CCMAS Course Search
Browse BRIDGE's courses under the National Universities Commission's Core Curriculum Minimum Academic Standards (CCMAS) — Nigeria's unified benchmark curriculum for every accredited program. Search by course title, code, faculty or programme to see full descriptions, learning outlines and credit-hour loads.
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Programme: B.Eng. Mining Engineering ×
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MNE 301
3
At the end of this course, the students should be able to: 1. determining the mode of occurrence and factors controlling ore deposition; 2. explain the sequence of mineral or ore search by reconnaissance, prospecting and...
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Relative abundance, classification and distribution of elements in the cosmic system
(lithosphere, hydrosphere and atmosphere). Mode of occurrence and factors controlling ore
deposition. Concepts of ore search: reconnaissance, prospecting and detailed exploration by
geological, geochemical and geophysical techniques. Geological exploration - zoning, pitting,
trenching, drilling and remote sensing. Drill-hole section and plan interpretation methods of
core logs. Geological data representation, presentation and interpretation. The concept of
geochemistry. Geochemical environments and distribution of major and trace elements in
primary and secondary geochemical environments. Geochemistry of different rock types and
mineral deposits. Geochronology, weathering of major rock and geochemical implications.
Dispersion patterns and mobility of elements. Geochemical cycles of some major elements.
Geochemical surveying, principles and methods of exploration. Geochemical sampling media,
field operations, sample collection, preparation and analytical procedures. Data processing,
presentation and interpretation (map preparation). False anomaly: description, causes and
remedy. Principles of major and trace elements analysis. Introduction to the use of relevant
computer packages for data analyses and graphical presentation.
MNE 304
3
At the end of this course, the students should be able to: 1. explain the structures and textures of minerals and their significance in mineral genesis and treatment; 2. explain ore compositional analyses by chemical and...
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Ores, minerals and rocks. Structures and textures of minerals and their significance in mineral
genesis and treatment. Ore analysis: qualitative and quantitative assaying and mineralogical
analysis. Basic comminution theory, comminution and liberation. Particle sizing: sizing by
screening and sizing by classification. Particle size analysis. Mineral concentration techniques
- heavy medium separation, magnetic, gravity, flotation and other separation techniques
including the physical and mechanical processes of agglomeration. Hydrometallurgical and
biological recovery processes. Preparation of metallurgical mass balance: recovery and
metallurgical losses. Introduction to essential laboratory experiments in minerals engineering.
MNE 320/GET 399: Field Work and Camping (4 Units C: 9 weeks)
Learning Outcomes
At the end of the fieldwork programme, students would have been well grounded in:
1. skills for preparation of different types of maps and the methods of acquiring data for the
processes;
2. application of some software packages for map making, mine design, processing, analysis
and presentation of field data in various required formats (Surfer, ArcMap, Surpac, USIM
PAC or MetSMART);
3. use of some hardware for map and field data interpretation and presentation;
4. calibration, setting and use of various survey and mineral exploration equipment for data
acquisition;
5. selection of appropriate methods of sample collection and preservation;
6. integration of all the various areas of mining engineering and related professions for a
vivid understanding of the entire extractive industry;
7. preparation of the entire fieldwork programme in a single stringed technical report; and
8. presentation of the fieldwork report orally.
Co-urse Contents
This is a 9-week intensive field work programme designed to expose the students to most of
the rudiments of the mining engineering profession. It is a practical exposure covering mine
survey, geometrical mapping of mineral deposits, mining methods (drilling, blasting,
excavation), geotechnical investigation, mineral processing and practical exploration. The field
work is carried out in such relevant places as existing mining operations (surface and
underground), processing and smelting plants, unexploited mineral deposit, petroleum and
gas facilities and other relevant places. The field work is designed for a minimum of two
months commencing simultaneously with the long break of the second semester of 300 level.
The students are required to prepare a technical report of the entire field work and present a
seminar on the field programme.
