# CPT244 Artificial Intelligence [Kecerdasan Buatan]

Save this PDF as:

Size: px
Start display at page:

## Transcription

1 Second Semester Examination 2016/2017 Academic Session June 2017 CPT244 Artificial Intelligence [Kecerdasan Buatan] Duration : 2 hours [Masa : 2 jam] INSTRUCTIONS TO CANDIDATE: [ARAHAN KEPADA CALON:] Please ensure that this examination paper contains FOUR questions in SIX printed pages before you begin the examination. [Sila pastikan bahawa kertas peperiksaan ini mengandungi EMPAT soalan di dalam ENAM muka surat yang bercetak sebelum anda memulakan peperiksaan ini.] Answer ALL questions. [Jawab SEMUA soalan.] You may answer the questions either in English or in Bahasa Malaysia. [Anda dibenarkan menjawab soalan sama ada dalam bahasa Inggeris atau bahasa Malaysia.] In the event of any discrepancies, the English version shall be used. [Sekiranya terdapat sebarang percanggahan pada soalan peperiksaan, versi bahasa Inggeris hendaklah diguna pakai.]...2/-

2 (a) Represent the following sentence using a conceptual graph: Robert, who is tall, strong and agile, likes to play basketball and volleyball. Wakilkan ayat berikut dengan menggunakan graf konsep: Robert, who is tall, strong and agile, likes to play basketball and volleyball. (5/100) The following figure shows a game tree. Gambar rajah berikut menunjukkan satu pepohon permainan. (i) Perform the Minimax algorithm, without alpha-beta pruning on the tree. Which of the three possible moves should the MAX player take at node A? Show all the propagated values using a diagram. Laksanakan algoritma Minimax, tanpa pemangkasan alpha-beta ke atas pepohon itu. Manakah satu antara tiga langkah yang mungkin diambil oleh pemain MAX pada nod A? Tunjukkan semua nilai rambatan dengan menggunakan satu gambar rajah. (ii) Perform the Minimax algorithm, with a left-to-right alpha-beta pruning on the tree. Which nodes are pruned? Explain your answer using a diagram. Laksanakan algoritma Minimax dengan pemangkasan alpha-beta kiri-kekanan ke atas pepohon ini. Nod yang manakah akan dipangkas? Jelaskan jawapan anda dengan menggunakan satu gambar rajah. (12/100)...3/-

3 - 3 - (c) Ali is cycling around the one-way road system in the Penang heritage area. The following table shows the time, in minutes, for Ali to cycle between five places (i.e. A, B, C, D and E). Ali decides to make a round trip tour starting from B. Ali berbasikal di sekitar kawasan warisan Pulau Pinang yang sistem jalannya adalah sehala. Jadual berikut menunjukkan masa, dalam minit, untuk Ali berbasikal di antara kelima-lima tempat (i.e. A, B, C, D dan E). Ali ingin membuat satu perjalanan pergi balik bermula di B. A B C D E A B C D E (i) Find the traveling time of the tour BACDEB. Kirakan masa perjalanan untuk penjelajahan BACDEB. (ii) Find the traveling time of the tour BDECAB. Kirakan masa perjalanan untuk penjelajahan BDECAB. (iii) Explain the Nearest Neighbourhood heuristic. Find the traveling time of the tour starting from B using the Nearest Neighbourhood heuristic. Jelaskan heuristik Kejiranan Terdekat. Kirakan masa perjalanan untuk penjelajahan bermula di B menggunakan heuristik Kejiranan Terdekat. (iv) Based on the answers computed in 1(c)(i), 1(c)(ii), and 1(c)(iii), which one gives the best upper bound for Ali s cycling time? Berdasarkan jawapan yang dikira dalam 1(c)(i), 1(c)(ii), and 1(c)(iii), jawapan manakah yang memberi batas atas masa berbasikal Ali yang terbaik? (8/100) 2. (a) Fuzzy logic is a computing approach to deal with inexact reasoning. Discuss three differences between a fuzzy system and a crisp system. Design and explain a membership function for a set that describes the speed of a fan: very slow, slow, medium, strong and very strong. Logik kabur ialah satu pendekatan pengkomputeran yang menangani penaakulan tidak tepat. Bincangkan tiga perbezaan antara sistem kabur dengan sistem tepat. Reka bentukkan dan jelaskan satu fungsi keahlian suatu set yang menggambarkan kelajuan sesuatu kipas: sangat perlahan, perlahan, sederhana, kuat, dan sangat kuat. (10/100)...4/-

