NEURAL NETWORK AND GENETIC ALGORITHM SITI HAJAR BINTI ARBAIN

COMPARATIVE STUDY OF REGTANGULAR MICROSTRIP PATCH ANTENNA ARRAY DESIGN ABDULLAHI MOALLIM YUSUF

EFFECTIVENESS OF SAFETY PROGRAMS IN MALAYSIAN CONSTRUCTION INDUSTRY JAIMEY ATTAU

PARTICLE SWARM OPTIMIZATION FOR MPPT : SIMULATION AND ANALYSIS NOOR DZULAIKHA BINTI DAUD UNIVERSITI TEKNOLOGI MALAYSIA

UNIVERSITI TEKNOLOGI MALAYSIA

Implementation of Integrated Project Delivery (IPD) and Building Information Modelling (BIM) In the Construction Industry.

CONTRIBUTION OF HUMAN FACTORS TO SHIPPING SAFETY ARFENA DEAH LESTARI

ENHANCEMENT OF VOLTAGE STABILITY AND POWER LOSSES FOR DISTRIBUTION SYSTEM WITH DISTRIBUTED GENERATION USING GENETIC ALGORITHM OMAR TAHSEEN OMAR KHALAF

MODIFIED STEREO VISION METHOD FOR AN UNMANNED GROUND VEHICLE MASOUD SAMADI UNIVERSITI TEKNOLOGI MALAYSIA

CONSTRUCTABILITY COMPARISON BETWEEN IBS AND CONVENTIONAL CONSTRUCTION EHSAN HARIRCHIAN UNIVERSITI TEKNOLOGI MALAYSIA

CONSTRUCTION SAFETY AND MANAGEMENT PRACTICES IN BANGLADESH MD SHAMIM HASAN SARKAR

IMPROVING THE DOCUMENTATION OF USER S REQUIREMENTS FOR E-SERVICE SYSTEMS USING SERVICE RESPONSIBILITY TABLE IBRAHIM SALIHU ANKA

ANTENNA ARRAY (DESIGN AT 28 GHz FOR 5G MOBILE NETWORK BASIL JABIR SHANSHOOL. A project submitted in partial fulfilment of the

INTEGRATING COOPERATIVE USERS TO DEVELOP FRAMEWORK FOR AN EFFECTIVE MOBILE PHYSIOTHERAPY YOUCEF BENFERDIA

DATA SAMPLING TIME SCHEDULING BASED ON MAXIMUM ALLOWABLE LOOP DELAY FOR NETWORKED CONTROL SYSTEM AMIRA SARAYATI AHMAD DAHALAN

MITIGATING INTER-CARRIER INTERFERENCE IN ORTHOGONAL FREQUENCY DIVSION MULTIPLEXING SYSTEM USING SCALED ALPHA PULSE SHAPING TECHNIQUE

A BIOMETRIC ENCRYPTION SYSTEM ALGORITHM DEVELOPMENT AND SYSTEM LEVEL DESIGN RABIA BAKHTERI UNIVERSITI TEKNOLOGI MALAYSIA

OBJECT CLASSIFICATION USING DEEP LEARNING FONG SOON FEI

3 AN EXPLORATORY STUDY UNIVERSITY TEKNOLOGI MALAYSIA S INNOVATION TOWARD COMMERCIALIZATION BAWER MARWAN ABDULAHAD

LOAD DISTRIBUTION MESH ROUTING FOR WIRELESS MESH NETWORK ISMADI BIN IBRAHIM

COMPUTER AIDED APPROACH FOR OCCUPATIONALLY HEALTHIER CHEMICAL PROCESSES ASSESSMENT AND SELECTION SANTHA PANDIAN UNIVERSITI TEKNOLOGI MALAYSIA

SLIDING MODE CONTROL FOR DC-AC CONVERTER POUYA IZADIFAR

ANALYSIS OF MARINE INCIDENTS IN MALAYSIA SURHAN JAMIL BIN HARON

SILICON NANOWIRE FIELD-EFFECT TRANSISTOR (SINWFET) AND ITS CIRCUIT LEVEL PERFORMANCE SITI NORAZLIN BINTI BAHADOR UNIVERSITI TEKNOLOGI MALAYSIA