Week 1: Introduction to Maps and their Features
Introduction to camping and camp safety. Maps: topographic and geologic maps. Elements
of topographic maps: orientation, parallels, meridians, scale, direction (azimuth and bearing),
base directions and (true, magnetic and grid north) contour lines. Topographic profile –
construction and geological interpretation. Features of mineral and geological maps:
formation, outcrops, and altitude. Representations and structural symbols. Geometry of
outcrops: attitude. Methods of determination of dip and strike from geological maps: strike-
line method, determination from partial outcrops and subsurface data. Geological cross-
section – mode of construction and interpretation. Reconstruction of geological events from
geo-cross-sections. Determination of thickness of rock bed using mathematical and graphical
methods. Completion of rock outcrop from its partial outcrop on maps using surface and
subsurface data. Solving three-point problems using borehole data. Recognition of different
types of geological structure (folds, faults and unconformities) on maps. Determination of
throw of faults from simple geological maps. Igneous intrusions and their recognitions on
maps. Fieldwork for map preparation and interpretation.
Week 2 to 4: Introduction to Map-making tools and Software Packages
1. Use of map-making tools – compass, GPS receivers, theodolites, levelling instrument total
station, planimeter, maps and plan printers and computer set;
2. Use of surfer and ArcMap, Surpac, USIM PAC/ MetSMART or any other package; and
3. Practice sessions.
Note: If all necessary provisions are made for the fieldwork programme, these weeks and the
rest of the programme duration may be spent in the camp.
Weeks 5 to 9: Field Data Acquisition and Reporting
1. Data on surveying and mineral sampling;
2. Data from practical drilling and blasting exercises;
3. Geotechnical investigation and sampling;
4. Practical exploration and reserve estimation exercises;
5. Collation and organization of data for report writing;
6. Data plots and maps drawing using relevant software packages;
7. Preparation of report; and
8. Oral presentation of field work report.
NOTE
1. While items (a) – (e) may take place during the field programme, items (f) – (h) will be
done at school after the fieldwork.
2. Most of the activities are effective when done in groups.
400 Level
GET 402 Engineering Project I (2 Units: C; PH 90)
Learning Outcomes
At the end of this course, the students should be able to:
1. Complete the design phase of a complex engineering problem sourced from industry or
community during the SIWES III programme.
2. Demonstrate the connection between engineering product-making and the theoretical
courses they have learned following the applicable industry best practices.
Course Contents
In the second semester of the 400-level students, preferably in groups, work from the
university on the identified industry or organization to tackle industry complex engineering
problems. Theoretical issues may be provided by the department faculty or industry experts.
During the vacation, students will now work full time with the organisation/industry on the
project as part of the SIWES III. The students can also go beyond the department and engage
in multidisciplinary undertakings. Literature survey, review of existing systems etc. must be
achieved to a satisfactory extent.
GET 404 Engineering Valuation and Appraisal (2 Units: C; LH 30)
Learning Outcomes
At the end of this course, the students should be able to:
1. Identify at least three (3) objectives of engineering valuation work, valuer's primary duty
and responsibility and valuation terminologies.
2. Describe at least four (4) Valuer's obligation to his or her client, to other valuers, and to
the society.
3. Demonstrate with example the engineering valuation methods, valuation standards, and
practices.
4. Prepare engineering valuation and appraisal reports and review
5. Discuss expert witnessing and ethics in valuation.
6. Determine price, cost, value, depreciation and obsolescence in real property, personal
property, personal property, machinery and equipment, oil, gas, mines, and quarries
valuation.
MNE 403
3
At the end of this course, the students should be able to: 1. demonstrate a clear understanding of surface mining technologies (open pit), open cast quarrying and their design as well as the unit operations; 2. design gr...
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Analysis of elements of surface mine operation. Design of surface mining systems with
emphasis on minimisation of adverse environmental impact and maximisation of efficient use
of mineral resources. Surface excavation. The uses, handling and maintenance of surface
equipment and plants. Ore reserve estimates, grade control (blending and dilution), short-
and long-range planning, unit operations, equipment selection, cost estimation, slope stability
and placer mining operation. Aggregates quarrying and dimension stones production. Ore
handling equipment. Case studies of typical surface mines: coal, metallic and non-metallic
mines. Bitumen oil sand mining. Scheduled field trips to operating mines.