4 - 4 - Suppose that the k-means algorithm and Euclidean distance are to be applied to cluster the following points, (2, 3), (4, 5), (6, 2), (7, 3), and (9, 9) into three clusters. Assume that the initial centroid of each cluster are (8, 9), (6, 4) and (2, 4), respectively. Show the new clusters and their new centroids after running the algorithm for one epoch. Clearly show all the calculation steps. Andaikan bahawa algoritma k-means dan jarak Euclidean digunakan untuk mengelompok titik-titik berikut, (2, 3), (4, 5), (6, 2), (7, 3), dan (9, 9) ke dalam tiga kelompok. Anggapkan sentroid awal untuk setiap kelompok adalah (8, 9), (6, 4) dan (2, 4), masing-masing. Tunjukkan kelompok-kelompok baru dan juga sentroidnya selepas melaksanakan algoritma itu selama satu epok. Tunjukkan semua langkah pengiraan dengan jelas. (15/100) 3. (a) Explain the advantages and disadvantages of a rule-based expert system and a case-based expert system. Jelaskan kelebihan dan kelemahan sistem pakar berdasarkan peraturan dan sistem pakar berdasarkan kes. (7/100) Consider the following rules. Rules 1 and 2 have certainty factor (CF) of 0.75 and 0.65 respectively. Pertimbangkan peraturan-peraturan berikut. Faktor kepastian (CF) peraturan 1 dan peraturan 2 ialah 0.75 dan 0.65 masing-masing. Rule 1: Peraturan 1: Rule 2: Peraturan 2: IF (X1 OR X2) AND (X3 OR X4) THEN C1 {CF = 0.75} IF X5 THEN C1 {CF = 0.65}...5/-

5 - 5 - Assume that a scenario with the following certainties for premises X1, X2, X3, X4, and X5: Andaikan satu senario dengan faktor-faktor kepastian untuk premis X1, X2, X3, X4, dan X5 seperti berikut: CF(X1) = 0.55 CF(X2) = 0.80 CF(X3) = 0.95 CF(X4) = 0.40 CF(X5) = 0.35 Find the certainty of C1. Cari kepastian C1. (8/100) (c) (i) Explain the working mechanism of the Simulated Annealing algorithm using a flowchart. Jelaskan mekanisme kerja algoritma "Simulated Annealing" dengan menggunakan satu carta alir. (ii) Temperature cooling schedule is one of the important aspects of the Simulated Annealing algorithm. What is the effect of having the starting temperature too high or too low? Jadual penyejukan suhu ialah salah satu aspek penting dalam algoritma "Simulated Annealing". Apakah kesan jika suhu awal ditetapkan pada suhu yang terlalu tinggi atau terlalu rendah? (10/100) 4. (a) What is supervised learning? Identify and explain two application areas where supervised learning is useful. Apakah itu pembelajaran berpenyelia? Kenal pastikan dan terangkan dua bidang aplikasi yang memerlukan pembelajaran berpenyelia. (9/100)...6/-

6 - 6 - Use the following Perceptron network (as shown below) for learning to classify the given classification data. Gunakan rangkaian Perseptron berikut (seperti di bawah) untuk pembelajaran mengklasifikasikan data pengelasan yang diberi. x 1 w 1 x 2 w 2 f(v) w 3 x 3 Classification data: Data pengelasan: x 1 x 2 x 3 output negative positive negative positive The threshold function is designed as follows: Fungsi ambang adalah direka bentuk seperti berikut: f(v) = positive iff v 1.5 f(v) = negative iff v < 1.5 The learning rate is initially set to 0.3. Kadar pembelajaran adalah disetkan kepada 0.3 pada permulaannya. The weights w 1, w 2 and w 3 are initially set to 0.6, 0.9, and 0.3 respectively. Pemberat w 1, w 2, dan w 3 masing-masing disetkan kepada 0.6, 0.9, dan 0.3 pada permulaannya. Compute the updated weights of the Perceptron network after one epoch of learning. Kirakan nilai pemberat-pemberat yang baharu rangkaian Perseptron selepas satu epok. (16/100) - ooooooo -

### UNIVERSITI SAINS MALAYSIA. CCS513 Computer Vision and Image Analysis [Penglihatan Komputer dan Analisis Imej]

UNIVERSITI SAINS MALAYSIA First Semester Examination 2016/2017 Academic Session December 2016 / January 2017 CCS513 Computer Vision and Image Analysis [Penglihatan Komputer dan Analisis Imej] Duration

### MSG 389 Engineering Computation II [Pengiraan Kejuruteraan II]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2012/2013 Academic Session June 2013 MSG 389 Engineering Computation II [Pengiraan Kejuruteraan II] Duration : 3 hours [Masa : 3 jam] Please check

### MAT 101 Calculus [ Kalkulus]

UNIVERSITI SAINS MALAYSIA Peperiksaan Kursus Semasa Cuti Panjang 01/013 Sidang Akademik Ogos 013 MAT 101 Calculus [ Kalkulus] Duration : 3 hours [Masa : 3 jam] Please check that this eamination paper consists

### EMH 451 Numerical Methods For Engineers [Kaedah Berangka Untuk Jurutera]

-1- [EMH 451/3] UNIVERSITI SAINS MALAYSIA First Semester Examination 2013/2014 Academic Session December 2013 / January 2014 EMH 451 Numerical Methods For Engineers [Kaedah Berangka Untuk Jurutera] Duration

### MAT 111 Linear Algebra [Aljabar Linear]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 0/0 Academic Session June 0 MAT Linear Algebra [Aljabar Linear] Duration : hours [Masa : jam] Please check that this examination paper consists of

### MAT 111 Linear Algebra [Aljabar Linear]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 00/0 Academic Session November 00 MAT Linear Algebra [Aljabar Linear] Duration : hours [Masa : jam] Please check that this examination paper consists