SELF-TUNING PID CONTROLLER FOR ACTIVATED SLUDGE SYSTEM HUONG PEI CHOO

EFFECTIVE AEROSOL OPTICAL THICKNESS RETRIEVAL ALGORITHM USING MODIS 500 METRE DATA AHMAD MUBIN BIN WAHAB UNIVERSITI TEKNOLOGI MALAYSIA

PREDICTION OF TOTAL CONCENTRATION FOR SPHERICAL AND TEAR SHAPE DROPS BY USING NEURAL NETWORK NORHUSNA BINTI SAHARUN UNIVERSITI TEKNOLOGI MALAYSIA

THE MEDIATION EFFECT OF VALUE ON EXPERIENCE AND SERVICE QUALITY TOWARD SATISFACTION IN MALAYSIAN TOURISM INDUSTRY KWOK SEE YING

RESONANT CONTROL OF A FLEXIBLE MANIPULATOR SYSTEM

A 10-BIT 50 MEGA-SAMPLES-PER-SECOND PIPELINED ANALOG-TO-DIGITAL CONVERTER YUZMAN BIN YUSOFF UNIVERSITI TEKNOLOGI MALAYSIA

TWO DIMENSIONAL DIRECT CURRENT RESISTIVITY MAPPING FOR SUBSURFACE INVESTIGATION USING COMPUTATIONAL INTELLIGENCE TECHNIQUES

INTEGRATED SYSTEM OF AUTOMATIC IDENTIFICATION SYSTEM (AIS) AND RADAR FOR PORT TRAFFIC MANAGEMENT NUR AIREEN BT. AMRAN UNIVERSITI TEKNOLOGI MALAYSIA

JPEG IMAGE TAMPERING DETECTION BASED ON BLOCKING ARTIFACTS ALI EBRAHIMI

DESIGN AND ANALYSIS OF WIDEBAND CIRCULARLY POLARIZED DIELECTRIC RESONATOR ANTENNA FOR WIRELESS COMMUNICATION APPLICATIONS

OPTIMAL PROPORTIONAL INTEGRAL DERIVATIVE CONTROLLER FOR AUTOMATIC VOLTAGE REGULATOR SYSTEM USING PARTICLE SWARM OPTIMIZATION ALGORITHM

CONFIGURATION DESIGN MOHD FAHRUL BIN HASSAN

SECURE ON-DEMAND ROUTING PROTOCOL IN WIRELESS SENSOR NETWORKS BASED ON ROUTE WEIGHT AND KNOWLEDGE SHARING ALI FARROKHTALA

GRAPHICS PROCESSING UNIT BASED PARALLEL COPY MOVE IMAGE FORGERY DETECTION SCHEME AHMAD UWAYS BIN ZULKURNAIN

INSULATION COORDINATION OF QUADRUPLE CIRCUIT HIGH VOLTAGE TRANSMISSION LINES USING ATP-EMTP SITI RUGAYAH BTE DUGEL

AFFINE-BASED TIME-SCALE ULTRA WIDEBAND WIRELESS CHANNEL SIMULATOR FOR TIME-VARYING COMMUNICATION ENVIRONMENT NOR ASWANI BINTI HJ MAMAT

THREE-DIMENSIONAL FINITE-DIFFERENCE TIME-DOMAIN SIMULATION OF COAXIAL TRANSMISSION LINE FOR BROADBAND DIELECTRIC CHARACTERIZATION

CLASSIFICATION OF ABNORMAL CROWD BEHAVIOR USING IMAGE PROCESSING AND STATE MACHINES NG TZE JIA

OPTIMAL DESIGN AND SYNTHESIS OF RICE SUPPLY CHAIN LIM JENG SHIUN UNIVERSITI TEKNOLOGI MALAYSIA

SYSTEM IDENTIFICATION AND CONTROL OF THE HORIZONTAL MOTION OF A TWIN ROTOR MULTI-INPUT MULTI-OUTPUT SYSTEM (TRMS) NURUL HAZIRAH BINTI ABD AZIZ