500 Level
MNE 505
3
At the end of this course, the students should be able to: 1. identify and describe the various developmental methods of underground mineral deposits, 2. select applicable underground method based on ore and host rock pr...
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Selection and development of most suitable underground mining methods based on the
physical and geological properties of ore deposits. Unsupported and supported underground
mining methods. Tunneling engineering; construction and maintenance. Underground mining
systems. Mining of averagely thick and thick deposits. Application of novel techniques for
some deposits: gasification, liquification and in-situ leaching. Equipment, conveyors, cable
ropeways and rope haulage, tract and trackless mining systems, hydraulic transport and
pipeline systems. Calculations of ore reserve estimates, development planning and
preparations for development and extraction, and construction of development openings.
Conservation and environmental systems. Case studies of typical underground mines: coal,
metallic and non-metallic scheduled. Field trip(s) to operating mines and tunnels.
Minimum Academic Standards
Equipment
Equipment and tools that are required for the Mining Engineering programmes are listed below
according to the requirements of the major laboratories. The accessories and consumables
needed for effective use of these equipment are not listed but will be requested by the
department that operates this curriculum when purchasing the equipment.
Rock Mechanics Laboratory
1. Rock coring machine (Table type)
2. Rock coring machine (Pillar type)
3. Uniaxial triaxial compression machine (e.g. MECATEST)
4. Triaxial compression machine
5. Digital compression machine
6. Rock grinding machine
7. Masonry saw
8. Point portable load tester
9. Slake durability apparatus
10. Laboratory oven
11. Pocket penetrometer
12. Rock cradle
13. Schmidt hammer
14. Compass clinometer
15. Digital multimeter
16. Digital clamp meter
17. Digital noise meter (Desk and pocket types)
18. Digital compass clinometer
19. Rock core trimmer
Analytical/ Material Characterisation Laboratory
AAS, XRF, XRD, SEM
Provisions for wet chemical processes
Equipment and tools for other characterization test
Survey and Photogrammetry Laboratory
1. Underground mining theodolite
2. Levelling instruments (analogue, digital and automatic)
3. Land theodolite (analogue and digital)
4. Mining compasses (analogue and digital)
5. Compass with tripods
6. Global Positioning System (GPS) – handheld and base
7. Total station (analogue and digital)
8. Printing machine for maps and plan (large formats A3 …)
9. Plane table with tripod
10. Digital planimeter with Laptop PC
11. Laser scanner for slope monitoring
Mine Ventilation Laboratory
1. Mine air flow (Centrifugal fan rig)
2. Cross flow heat exchanger
3. Digital noise meter
4. Digital desk pH meter
5. Digital pocket pH meter
6. Manometers (analogue and digital)
7. Venturimeter (analogue and digital)
8. Photo-digital tachometer
9. Barometer (analogue and digital)
10. Differential pressure meters (analogue and digital)
11. Digital thermometers (analogue and digital)
12. Tachometer
Mine Design and Modelling Laboratory
1. Computer with table and accessories (1 T HDD, 16GB RAM, 21” monitor)
2. Padded stools
3. Mining design, planning, processing valuation software packages and others
4. Multimedia projectors
5. Interactive board
6. Mining models
Drilling and Explosives Tech. Laboratory
1. Laboratory table drill
2. Hand held drilling machine (pneumatic power)
3. Hand held drilling machine (electrical power)
4. Portable drilling rig
5. Models of different drilling rigs
6. Models of explosive magazine
Mineral Processing Laboratory
1. Laboratory crusher (Jaw type)
2. Laboratory crusher (Cone type)
3. Laboratory crusher (gyratory type)
4. Laboratory type impact crusher
5. Laboratory ball mill
6. Roll mill
7. Mineral jigs
8. Hydro classifier
9. Shaking table
10. Spiral separators
11. Magnetic separators
12. Sluices
13. Ore microscope
14. Laboratory oven
15. Furnaces
16. Sieve shaker
17. Agitator/conditioner
18. Filters
19. Flotation machines
20. pH meter (digital and analogue)
21. Vacuum pump
22. Weighing machines
Staffing
Academic Staff
The NUC guidelines on staff/student ratio of 1:15 for Engineering and Technology
departments shall apply. However, there should be a minimum of six full-time equivalents
of Staff in the department. There is need to have a reasonable number of Staff with doctoral
degrees as well as sufficient industrial experience. With a minimum load of 15 Units per
semester for students and a minimum of six full-time equivalent of staff in each programme,
staff should have a maximum of 15 contact hours per week for lectures, tutorials, practical’s
and supervision of projects.