### MAT 101 Calculus [ Kalkulus] Duration : 3 hours [Masa : 3 jam]

UNIVERSITI SAINS MALAYSIA Peperiksaan Semester Pertama Sidang Akademik 011/01 Januari 01 MAT 101 Calculus [ Kalkulus] Duration : 3 hours [Masa : 3 jam] Please check that this eamination paper consists

### MAT 223 DIFFERENTIAL EQUATIONS I [Persamaan Pembezaan I]

UNIVERSITI SAINS MALAYSIA First Semester Examination 2015/2016 Academic Session December 2015/January2016 MAT 223 DIFFERENTIAL EQUATIONS I [Persamaan Pembezaan I] Duration : 3 hours [Masa : 3 jam] Please

### MSG 389 Engineering Computation II [Pengiraan Kejuruteraan II]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2015/2016 Academic Session June 2016 MSG 389 Engineering Computation II [Pengiraan Kejuruteraan II] Duration : 3 hours [Masa : 3 jam] Please check

### MAT 222 Differential Equations II [Persamaan Pembezaan II]

- 1 - UNIVERSITI SAINS MALAYSIA First Semester Examination 015/016 Academic Session December 015/January016 MAT Differential Equations II [Persamaan Pembezaan II] Duration : 3 hours [Masa : 3 jam] Please

### IWK 302 Wood Engineering [Kejuruteraan Kayu]

UNIVERSITI SAINS MALAYSIA Second Semester Examination Academic Session 2009/2010 April/May 2010 IWK 302 Wood Engineering [Kejuruteraan Kayu] Duration: 3 hours [Masa: 3 jam] Please check that this examination

### UNIVERSITI SAINS MALAYSIA. CPT115 Mathematical Methods for Computer Science [Kaedah Matematik bagi Sains Komputer]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2014/2015 Academic Session June 2015 CPT115 Mathematical Methods for Computer Science [Kaedah Matematik bagi Sains Komputer] Duration : 2 hours [Masa:

### MAT111 Linear Algebra [Aljabar Linear]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2016/2017 Academic Session June 2017 MAT111 Linear Algebra [Aljabar Linear] Duration : 3 hours [Masa : 3 jam] Please check that this examination paper

### MSG 356 Mathematical Programming [Pengaturcaraan Matematik]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2011/2012 Academic Session June 2012 MSG 356 Mathematical Programming [Pengaturcaraan Matematik] Duration : 3 hours [Masa : 3 jam] Please check that

### MST 565 Linear Model [Model Linear]

UNIVERSITI SINS MLYSI Second Semester Examination 009/00 cademic Session pril/may 00 MST 565 Linear Model [Model Linear] Duration : 3 hours [Masa : 3 jam] Please check that this examination paper consists

### EMH 211 Thermodynamics [Termodinamik]

- 1- [EMH 211] UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2016/2017 December 2016 / January 2017 EMH 211 Thermodynamics [Termodinamik] Duration : 3 hours Masa : 3 jam Please

### IWK 302 WOOD ENGINEERING [KEJURUTERAAN KAYU]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2010/2011 Academic Session April/May 2011 IWK 302 WOOD ENGINEERING [KEJURUTERAAN KAYU] Duration: 3 hours Masa: [3 jam] Please check that this examination

### MAA 111 Algebra for Science Students [Aljabar untuk Pelajar Sains]

UNIVERSITI SAINS MALAYSIA Peperiksaan Kursus Semasa Cuti Panjang Sidang Akademik 9/ Jun MAA Algebra for Science Students [Aljabar untuk Pelajar Sains] Duration : hours [Masa : jam] Please check that this

### IWK 302 WOOD ENGINEERING [KEJURUTERAAN KAYU]

UNIVERSITI SAINS MALAYSIA Supplementary Semester Examination Academic Session 2009/2010 June 2010 IWK 302 WOOD ENGINEERING [KEJURUTERAAN KAYU] Duration: 3 hours [Masa: 3 jam] Please check that the examination

### ESA 380/3 Orbital Mechanics Mekanik Orbit

-1- UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2010/2011 November 2010 ESA 380/3 Orbital Mechanics Mekanik Orbit Duration : 3 hours Masa : 3 jam INSTRUCTIONS TO CANDIDATE: ARAHAN

### MAT Linear Algebra [Aljabar Linear]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2014/2015 Academic Session June 2015 MAT 111 - Linear Algebra [Aljabar Linear] Duration : hours [Masa : jam] Please check that this examination paper

### UNIVERSITI SAINS MALAYSIA

-1- [EUM 114/3] UNIVERSITI SAINS MALAYSIA Second Semester Examination 2015/2016 Academic Session June 2016 EUM 114/3 KALKULUS KEJURUTERAAN LANJUTAN [ADVANED ENGINEERING ALULUS] Duration : 3 hours [Masa

### ESA 367/2 Flight Stability & Control I Kestabilan & Kawalan Penerbangan I

-1- [ESA367] UNIVERSITI SAINS MALAYSIA Second Semester Examination 2010/2011 Academic Session April/May 2011 ESA 367/2 Flight Stability & Control I Kestabilan & Kawalan Penerbangan I Duration : 2 hours

