Site Logo E-PROJECTTOPICS

TIME-SERIES FORECAST OF NIGERIA’S ELECTRICITY STATISTICS FROM 1991-2028 USING AUTO-REGRESSIVE INTEGRATED MOVING AVERAGE (ARIMA) MODEL


📝


Presented To


Engineering Department

📄 Pages: 94       🧠 Words: 12118       📚 Chapters: 5 🗂️️ For: PROJECT

👁️‍🗨️️️ Views: 125      

⬇️ Download (Complete Report) Now!

ABSTRACT
In Nigeria, there is a problem of inadequate electricity supply to the populace. A recognized reason for the energy poverty in the country is the poor handling of the electricity statistics provided by the National Electricity Regulatory Commission (Ajayi, 2006). Absence of good forecast is a dominant reason for the NERC's inability to manage the supply chain of electricity or carry out effective electricity demand and production planning. In this project, specific data has been obtained on electricity production (in kWh), electricity consumption (in kWh), electricity consumption per capita (in kWh), electricity transmission losses (in kWh) and percentage electricity transmission losses from the statistical bulletin of the National Bureau of Statistics between the year 1991 and 2011. This data reflects electricity demand and consumption pattern over the last two decades to help carry out a time-series analysis of the data and plot a time-series graph of the data to show the pattern of electricity demand and consumption using the Data Analysis Package, Time Series Modeller and Sequence Chart Analyser of the IBM SPSS 21 application. A Time series forecast of the data obtained was done using the Auto Regressive Integrated Moving Average model. The forecast predicted that if electricity consumption per capita remains static and unchanged at 145.146 kW per person per annum, the annual electricity consumption in 2016 will stand at 30.319 billion KWh thereby surpassing the total amount of electricity produced, 30.251 billion KWh if all other parameters that affect the production and consumption such as the amount of electricity lost in transmission continues in the same pattern as predicted by the model. Therefore the percentage of Nigerians that have access to electricity supply will also reduce from 48% in 2011 to about 41.83% in 2016. Error tests were carried out to ascertain the efficiency of the forecast and the model used. Forecasts are deemed to be accurate and authoritative enough if the MAPE value is below 10 and a forecast whose MAPE is between 1 and 5 is considered authoritative and accurate (Bozarth, 2011). The forecast was able to achieve a MAPE of 1.207 for the forecasts below the 10th Percentile of all forecasts and a MAPE of 1.714 for the forecasts between the 10th and 25th Percentile of all forecasts, which is the forecast between 2012 and 2017. This value increased to 25.037 as the model generated more forecasts. The results obtained by this forecast is further validated by the actual 2013 value of average annual electricity production which stands at 29.166 billion kWh according to (Nnodim, 2013), a 2.89% error difference from the forecasted 28.321 billion kWh. Hence, the forecasts between 2012 and 2017 are relatively accurate and authoritative.

PLEASE NOTE

This material is a comprehensive and well-written project, structured into Chapter (1 to 5) for clarity and depth.


To access the full material click the download button below


OR


Contact our support team via Call/WhatsApp: 09019904113 for further inquiries.

Thank you for choosing us!

📄 Pages: 94       🧠 Words: 12118       📚 Chapters: 5 🗂️️ For: PROJECT

👁️‍🗨️️️ Views: 125      

⬇️ Download (Complete Report) Now!

🔗 Related Topics

QUEUE MODELLING AND APPLICATIONS AT THE KADUNA TOLL BOOTHS SAMPLING OF LAND USE FROM LARGE SCALE AERIAL PHOTOGRAPHS MODELLING AND OPTIMIZATION OF PID CONTROLLER’s PARAMETERS FOR DEEP SPACE ANTENNA POSITIONING SYSTEM USING GENETIC ALGORITHM DEVELOPMENT OF SHEET STEEL GROUNDCOAT ENAMEL FROM LOCAL RAW MATERIALS SYNTHESIS AND CHARACTERISATION OF REACTIVE DYES FROM QUINAZOLINONE DERIVATIVES AND THEIR COLOUR ASSESSMENT ON COTTON FABRIC MODELLING AND STUDY OF EXCITATION PHENOMENA IN INDUCTION GENERATORS DEVELOPMENT OF CHITOSAN-RICE HUSK ASH COMPOSITE ADSORBENT FOR REMOVAL OF CRUDE OIL FROM CONTAMINATED WATER KINETIC STUDIES OF MIDDLE DISTILLATE FORMATION DURING CATALYTIC CRACKING OF HEAVY GAS OIL USING ZEOLITE-Y PREPARED FROM KANKARA-KAOLIN DEVELOPMENT OF A DISTRIBUTED BIG DATA FUSION ARCHITECTURE FOR MACHINE-TO-MACHINE COMMUNICATION USING ENSEMBLE LEARNING PREDICTION OF LINK RELIABILITY IN A WIRELESS MOBILE AD HOC NETWORK (MANET) DUE TO PATH LOSS EFFECTS USING WEIBULL DISTRIBUTION EFFECT OF ORANGE PEEL, WATERMELON PEEL, AND THEIR SYNERGISTIC EFFECT ON THE REMOVAL OF HEAVY METALS FROM DYE WASTEWATER MODELLING AND SIMULATION OF AMMONIA-WATER SEPARATION FOR APPLICATION IN ABSORPTION HEAT PUMP DEVELOPMENT OF AUTOMOBILE DISK BRAKE PADS USING ECO-FRIENDLY PERIWINKLE SHELL AND FAN PALM SHELL MATERIALS PROCESS INTENSIFICATION ON BIODIESELPRODUCTION FROM JATROPHACURCAS SEED OIL DEVELOPMENT OF A MODIFIED BACTERIAL FORAGING OPTIMIZATION ALGORITHM BASED BLACK HOLE ATTACK MITIGATION MODEL FOR WIRELESS SENSOR NETWORKS PRODUCTION OF BIOETHANOL FROM ELEPHANT GRASS (Pennisetum purpureum) STEM IRRIGATION WATER FROM SMALL SCALE EXCAVATIONS IN A DRY RIVER BED DEVELOPMENT OF ADSORBENTS AND PHOTOCATALYSTS USING NIGERIAN PINDIGA BENTONITIC CLAY SOCIO-ECONOMIC BENEFITS OF IRRIGATION USING BORROW PIT WATER STRUCTURAL CHARACTERISATION OF CONCRETE AND SANDCRETE HOLLOW BLOCK PRODUCED FROM SELECTED CEMENT BRANDS IN NIGERIA

click on whatsapp