NUC requirement encourages all academic staff to have PhD degrees; hence appointment
of academic staff is preferably to the Lecturer cadre. Only in exceptional cases are
candidates with great promise appointed to Graduate Assistant and Assistant Lecturer
positions for the purpose of being developed to the Lecturer cadre as registered PhD
candidates.
Academic Support Personnel
Teaching Assistant/Demonstrators to help lecturers in the conduct of tutorials, practical’s
and field work. This category of personnel is not expected to be regular staff as they are to
be paid on the basis of approved hourly rate.
Administrative Support Staff
The services of the administrative support staff are indispensable in the proper
administration of the departments and faculty offices. It is important to recruit very
competent senior staff that are computer literate.
Technical Support Personnel
The services of technical support staff, which are indispensable in the proper running of
laboratories and workshop/studios are required. It is important to recruit very competent
senior technical staff to maintain teaching and research equipment. They are also to
undergo regular training to keep them abreast of developments in equipment operation and
maintenance. The minimum of academic staff to technical staff ratio of 5:1 should be
maintained.
Minimum Number of Staff
Subject to the general standards specified by NUC:
1. there should be a minimum of two PhDs and four M.Eng degree holders full-time academic
staff to mount the programme;
2. each workshop or laboratory should have an adequate number of staff with the right mix,
such that each unit or section in that workshop or laboratory can run efficiently; and
3. there should be an adequate number of administrative staff of the appropriate caliber for
the office of the Head of Department to run.
Student/Staff Ratio
The minimum staff-to-student ratio should be 1:15 from 200 level to 500 level.
Library
In addition to the university and faculty libraries, the programme must have a departmental
library well equipped with specialised books and journals in both physical collections and
e-collections (E-Resources) of various types. Various field and research reports of the
programme must also be available in the library for staff, students and researchers.
The library must be connected to subscribed repository of:
1. institutions (national and international);
2. open access sources;
3. professional bodies’ e-learning platforms, and
4. relevant international organizations;
The library must also have adequate facilities.
a. for reading;
b. provisions for lending, and
c. Reservation unit for specialised materials.
Classrooms, Laboratories, Workshops Clinics and Offices
Although other laboratories and workshops not listed here will be shared with many other
departments in the faculty and university in general, the laboratories and facilities listed in
the table below should be provided and equipped specifically for every Mining Engineering
programme.
Laboratories & Workshop Required for the Programme
Laboratory/
S/N Requirements Required Size (m)
Workshop
Should provide equipment and
tools for practical experiments,
tests (laboratory and field) and
research in Mine and
Mine Surveying
Engineering Surveying including 18.5 x 10 x HRM
and
1 remote sensing with the GIS. (with technologist’s
Photogrammetry
Computer systems, relevant office and a store).
Laboratory
software and hardware with
supply of consumables should
be provided for preparation of
maps and plans.
Should have physical models of
surface, underground and other
mining systems for research
and demonstration. Computer
systems and appropriate
software packages for mine
design and simulation.
Mining System 18.5 x 10 x HRM
Provisions should also be made
2 and Design (with technologist
in this laboratory for other
Laboratory office’s and a store)
hardware, equipment and tools
for design of surface,
underground and other mining
techniques. There should also
be provisions for data
processing, analyses and
presentation.
This laboratory should have
equipment and tools such as
Drilling and jack hammer (electric, 50 x 20 x HRM
3 Explosives mechanical or fluid powered) (with technologist’s
Laboratory for drilling; physical models or office and a store).
table-top drilling rig. Tools such
as hand augers. Models of
explosives magazine and
facilities for safe preparation of
ANFO. Samples of the various
initiation and detonation
devices and large posters of
various equipment for teaching
aid.