### MAT 263 Probability Theory [Teori Kebarangkalian]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2016/2017 Academic Session June 2017 MAT 263 Probability Theory [Teori Kebarangkalian] Duration : 3 hours [Masa : 3 jam] Please check that this examination

### REG 363 Site Investigation (Kajian Tapak)

UNIVERSITI SAINS MALAYSIA First Semester Examination 2013/2014 Academic Session December 2013 / January 2014 REG 363 Site Investigation (Kajian Tapak) Duration : 3 hours (Masa: 3 jam) Please check that

### EMH 211 Thermodynamics [Termodinamik]

UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2015/2016 December 2015 / January 2016 EMH 211 Thermodynamics [Termodinamik] Duration : 3 hours Masa : 3 jam Please check that this

### BST 203/3 Population and Community Ecology [Ekologi Populasi dan Komuniti]

UNIVERSITI SAINS MALAYSIA Second Semester Examination Academic Session 2013/2014 June 2014 BST 203/3 Population and Community Ecology [Ekologi Populasi dan Komuniti] Duration: 3 hours [Masa: 3 jam] Please

### MAT 100 Foundation Mathematics [Asas Matematik]

UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 015/016 December 015/January 016 MAT 100 Foundation Mathematics [Asas Matematik] Duration : 3 hours [Masa : 3 jam] Please check that

### UNIVERSITI SAINS MALAYSIA EEM 352 REKABENTUK MEKATRONIK II

UNIVERSITI SAINS MALAYSIA Peperiksaan Semester Pertama Sidang Akademik 2010/2011 November 2010 EEM 352 REKABENTUK MEKATRONIK II Masa : 2 Jam Sila pastikan bahawa kertas peperiksaan ini mengandungi TUJUH

### IUK 107 CHEMISTRY FOR TECHNOLOGIST [KIMIA UNTUK TEKNOLOGIS]

UNIVERSITI SAINS MALAYSIA First Semester Examination 2010/2011 Academic Session November 2010 IUK 107 CHEMISTRY FOR TECHNOLOGIST [KIMIA UNTUK TEKNOLOGIS] Duration: 3 hours Masa: [3 jam] Please check that

### UNIVERSITI SAINS MALAYSIA. CPT112 Discrete Structures [Struktur Diskret]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 201/2015 Academic Session June 2015 CPT112 Discrete Structures [Struktur Diskret] Duration : 3 hours [Masa : 3 jam] INSTRUCTIONS TO CANDIDATE: [ARAHAN

### EAS151 Statics and Dynamics [Statik dan Dinamik]

UNIVERSITI SAINS MALAYSIA KSCP Examination 2016/2017 Academic Session August 2017 EAS151 Statics and Dynamics [Statik dan Dinamik] Duration : 3 hours [Masa : 3 jam] Please check that this examination paper

### EAH 221/3 Fluid Mechanics For Civil Engineers [Mekanik Bendalir Untuk Jurutera Awam]

UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2009/2010 November 2009 EAH 221/3 Fluid Mechanics For Civil Engineers [Mekanik Bendalir Untuk Jurutera Awam] Duration : 3 hours [Masa

### ESA 368/3 High Speed Aerodynamics Aerodinamik Berkelajuan Tinggi

-1- UNIVERSITI SAINS MALAYSIA Second Semester Examination 2010/2011 Academic Session April/May 2011 ESA 368/3 High Speed Aerodynamics Aerodinamik Berkelajuan Tinggi Duration : 3 hours Masa : 3 jam INSTRUCTIONS

### UNIVERSITI SAINS MALAYSIA EEE 354 SISTEM KAWALAN DIGIT

UNIVERSITI SAINS MALAYSIA Peperiksaan Semester Kedua Sidang Akademik 2011/2012 Jun 2012 EEE 354 SISTEM KAWALAN DIGIT Masa : 3 Jam Sila pastikan bahawa kertas peperiksaan ini mengandungi SEBELAS muka surat

### KOT 222 Organic Chemistry II [Kimia Organik II]

UNIVERSITI SAINS MALAYSIA Peperiksaan Kursus Semasa Cuti Panjang Sidang Akademik 2008/2009 June 2009 KOT 222 Organic Chemistry II [Kimia Organik II] Duration : 3 hours [Masa : 3 jam] Please check that

### EMM 101/3 Engineering Mechanics [Mekanik Kejuruteraan]

-1- UNIVERSITI SAINS MALAYSIA First Semester Examination 2012/2013 Academic Session January 2013 EMM 101/3 Engineering Mechanics [Mekanik Kejuruteraan] Duration : 3 hours [Masa : 3 jam] Please check that

### IEK 108 PROCESS FLUID MECHANICS [MEKANIK BENDALIR PROSES]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2009/2010 Academic Session April/May 2010 IEK 108 PROCESS FLUID MECHANICS [MEKANIK BENDALIR PROSES] Duration: 3 hours Masa: [3 jam] Please check that