IMPLEMENTATION OF GENETIC ALGORITHM IN MODEL IDENTIFICATION OF BOX-JENKINS METHODOLOGY MOHD ZULARIFFIN MD MAAROF UNIVERSITI TEKNOLOGI MALAYSIA

FLUID FLOW IN HORIZONTAL PIPELINE WITH LEAKAGE TASNEEM BINTI NASHARUDIN UNIVERSITI TEKNOLOGI MALAYSIA

DESIGN OF A MIMO RECTANGULAR DIELECTRIC RESONATOR ANTENNA FOR LTE APPLICATION

ADOPTION OF COMPUTERIZED ACCOUNTING INFORMATION SYSTEM (CAIS) AMONG MALAYSIAN SMEs

IMAGE IMPROVEMENT TECHNIQUE USING FEED FORWARD NEURAL NETWORK

PRODUCT DESIGN IMPROVEMENT USING DESIGN FOR MANUFACTURE AND ASSEMBLY (DFMA) METHODOLOGY

LONG TERM EVOLUTION MULTIMEDIA BROADCAST AND MULTICAST SERVICES IN SINGLE FREQUENCY NETWORK AMIRUDIN IBRAHIM UNIVERSITI TEKNOLOGI MALAYSIA

CORRELATIVE INTERFEROMETRY FOR ANGLE OF ARRIVAL ESTIMATION AND SIGNAL SOURCE LOCATING USMAN BATURE ISYAKU

SYSTEM IDENTIFICATION AND POSITION CONTROL OF PNEUMATIC ACTUATOR USING EMBEDDED SYSTEM TAHA MOHAMMED AHMED SADEQ

SIMULATION AND OPTIMIZATION OF ELECTRICAL DISCHARGE MACHINING PROCESS USING MATLAB ELNAZ KARIMPOUR UNIVERSITI TEKNOLOGI MALAYSIA

THE APPLICATION OF TERRESTRIAL LASER SCANNING AND WEB-BASED GEOGRAPHICAL INFORMATION SYSTEM FOR INDOOR ASSET MANAGEMENT

HIGH-PERFORMANCE DIGITAL FILTER IN FPGA SITI SUHAILA MOHD YUSOF UNIVERSITI TEKNOLOGI MALAYSIA

ASSESSING CLOUD COMPUTING SECURITY LEVEL OF AWARENESS AMONG IT AND NON IT STUDENTS IN UTM ALWUHAYD MUTEB MOHAMMED UNIVERSITI TEKNOLOGI MALAYSIA

POST-TENSION COLUMN FOR IBS BLOCKWORK BUILDING SYSTEM ZALILAH BINTI AYOP

CRASH ANALYSIS OF A RAINFOREST VEHICLE (RFV) UNDER FRONTAL IMPACT LOADING MOHAMAD SYAUQY AMIN BIN OTHMAN

ULTRA WIDEBAND ANTENNA WITH BAND NOTCH AT 5.8 GIGAHERTZ USING CONDUCTIVE SILVER COATED THIN FILM MOHD SUBRI BIN ABDUL RANI

A NEW STATISTIC TO THE THEORY OF CORRELATION STABILITY TESTING IN FINANCIAL MARKET SHAMSHURITAWATI SHARIF UNIVERSITI TEKNOLOGI MALAYSIA

DEVELOPMENT OF DYNAMIC EQUIVALENTS FOR INTERCONNECTED POWER SYSTEMS USING IDENTIFICATION APPROACHES KOK BOON CHING UNIVERSITI TEKNOLOGI MALAYSIA

A HYBRID APPROACH BASED ON ARIMA AND ARTIFICIAL NEURAL NETWORKS FOR CRIME SERIES FORECASTING MOHD SUHAIMI MOHD ZAKI

HIRZI BIN MOHD ISHAK UNIVERSITI TEKNOLOGI MALAYSIA

DIGITAL CODING SIMULATION USING MICRO-RING RESONATOR FOR LONG DISTANCE COMMUNICATION MASOUD RANJBAR. Universiti Teknologi Malaysia