Serves as rock testing and
analysis, lapidary and gemology
laboratory. Provisions should
therefore be made for
Rock Mechanics
4 equipment and tools for rock
Laboratory
and stone cutting, polishing,
mounting and finishing for
teaching and research in all
areas of rock engineering.
Ventilation and air conditioning
equipment and facilities should
be provided in this laboratory.
Models of underground mine
galleries for flow
demonstrations are required.
Various environment parameter 18.5 x 10 x HRM
Mine Ventilation
5 measuring equipment such as (with technologist’s
Laboratory
gas and dust analysers, office and a store)
particulate counters, weather
trackers are required for
teaching and research. Large
posters of mine galleries and
equipment that will serve as
teaching aid must be provided
Should be adequately spacious
Mineral (if a single laboratory is
Processing and provided) to accommodate 50 x 20 x HRM
6 Extractive equipment and facilities for (with technologist’s
Metallurgy teaching and research in all office and a store).
Laboratory. sections of mineral processing
and extractive metallurgy.
Should provide equipment and
tools for practical experiments, 18.5 x 10 x HRM
Geotechnics
7 tests (laboratory/field) and (with technologist’s
Laboratory
research on soil and other office and a store)
earthen materials.
Wire rope type, uses and
preparation, pumps and
pipeline models, models of
Mine Machinery / 50 x 20 x HRM
mine machinery for
8 Equipment (with technologist’s
demonstration, equipment for
Workshop office and a store)
metal cutting and joining
including welding and
measuring tools.
This laboratory will provide
material analyses and
characterisation services for 3 rooms of 10x6
other laboratories in the each with
Analytical/
programme. Should have an office
Material
9 analytical equipment such as store
Characterisation
AAS, XRF, XRD, SEM and maintenance
Laboratory
provision for wet chemical room
processes. Equipment and tools
for other characterisation tests
are also required.
The NUC recommends the following physical space requirement:
Academic m2
Professor’s Office 18.50
Head of Department’s Office 18.50
Tutorial Teaching Staff Space 13.50
Other Teaching Staff Space 7.00
Technical Staff Space 7.00
Science Staff Research Laboratory 16.50
Engineering Staff Research Laboratory 14.50
Seminar Space per student 1.85
Drawing Office Space (A.O. Board) (Per Student) 4.60
Drawing Office Space (A.I. Board) (Per Student) 3.70
Laboratory Space 7.50
Non-Academic
Secretarial Space 7.00
Office Facilities
S/No Office No in Room Facilities
1. HOD 1 Table, chairs, A/C, filing cabinet, bookshelves, computer
unit, Secretary and facilities.
2. Professor 1 Table, chairs, A/C, filing cabinet, bookshelves, computer
unit, Secretary and facilities.
3. Reader 1 Table, chairs, A/C, filing cabinet, bookshelves, computer
unit.
4. Senior 1 Table, chairs, A/C, filing cabinet, bookshelves, computer
Lecturer unit.
5. Lecturer I 2 Table, chairs, fan, filing cabinet, bookshelves.
6. Lecturer II 3 Table, chairs, fan, filing cabinet, bookshelves
GST 112
2
At the end of this course, students should be able to: 1. analyse the historical foundation of Nigerian cultures and arts in pre-colonial times; 2. identify and list the major linguistic groups in Nigeria; 3. explain the...
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Nigerian history, culture and art up to 1800 (Yoruba, Hausa and Igbo peoples and cultures;
peoples and cultures of the minority ethnic groups). Nigeria under colonial rule (advent of
colonial rule in Nigeria; colonial administration of Nigeria). Evolution of Nigeria as a political
unit (amalgamation of Nigeria in 1914; formation of political parties in Nigeria; nationalist
movement and struggle for independence). Nigeria and challenges of nation building (military
intervention in Nigerian politics; Nigerian Civil War). Concepts of trade and economics of self-
reliance (indigenous trade and market system; indigenous apprenticeship system among
Nigerian peoples; trade, skill acquisition and self-reliance). Social justice and national
development (definition and classification of law); Judiciary and fundamental rights.