### EPP 322 Advanced Manufacturing Process [Proses Pembuatan Termaju]

-1- [EPP322/3] UNIVERSITI SAINS MALAYSIA First Semester Examination 2013/2014 Academic Session December 2013 / January 2014 EPP 322 Advanced Manufacturing Process [Proses Pembuatan Termaju] Duration :

### IEK 108 PROCESS FLUID MECHANICS [MEKANIK BENDALIR PROSES]

UNIVERSITI SAINS MALAYSIA Supplementary Semester Examination Academic Session 2010/2011 June 2011 IEK 108 PROCESS FLUID MECHANICS [MEKANIK BENDALIR PROSES] Duration: 3 hours Masa: [3 jam] Please check

### MSG Engineering Computation II [Pengiraan Kejuruteraan II]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 013/014 Academic Session June 014 MSG 389 - Engineering Computation II [Pengiraan Kejuruteraan II] Duration : 3 ours [Masa : 3 jam] Please ceck tat

### IEK PROCESS HEAT TRANSFER [PEMINDAHAN HABA PROSES]

UNIVERSII SAINS MALAYSIA Supplementary Semester Exaation Academic Session 200/20 June 20 IEK 22 - PROESS HEA RANSFER [PEMINDAHAN HABA PROSES] Duration: 3 hours Masa: [3 jam] Please check that this exaation

### EAK 263/4 Geomatic Engineering [Kejuruteraan Geomatik]

UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2009/2010 November 2009 EAK 263/4 Geomatic Engineering [Kejuruteraan Geomatik] Duration : 3 hours [Masa : 3 jam] Please check that

### IEK 304E - Noise and Sound Control Technology [Peralatan Pengolahan Hingar din Bunyi]

UNIVERSITI SAINS MALAYSIA Peperiksaan Semester Kedua Sidang Akademik 2005/2006 April/May 2006 IEK 304E - Noise and Sound Control Technology [Peralatan Pengolahan Hingar din Bunyi] Duration : 3 hours [Masa

### UNIVERSITI SAINS MALAYSIA

UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2010/2011 November 2010 EBB 202/3 - Crystallography & Bonding In Solids [Kristalografi & Ikatan Dalam Pepejal] Duration : 3 hours [Masa

### EAS 253E/3 Theory of Structures EAS 253E/3 Teori Struktur

UNIVERSITI SINS MLYSI 1 st. Semester Examination 2003/2004 cademic Session Peperiksaan Semester Pertama Sidang kademik 2003/2004 September / October 2003 ES 253E/3 Theory of Structures ES 253E/3 Teori

### MST 562 Stochastic Processes [Proses Stokastik]

UNIVERSITI SAINS MALAYSIA First Semester Examination 2010/2011 Academic Session November 2010 MST 562 Stochastic Processes [Proses Stokastik] Duration : 3 hours [Masa : 3 jam] Please check that this examination

### Fakulti Kejuruteraan Petroleum dan Kejuruteraan Tenaga Diperbaharui

Fakulti Kejuruteraan Petroleum dan Kejuruteraan Tenaga Diperbaharui PEPERIKSAAN AKHIR SEMESTER I FINAL EXAMINATION SEMESTER I SESI 2014/2015 SESSION 2014/2015 KOD KURSUS : SKPP 2113 COURSE CODE KURSUS

### SULIT 3472/1. Nama:.. Tingkatan: 3472/1 NO. KAD PENGENALAN Matematik Tambahan PROGRAM PENINGKATAN PRESTASI SAINS DAN MATEMATIK 2009

SULIT 347/1 Nama:.. Tingkatan: 347/1 NO. KAD PENGENALAN Matematik Tambahan Kertas 1 ANGKA GILIRAN 009 September jam JABATAN PELAJARAN SELANGOR PROGRAM PENINGKATAN PRESTASI SAINS DAN MATEMATIK 009 MATEMATIK

### ESA 362/3 Kawalan Penerbangan Pesawat

-1- UNIVERSITI SAINS MALAYSIA Peperiksaan Semester Kedua Sidang Akademik 2005/2006 Second Semester Examination 2005/2006 Academic Session April/Mei 2006 April/May 2006 ESA 362/3 Kawalan Penerbangan Pesawat

### EAS152 Strength of Materials

UNIVERSITI SAINS MALAYSIA KSCP Examination 2016/2017 Academic Session August 2017 EAS152 Strength of Materials [Kekuatan Bahan] Duration : 3 hours [Masa : 3 jam] Please check that this examination paper

### SULIT 3472/1 MAJLIS PENGETUA SEKOLAH-SEKOLAH MALAYSIA (MPSM) CAWANGAN KELANTAN PEPERIKSAAN PERCUBAAN SPM TINGKATAN LIMA

SULIT 7/ Nama:.... 7/ Matematik Tambahan Kertas September 0 Jam Tingkatan:.... MAJLIS PENGETUA SEKOLAH-SEKOLAH MALAYSIA (MPSM) CAWANGAN KELANTAN PEPERIKSAAN PERCUBAAN SPM TINGKATAN LIMA 0 MATEMATIK TAMBAHAN

### KFT 232 Physical Chemistry II [Kimia Fizik II]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2010/2011 Academic Session April/May 2011 KFT 232 hysical Chemistry II [Kimia Fizik II] Duration: 3 hours [Masa : 3 jam] lease check that this examination