DETECTION OF FLUID LEAKAGE USING GROUND PENETRATING RADAR AMALINA BINTI YUSUP

ON THE ESTABLISHMENT OF THE LOWEST ASTRONOMICAL TIDE FOR MARINE PARCEL COMMENCEMENT IN PENINSULAR MALAYSIA

MICROCONTROLLER BASED RATIO CONTROL FOR ELECTROMECHANICAL DUAL ACTING PULLEY CONTINUOUSLY VARIABLE TRANSMISSIONS ARIES BUDIANTO

CHANNEL AVAILABILITY AND QUEUING AWARE EARLIEST DEADLINE FIRST SCHEDULING ALGORITHM IN COGNITIVE RADIO NETWORK BURHAN OMAR SHEIKH AHMED

INTERFERENCE BETWEEN TERRESTRIAL, HIGH-ALTITUDE PLATFORM AND SATELLITE SYSTEMS AT 28 GHz KHALID IBRAHIM ALKHEDHAIRI UNIVERSITI TEKNOLOGI MALAYSIA

CONTINUOUS INDIVIDUAL PLOT CURVES TECHNIQUE FOR SIMULTANEOUS TARGETING AND DESIGN OF A MASS EXCHANGE NETWORK YANWARIZAL UNIVERSITI TEKNOLOGI MALAYSIA

SOCIAL NETWORK SITE APPROPRIATION PROCESSES BASED ON FAMILY TYPES YUZI BINTI MAHMUD

AN OPTICAL WAVELENGTH MEASUREMENT TECHNIQUE USING ERBIUM-DOPED FIBER ATTENUATION NORHAYATI BINTI AFFANDI

STATIC AND DYNAMIC CONTROL OF NETWORK BASED ROTARY INVERTED PENDULUM SYSTEM ZAID BIN YAAKOB

Transcription:

AN IMPROVED METHOD FOR UNIVERSITY BUILDING S ENERGY EFFICIENCY INDEX USING CLUSTER APPROACH NUR NAJIHAH BINTI ABU BAKAR UNIVERSITI TEKNOLOGI MALAYSIA

i AN IMPROVED METHOD FOR UNIVERSITY BUILDING S ENERGY EFFICIENCY INDEX USING CLUSTER APPROACH NUR NAJIHAH BINTI ABU BAKAR A thesis submitted in fulfilment of the requirements for the award of the degree of Master of Engineering (Electrical) Faculty of Electrical Engineering Universiti Teknologi Malaysia MARCH 2015

Specially dedicated to my beloved family, especially to my parent, Abu bakar Ali & Norhayati Abu Seman, my lovely husband, Mohamad Nor Hafiz Mahmood, my son, Mohamad Zhariff Hakimi, my supervisor, PM Dr Mohammad Yusri Hassan, and all my dearest friends who encouraged, helped, guided, and inspired me throughout my journey of education iii

iv ACKNOWLEDGEMENT Alhamdulillah. Thanks to the Almighty Allah S.W.T, for His blessings and guidance for giving me inspiration and strengths along this journey in completing my thesis. First and foremost, I would like to express my hearty gratitude to my supervisor, Assoc. Prof. Dr. Mohammad Yusri bin Hassan for the guidance and enthusiasm given throughout the progress of this project. Without his advice and valuable comment in the making of this project, I will never be able to achieve this stage. I am deeply grateful to have him as my supervisor and also my mentor. Most importantly, I would like to convey my special deepest thanks to my parents, Abu Bakar Ali and Norhayati Abu Seman, who had persistently giving spiritual motivation and inspiration throughout my study. I am also indebted and grateful to my husband and son whose love is boundless and constantly encouraged me throughout my studies. With their concern and support, I managed to motivate myself to finish this project. Not forgotten to Kementerian Pendidikan Malaysia (KPM) and Universiti Malaysia Perlis (UNIMAP) for funding my master study through the scholarship of Skim Latihan Akademik Bumiputera (SLAB). Last but not least, my sincere appreciation also extends to all my colleagues, administrative staffs at Faculty of Electrical Engineering, all members of the Research Management Centre (RMC), UTM and others who have provided assistance at various occasions. Their views and tips are useful indeed. Unfortunately, it is not possible to list all of them in this limited space.