Individuals, norms and values (basic Nigerian norms and values, patterns of citizenship
acquisition; citizenship and civic responsibilities; indigenous languages, usage and
development; negative attitudes and conducts [Cultism, kidnapping and other related social
vices]). Re-orientation, moral and national values (The 3Rs – Reconstruction, Rehabilitation
and Re-orientation; re-orientation strategies: Operation Feed the Nation (OFN), Green
Revolution, Austerity Measures, War Against Indiscipline and Corruption (WAIC), Mass
Mobilization for Self-Reliance, Social Justice and Economic Recovery (MAMSER), National
Orientation Agency (NOA). Current socio-political and cultural developments in Nigeria.
GST 312
2
At the end of this Course, students should be able to: 1. analyse the concepts of peace, conflict and security; 2. list major forms, types and root causes of conflict and violence; 3. differentiate between conflict and t...
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The concepts of peace, conflict and security in a multi-ethnic nation. Types and theories of
conflicts: ethnic, religious, economic, geo-political Conflicts; structural conflict theory, realist
theory of conflict, frustration-aggression conflict theory; root causes of conflict and violence
in Africa: indigene and settlers phenomenon, boundaries/boarder disputes, political disputes,
ethnic disputes and rivalries, economic inequalities, social disputes, nationalist movements
and agitations; selected conflict case studies – Tiv-Junkun, ZangoKartaf, chieftaincy and land
disputes, etc. Peace building, management of conflicts and security: Peace & Human
Development. Approaches to Peace & Conflict Management (religious, government,
community leaders, etc.). Elements of peace studies and conflict resolution: Conflict dynamics
assessment Scales: Constructive & Destructive. Justice and Legal framework: Concepts of
Social Justice; The Nigeria Legal System. Insurgency and terrorism. Peace mediation and
peace keeping. Peace and Security Council (international, national and local levels). Agents of
conflict resolution – Conventions, Treaties Community Policing: Evolution and Imperatives.
Alternative Dispute Resolution (ADR) (dialogue,. arbitration, negotiation, collaboration, etc).
The roles of international organizations in conflict resolution ((a) The United Nations, UN and
its conflict resolution organs. (b) The African Union & Peace Security Council (c) ECOWAS in
peace keeping). The media and traditional institutions in peace building. Managing post-
conflict situations/crises: Refugees. Internally Displaced Persons (IDPs);the role of NGOs in
post-conflict situations/crises.
GST 212
2
At the end of the course, students should be able to: 1. know the basic features of philosophy as an academic discipline; 2. identify the main branches of philosophy & the centrality of logic in philosophical discourse;...
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Scope of philosophy; notions, meanings, branches and problems of philosophy. Logic as an
indispensable tool of philosophy. Elements of syllogism, symbolic logic— the first nine rules of
inference. Informal fallacies, laws of thought, nature of arguments. Valid and invalid
arguments, logic of form and logic of content — deduction, induction and inferences. Creative
and critical thinking. Impact of philosophy on human existence. Philosophy and politics,
philosophy and human conduct, philosophy and religion, philosophy and human values,
philosophy and character molding.
MNE 104
2
At the end of this course, the students should be able to: 1. identify the different landforms and the processes that produced them; 2. explain the phenomenon of weather and other surface processes of the earth and their...
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Planet Earth - its composition from core to crust. Weathering and other surface processes-
principles, agents: - physical, biotic, chemical processes. Landforms and major earth
structures: principles and processes of erosion, transportation, sedimentation and evolution
of landforms. Water current, wind, gravity and glacial ice as agents of erosion and their
deposition landforms. Ocean processes- turbidity currents and turbidites. Deformation
processes and structures- joints, faults and folds; classification of faults and folds. Igneous
intrusions: -discordant and concordant intrusion. Concordant and discordant intrusion – sills,
laccoliths, lopoliths, dykes, cone sheet, batholiths, plugs, stocks, bosses, veins, etc. Earth
resources – waters, energy and minerals. Minerals and rocks -origin, distribution, identification
and general classification. Practical identification of common rock – forming minerals and
rocks.