### INSTRUCTION: This section consists of TWO (2) structured questions. Answer ALL questions

SECTION A: 50 MARKS BAHAGIAN A: 50 MARKAH INSTRUCTION: This section consists of TWO (2) structured questions. Answer ALL questions ARAHAN: Bahagian ini mengandungi DUA (2) soalan berstruktur. Jawab SEMUA

### ESA 343/2 Aircraft Aerodynamics [Aerodinamik Pesawat]

-1- UNIVERSITI SAINS MALAYSIA First Semester Examination 2015/2016 Academic Session December 2015/ January 2016 ESA 343/2 Aircraft Aerodynamics [Aerodinamik Pesawat] Duration : 2 hours [Masa : 2 jam] Please

### MAT Calculus [Kalkulus]

UNIVERSITI SAINS MALAYSIA Firs Semeser Eaminaion 3/ Academic Session Jan MAT - Calculus [Kalkulus] Duraion : 3 hours [Masa : 3 jam] Please check ha his eaminaion paper consiss of SEVEN pages of prined

### SCES3362 : TEKNIK-TEKNIK INSTRUMENTASI DALAM KIMIA INTRUMENTAL TECHNIQUES IN CHEMISTRY

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2014/2015 : SEMESTER 2 ACADEMIC SESSION 2014/2015 : SEMESTER

### (Kertas ini mengandungi 4 soalan dalam 5 halaman yang dicetak) (This question paper consists of 4 questions and 5 printed pages)

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCES SESI AKADEMIK 2016/2017 ACADEMIC SESSION 2016/2017 : SEMESTER I : SEMESTER

1449/2 Mathematics Kertas 2 Mei 2010 1 2 jam 2 NAMA : TINGKATAN : UNIT PEPERIKSAAN & PENILAIAN SMK TUNKU BESAR BURHANUDDIN 71550 SERI MENANTI, N. SEMBILAN PEPERIKSAAN PERTENGAHAN TAHUN TINGKATAN 5 2010

### ESA 251/3 Control System Theory Teori Sistem Kawalan

-1- UNIVERSITI SAINS MALAYSIA Second Semester Examination Academic Session 2010/2011 April/May 2011 ESA 251/3 Control System Theory Teori Sistem Kawalan Duration : 3 hours Masa : 3 jam INSTRUCTIONS TO

### KOT 222 Organic Chemistry II [Kimia Organik II]

UNIVERSITI SAINS MALAYSIA First Semester Examination 2010/2011 Academic Session November 2010 KT 222 rganic Chemistry II [Kimia rganik II] Duration : 3 hours [Masa : 3 jam] Please check that this examination

Matematik Tambahan Kertas September JABATAN PELAJARAN SELANGOR 009 1 jam PROGRAM PENINGKATAN PRESTASI SAINS DAN MATEMATIK 009 ` MATEMATIK TAMBAHAN Kertas Dua jam tiga puluh minit JANGAN BUKA KERTAS SOALAN

### UNIVERSITI SAINS MALAYSIA

UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2010/2011 November 2010 EBP 103/3 - Polymer Organic Chemistry [Kimia Organik Polimer] Duration : 3 hours [Masa : 3 jam] Please ensure

### INSTRUCTION: This section consists of FOUR (4) structured questions. Answer ALL questions.

SECTION B: 60 MARKS BAHAGIAN B: 60 MARKAH INSTRUCTION: This section consists of FOUR (4) structured questions. Answer ALL questions. ARAHAN: Bahagian ini mengandungi EMPAT (4) soalan berstruktur. Jawab

### (This question paper consists of 12 questions on 6 printed pages) (Kertas soalan ini mengandungi 12 soalan dalam 6 halaman yang dicetak)

UNIVERSITY OF MALAYA UNIVERSITI MALAYA EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS ACADEMIC SESSION 2011/2012 : SEMESTER 2 SESI AKADEMIK 2011/2012 : SEMESTER

### JANGAN BUKA KERTAS SOALAN INI SEHINGGA DIBERITAHU

Nama :... NO. KAD PENGENALAN ANGKA GILIRAN Tingkatan:... - - BANK SOALAN BIOLOGI Kertas 3 1 Jam 30 Minit JANGAN BUKA KERTAS SOALAN INI SEHINGGA DIBERITAHU 1. 2. 3. 4. 5. 6. 1. Kertas soalan ini adalah

### EEE 350 SISTEM KAWALAN

UNIVERSITI SAINS MALAYSIA Peperiksaan Semester Pertama Sidang Akademik 008/009 November 008 EEE 350 SISTEM KAWALAN Masa : 3 Jam ARAHAN KEPADA CALON: Sila pastikan kertas peperiksaan ini mengandungi SEBELAS

### UNIVERSITI SAINS MALAYSIA

UNIVERSITI SAINS MALAYSIA Second Semester Examination Academic Session 2009/2010 April/Mei 2010 EBP 17/ - Advanced Polymer Composites [Komposit Polimer Maju] Duration : hours [Masa : jam] Please ensure