v ABSTRACT Energy consumption in commercial buildings is a main concern due to the increasing trend in energy consumption globally. For this reason, energy efficiency in buildings has now become an important subject of energy policies at all levels. Many methods have been proposed to provide an effective way for regularly monitoring the performance of energy consumption as well as to reduce energy usage. Energy Efficiency Index (EEI) is one of the energy consumption indicators that is widely used in the building sector for measuring energy performance. This index is generally measured based on the energy used per unit of building floor area. A low building EEI indicates a large energy saving potential for the building. The current method of determining EEI based on the floor area is not able to identify the optimum level of energy usage since it does not consider the number of occupants and effective time usage in the energy performance evaluation. This thesis proposes a new mathematical algorithm for the determination of a building s EEI to accurately identify the energy performance of the building. Unlike the existing method for determining EEI, the proposed algorithm tracks the building performance by clustering the building according to room activities. The proposed algorithm is incorporated with a shifting method, retrofitting strategy and human behavioural practice to justify the parameters involved in the EEI configuration. A case study was carried out using a university building and results show that two elements with significant influence on EEI performance are the number of occupants in the room and operation hours. The usage of rooms with an appropriate number of occupants decreased the EEI to 52.66% averagely. In addition, by considering the effective time of load usage, the reduction of EEI occurred up to 33.3%. The proposed algorithm does not only provide an effective energy performance index, but is also able to track the optimum level of energy usage.

vi ABSTRAK Penggunaan tenaga di bangunan-bangunan komersial telah menjadi tumpuan utama berikutan peningkatan pola dalam penggunaan tenaga di seluruh dunia. Oleh itu, kecekapan tenaga di dalam bangunan kini di ketengahkan di dalam polisi tenaga di semua peringkat. Pelbagai kaedah telah dicadangkan bagi menyediakan cara-cara yang berkesan untuk sentiasa memantau prestasi penggunaan tenaga dan juga untuk mengurangkan penggunaan tenaga. Indeks Kecekapan Tenaga (EEI) adalah salah satu peranti penggunaan tenaga yang diguna secara meluas dalam sektor bangunan untuk mengukur prestasi tenaga. Indeks ini umumnya diukur berdasarkan tenaga yang digunakan bagi setiap unit keluasan lantai bangunan. Bacaan EEI bangunan yang rendah menunjukkan potensi penjimatan tenaga yang tinggi untuk bangunan. Kaedah terkini dalam menentukan EEI berdasarkan keluasan lantai tidak dapat mengenal pasti tahap optimum penggunaan tenaga kerana ia tidak mengambil kira bilangan penghuni dan juga penggunaan masa yang berkesan dalam penilaian prestasi tenaga. Tesis ini mencadangkan satu algoritma matematik yang baru bagi penentuan EEI sesebuah bangunan untuk mengenal pasti dengan tepat prestasi tenaga bangunan. Tidak seperti EEI yang sedia ada, kaedah EEI yang dicadangkan untuk menjejaki prestasi bangunan adalah dengan menganalisis kelompok bangunan mengikut aktiviti bilik. Algoritma yang dicadangkan digabungkan dengan kaedah peralihan, strategi penambahbaikan dan amalan tingkah laku manusia untuk menjustifikasi parameter yang terlibat dalam konfigurasi EEI. Satu kajian kes telah dijalankan ke atas bangunan universiti dan keputusan menunjukkan bahawa dua elemen yang mempunyai pengaruh yang besar ke atas prestasi EEI ialah bilangan penghuni di dalam bilik dan waktu operasi. Penggunaan bilik-bilik dengan jumlah penghuni yang sesuai mengurangkan EEI kepada 52.66% secara purata. Di samping itu, dengan mempertimbangkan masa yang efektif penggunaan beban, pengurangan EEI berlaku sehingga 33.3%. Algoritma yang dicadangkan bukan sahaja memberi indeks prestasi tenaga yang berkesan tetapi juga dapat mengesan tahap yang mengoptimumkan penggunaan tenaga.