200 Level
GET 306
3
At the end of the course, the students should be able to: 1. identify the types, uses and advantages of renewable energy in relation to climate change; 2. design for use the various renewable energy systems; 3. recognise...
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Current and potential future energy systems in Nigeria and globally - resources, extraction,
concepts in energy conversion systems; parallels and differences in various conversion
systems and end-use technologies, with emphasis on meeting 21st-century national, regional
and global energy needs in a sustainable manner. Various energy technologies in each fuel
cycle stage for fossil (oil, gas, synthetic), nuclear (fission and fusion) and renewable (solar,
biomass, wind, hydro, and geothermal). Energy types, storage, transmission and
conservation. Analysis of energy mixes within an engineering, economic and social context.
Sustainable energy; emphasise sustainability in general and in the overall concept of
sustainable development and the link this has with sustainable energy as the fundamental
benefit of renewable energy.
Practical Content: Simple measurement of solar radiation, bomb calorimeter determination
of calorific value of fuels and biomass; measurement of the velocity of wind, waves and the
energy that abound in them; laboratory production of biogas and determination of energy
available in it; simple conversion of solar energy to electricity; transesterification of edible oil
into biodiesel; simulation of geothermal energy; Geiger-Muller or Scintillation Counters’
determination of uranium or thorium energy; simple solid or salt storage of energy; hybrid
application of renewable energy.
GET 307: Introduction to Artificial Intelligence, Machine Learning and Convergent
Technologies (3 Units C: LH 45)
Learning Outcomes
At the completion of the course, the students are expected to be able:
1. explain the meaning, purpose, scope, stages, applications and effects of artificial
intelligence;
2. explain the fundamental concepts of machine learning, deep learning and convergent
technologies;
3. demonstrate the difference between supervised, semi-supervised and unsupervised
learning;
4. demonstrate proficiency in machine learning workflow and how to implement the steps
effectively;
5. explain natural languages, knowledge representation, expert systems and pattern
recognition;
6. describe distributed systems, data and information security and intelligent web
technologies;
7. explain the concept of big data analytics, purpose of studying it, issues that can arise with
a data set and the importance of properly preparing data prior to a machine learning
exercise; and
8. explain the concepts, characteristics, models and benefits, key security and compliance
challenges of cloud computing.
Course Contents
Concepts of human and artificial intelligence; artificial/computational intelligence paradigms;
search, logic and learning algorithms. Machine learning and nature-inspired algorithms –
examples, their variants and applications to solving engineering problems; understanding
natural languages; knowledge representation, knowledge elicitation, mathematical and logic
foundations of AI; expert systems, automated reasoning and pattern recognition; distributed
systems; data and information security; intelligent web technologies; convergent technologies
– definition, significance and engineering applications. Neural networks and deep learning.
Introduction to python AI libraries.
MNE 401
3
At the end of this course, the students should be able to: 1. determine physical properties of rock (density, porosity, permeability, and hardness.); 2. determine mechanical properties of rock (uniaxial compressive stren...
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Introduction to Rock Mechanics – Definition of terms and importance of rock mechanics. Field
applications in mining, civil and petroleum engineering. Classification and Index properties of
rocks – geological classification of rocks (crystalline rocks and organic rocks); porosity density;
permeability; strength: Slaking and Durability; sonic velocity as an index to degree of fissuring;
classification of rock masses for engineering purposes. Rock strength and failure; criteria
modes of failure of rocks common laboratory strength tests (uniaxial, triaxial, Brazilian, flexural
tests); stress-strain behaviour in compression; effect of confining pressure; the meaning of
rock strength; application of the complete stress-strain curve. The Mohr Coulomb failure
criterion. The effect of water. The influence of the principal stress ration on failure; empirical
criteria of failure; Coulom-Navier criterion of failure of rocks; Griffith brittle failure criterion.
Elastic properties. Applications of rock mechanics in engineering or underground openings.
Rock slope stability. Support systems design and selection – caving and subsidence.
Observation of mass deformations – extensometers and strain transducers. Case studies.