### UNIVERSITI SAINS MALAYSIA. CPT115 Mathematical Methods for Computer Science [Kaedah Matematik bagi Sains Komputer]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2015/2016 Academic Session June 2016 CPT115 Mathematical Methods for Computer Science [Kaedah Matematik bagi Sains Komputer] Duration : 2 hours [Masa

### SCES2260 : KAEDAH SPEKTROSKOPI DALAM KIMIA ORGANIK SPECTROSCOPIC METHODS IN ORGANIC CHEMISTRY

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN EXAMINATION FOR THE

### INSTRUCTION: This section consists of TWO (2) structured questions. Answer ALL questions.

SECTION A : 50 MARKS BAHAGIAN A : 50 MARKAH INSTRUCTION: This section consists of TWO (2) structured questions. Answer ALL questions. ARAHAN: Bahagian ini mengandungi DUA(2) soalan berstruktur. Jawab semua

### INSTRUCTION: This section consists of TEN (10) structure questions. Answer ALL questions.

SECTION A : 40 MARKS BAHAGIAN A : 40 MARKAH INSTRUCTION: This section consists of TEN (10) structure questions. Answer ALL questions. ARAHAN: Bahagian ini mengandungi SEPULUH (10) soalan struktur. Jawab

### MSG 388 Mathematical Algorithms for Computer Graphics [Algoritma Matematik untuk Grafik Komputer]

UNIVERSITI SAINS MALAYSIA First Semester Examination 9/1 Academic Session November 9 MSG 88 Mathematical Algorithms for Computer Graphics [Algoritma Matemati untu Grafi Komputer] Duration : hours [Masa

### (Kertas ini mengandungi 5 soalan dalam 5 halaman yang dicetak) (This question paper consists of 5 questions on 5 printed pages)

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2015/2016 ACADEMIC SESSION 2015/2016 : SEMESTER II : SEMESTER

### MSG 327 Mathematical Modelling [Matematik Pemodelan]

UNIVERSITI SAINS MALAYSIA First Semester Examination 010/011 Academic Session November 010 MSG 37 Mathematical Modelling [Matematik Pemodelan] Duration : 3 hours [Masa : 3 jam] Please check that this examination

### UNIVERSITI SAINS MALAYSIA

UNIVERSITI SAINS MALAYSIA Second Semester Examination Academic Session 2010/2011 April/May 2011 EBB 212/4 Raw Materials & Structural Ceramics [Bahan Mentah & Seramik Struktur] Duration : 3 hours [Masa

### ESA 254/3 Isyarat dan Sistem Elektronik Berdigit Signal and Electronics Digital System

-1- UNIVERSITI SAINS MALAYSIA Peperiksaan Semester Kedua Sidang Akademik 2005/2006 Second Semester Examination 2005/2006 Academic Session April/Mei 2006 April/Mei 2006 ESA 254/3 Isyarat dan Sistem Elektronik

### (Kertas ini mengandungi 6 soalan dalam 5 halaman yang dicetak) (This question paper consists of 6 questions on 5 printed pages)

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2014/2015 : SEMESTER 2 ACADEMIC SESSION 2014/2015 : SEMESTER

### Explain the differences between Geographical Information System (GIS) and other information system as the following:

SECTION A : 50 MARKS BAHAGIAN A : 50 MARKAH INSTRUCTION: This section consists of TWO (2) structured questions. Answer ALL questions. ARAHAN: Bahagian ini mengandungi DUA (2) soalan struktur. Jawab SEMUA

### Jawab soalan mengikut arahan yang diberikan dalam setiap bahagian. Questions should be answered according to the instructions given in each section.

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN EXAMINATION FOR THE

### Cari hasil tambah dua kad antara nombor terbesar dan nombor terkecil? Find the sum of two cards with the largest and the smallest number?

1. (i) Berikut adalah lima kad nombor. Below are five number cards. 6-3 9 2 0 Cari hasil tambah dua kad antara nombor terbesar dan nombor terkecil? Find the sum of two cards with the largest and the smallest

### Answer the questions according to the instructions given in each section. Jawab soalan mengikut arahan yang diberikan dalam setiap bahagian.

UNIVERSITY OF MALAYA UNIVERSITI MALAYA EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE WITH EDUCATION PEPERIKSAAN

### IIUM Mathematics Competition (IMC 2016)

Final IIUM Mathematics Competition (IMC 2016) FINAL MULTIPLE CHOICE QUESTIONS 29 th September 2016 2 HOURS (8.30 am 10.30 am) Name : I/C No. : INSTRUCTIONS TO STUDENTS: 1. This question paper consists

### Section A [28 marks / markah] Answer all question Jawab semua soalan

Section A [28 marks / markah] Answer all question Jawab semua soalan 1. A student carries out an experiment to study the relationship between the velocity of trolley, v and the height of the trolley on

### (Kertas ini mengandungi 6 soalan dalam 9 halaman yang dicetak) (This question paper consists of 6 questions on 9 printed pages)

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE PEPERIKSAAN IJAZAH SARJANA MUDA SAINS DENGAN PENDIDIKAN EXAMINATION FOR THE

### EKC 511 Advanced Separation Process

UNIVERSITI SAINS MALAYSIA First Semester Examination 2009/2010 Academic Session November 2009 EKC 511 Advanced Separation Process Duration : 3 hours Please check that this examination paper consists of

### Kertas soalan ini mengandungi 11 halaman bercetak

SULIT 1 4531/3 4531/3 Fizik Kertas 3 Mei 2007 1 ½ jam SEKTOR SEKOLAH BERASRAMA PENUH KEMENTERIAN PELAJARAN MALAYSIA PEPERIKSAAN PERTENGAHAN TAHUN TINGKATAN 5 2007 FIZIK Kertas 3 Satu jam tiga puluh minit

### UNIVERSITI SAINS MALAYSIA. EAS 152/3 Strength Of Materials [Kekuatan Bahan]

UNIVERSITI SAINS MALAYSIA Second Semester Examination 2009/2010 Academic Session April/May 2010 EAS 152/3 Strength Of Materials [Kekuatan Bahan] Duration : 3 hours [Masa : 3 jam] Please check that this

SULIT 5 7/ Answer all questions. Jawab semua soalan. The following information refers to the sets P and Q. Mak lumat berik ut adalah berk aitan dengan set P dan set Q. P {, 5, 7} Q {5, 7, 8, 0, } Based

### (Kertas soalan ini mengandungi 9 soalan dalam 6 halaman yang dicetak) (This question paper consists of 9 questions on 6 printed pages)

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2010/2011 : SEMESTER 1 ACADEMIC SESSION 2010/2011 : SEMESTER

### SCES2250 : SPEKTROSKOPI MOLEKUL & INTERPRETASI MOLECULAR SPECTROSCOPY & INTERPRETATION

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2009/2010 : SEMESTER 2 ACADEMIC SESSION 2009/2010 : SEMESTER

7/ SULIT 7/ Matematik NAMA. Tambahan Kertas KELAS. Ogos 00 jam PERSIDANGAN KEBANGSAAN PENGETUA SEMENANJUNG MALAYSIA PEPERIKSAAN PERCUBAAN SIJIL PELAJARAN MALAYSIA 00 MATEMATIK TAMBAHAN Kertas Dua jam JANGAN

### PEPERIKSAAN PERCUBAAN SPM TAHUN 2013 MATEMATIK TAMBAHAN. Kertas 1. Dua Jam JANGAN BUKA KERTAS SOALAN INI SEHINGGA DIBERITAHU

7/ Matematik Tambahan Kertas Sept 0 jam Nama : Tingkatan: PEPERIKSAAN PERCUBAAN SPM TAHUN 0 MATEMATIK TAMBAHAN Kertas Dua Jam JANGAN BUKA KERTAS SOALAN INI SEHINGGA DIBERITAHU. This question paper consists

### UNIVERSITI SAINS MALAYSIA

UNIVERSITI SAINS MALAYSIA First Semester Examination Academic Session 2011/2012 Januari 2012 EBB 424/3 Semiconductor Devices and Optoelectronic [Peranti Semikonduktor dan Optoelektronik] Duration : 3 hours

### UNIVERSm SAINS MAlAYSIA. Peperiksaan Semester Kedua Sidang 1988/89. Mac/April Ma:sa: [3 jam)

UNIVERSm SAINS MAlAYSIA Peperiksaan Semester Kedua Sidang 1988/89 Mac/April 1989 EEE 315 Telmlil Semiknduktr II Ma:sa: [3 jam) ARAHAN KEPADA CALON: Sila pasukan bahawa kertas pepenksaan Inl mengandungl

### SULIT /1. Answer all questions. Jawab semua soalan.

SULIT 5 7/ Answer all questions. Jawab semua soalan. The following information refers to the sets P and Q. Mak lumat berik ut adalah berk aitan dengan set P dan set Q. P {, 5, 7} Q {5, 7, 8, 0, } Based

### Kertas soalan ini mengandungi dua bahagian, Bahagian A dan Bahagian B. This paper contains two sections, Section A and Section B.

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2009/2010 : SEMESTER 1 ACADEMIC SESSION 2009/2010 : SEMESTER

### This paper consists of SIX (6) structured questions. Answer any FOUR (4) questions.

INSTRUCTIONS: This paper consists of SIX (6) structured questions. Answer any FOUR (4) questions. ARAHAN: Kertas ini mengandungi ENAM (6) soalan struktur. Jawab mana-mana EMPAT (4) soalan sahaja QUESTION

### EAS253 Theory of Structures [Teori Struktur]

UNIVERSITI SAINS MALAYSIA KSCP Examination 2016/2017 Academic Session August 2017 EAS253 Theory of Structures [Teori Struktur] Duration : 3 hours [Masa : 3 jam] Please check that this examination paper

### (Kertas soalan ini mengandungi 10 soalan dalam 5 halaman yang dicetak) (This question paper consists of 10 questions on 5 printed pages)

UNIVERSITI MALAYA UNIVERSITY OF MALAYA PEPERIKSAAN IJAZAH SARJANA MUDA SAINS EXAMINATION FOR THE DEGREE OF BACHELOR OF SCIENCE SESI AKADEMIK 2016/2017 : SEMESTER 1 ACADEMIC SESSION 2016/2017 : SEMESTER