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Luận văn thạc sĩ Quản lý xây dựng: Phát triển thuật toán chó rừng vằn hông để tối ưu hóa quá trình vận chuyển và giảm ô nhiễm khí thải CO2 trong công nghiệp và dân dụng

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Tiêu đề Phát triển thuật toán chó rừng vằn hông để tối ưu hóa quá trình vận chuyển và giảm ô nhiễm khí thải CO2 trong công nghiệp và dân dụng
Tác giả Trần Trọng Khôi
Người hướng dẫn TS Lờ Hoài Long, TS. Phạm Hải Chiến
Trường học Trường Đại học Bách Khoa, Đại học Quốc gia Thành phố Hồ Chí Minh
Chuyên ngành Quản lý xây dựng
Thể loại Luận văn thạc sĩ
Năm xuất bản 2021
Thành phố Thành phố Hồ Chí Minh
Định dạng
Số trang 80
Dung lượng 1,35 MB

Nội dung

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I 7Ç1Ĉӄ TÀI:

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II NHIӊM VӨ VÀ NӜI DUNG:

ƒ Tìm hiӇu thuұt toán tӕLѭXEҫ\ÿjQ

ƒ Phát triӇn thuұt toán tӕi ѭXEҫ\ÿjQPӟi

ƒ Giҧi bài toán vұn chuyӇn bê tông bҵng thuұt toán mӟi

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Nowadays, the need for transportation of goods is increasing day by day to adapt

to social needs Therefore, exhaust fumes emitted by transportation vehicles also

rises and affect negatively to the living condition and health of the population

Besides, transportation consumes a large portion of fossil fuel, which drain and

exhaust energy and resources

The coordination for goods supply process effectively and sufficiently is a

hard-to-tackle issue in supply chain management It is the constant change in transporting

process and the high requirements of exhaust gas emitted that challenges the

distributors Our researchers have found a new algorithm, inspired by the hunting

instinct of side-striped jackals that can search more effectively than previous

algorithms Discrete Event Simulation (DES) is used to produce hypothesized

problems in order to optimize the various goals, so that the total of waiting time and

total length travel is minimized The results are then compared to the previous,

showing that the newly-developed algorithm is superior economically and

environmentally by reducing CO2 emission The research also solved the problem

of changing route when considering actual conditions Therefore, the new algorithm

makes managing goods transportation more active and reduces accrued cost when

unwanted condition happens

Previous researches mainly focused on distribution coordination while

delivering is still happening Researches considered incidents as a random factor in

any solution, therefore comparison among solutions could not be precise When

incidents occur, distributors do not have support tools to change the schedule

accordingly This research, on the other hand, approaches the issues more simply in

application, focuses on coordination whilst delivering and adjusting routes and

schedules for vehicles when there are any changes in the plan, which helps reduce

time and fuel, therefore reduce CO2 emission We developed a new algorithm,

called Side-Striped Jackal (SSJ) Optimization Algorithm, developed from the

tactics they use for hunting This algorithm is meant to help find the most optimized

transportation solutions, ensuring minimized time and distance traveled

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MӨC LӨC

&KѭѫQJ*,ӞI THIӊU 1

1.1 Lý do chӑQÿӅ tài 1

1.2 ĈӕLWѭӧng và phҥm vi nghiên cӭu 3

1.3 3KѭѫQJSKiSQJKLrQFӭu 3

1.4 ĈyQJJySFӫa luұQYăQ 4

1.4.1 Ĉóng góp v͉ m̿t h͕c thu̵t: 4

ĈyQJJySY͉ m̿t th͹c ti͍n: 5

1.4.3 ĈyQJJySY͉ m̿t b̫o v͏ P{LWU˱ͥQJK˱ͣQJÿ͇n mͭc tiêu làm gi̫PO˱ͫng khí th̫i CO2: 5

1.5 6ѫÿӗ luұQYăQ 6

&KѭѫQJ7ӘNG QUAN Vӄ NGHIÊN CӬU 7

2.1 Giӟi thiӋu 7

2.2 Phҥm vi ӭng dөng cӫa thuұt toán 11

&KѭѫQJ&Ѫ6Ӣ LÝ THUYӂT 12

3.1 Giӟi thiӋu vӅ ErW{QJWKѭѫQJSKҭm 12

3.2 Nghiên cӭu vӅ ErW{QJWKѭѫQJSKҭm 13

&KѭѫQJ3+ѬѪ1*3+È3/8ҰN 16

4.1 Các loҥi mô hình mô phӓng sӵ kiӋn trong viӋc tiӃp cұn vҩQÿӅ 16

4.1.1 Mô phӓng sӵ kiӋn liên tөc 16

4.1.2 Mô phӓng sӵ kiӋn rӡi rҥc 16

4.2 TӕLѭX 17

4.2.1 TӕLѭXÿѫQPөc tiêu 18

4.2.2 TӕLѭXÿDPөc tiêu 19

4.2.3 TӕLѭXKyDÿD\Ӄu tӕÿDPөc tiêu: 19

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&KѭѫQJ3+È775,ӆN THUҰT TOÁN CHÓ RӮNG VҴN HÔNG 27

5.1 Cҧm hӭng 27

5.2 Mô hình toán hӑc và thuұt toán 28

5.2.1 HӋ thӕng phân cҩp xã hӝi 29

5.2.2 Bao vây con mӗi 29

6ăQEҳn 30

5.2.4 Tìm kiӃm con mӗL WKăPGz 31

5.2.5 BiӇu quyӃt tҩn công 32

5.2.6 Tҩn công con mӗi (khai thác) 33

5.2.7 Mô hình thuұt toán 34

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Ĉһt vҩQÿӅ 38

6.2 Các thông sӕ ÿҫu vào 39

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6.4 KӃt quҧ WKXÿѭӧc 40

6.5 Mô phӓng bài toán 41

6.6 TӕLѭXKyDÿDPөc tiêu bҵng thuұt toán chó rӯng vҵn hông kӃt hӧp vӟi mô phӓng sӵ kiӋn rӡi rҥc 44

6.7 Xây dӵng mô hình 44

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7.1.1 Khӣi tҥo thông tin chi tiӃt 47

7.1.2 KӃt quҧ 49

7Uѭӡng hӧSÿѭӡng gһp sӵ cӕ, xe quay vӅ trҥm khi xong viӋc So sánh vӟi thuұt toán bҫy ong nhân tҥo 51

7.2.1 Khӣi tҥo thông tin chi tiӃt 51

7.2.2 KӃt quҧ 53

7Uѭӡng hӧp có sӵ cӕ cӫa xe và tuyӃQÿѭӡng, xe bҳt buӝc vӅ trҥm tiӃp thêm bê tông So sánh vӟi thuұt toán bҫy ong nhân tҥo 55

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7.3.1 Khӣi tҥo thông tin chi tiӃt 55

7.3.2 KӃt quҧ 57

&KѭѫQJ.ӂT LUҰ19¬Ĉӄ XUҨT +ѬӞNG NGHIÊN CӬU 61

8.1 KӃt luұn 61

ĈӅ xuҩt nghiên cӭXFKRWѭѫQJODL 62

Tài LiӋu Tham Khҧo 63

PHҪN LÝ LӎCH TRÍCH NGANG 66

QUÁ TRÌN+Ĉ¬27ҤO 66

QUÁ TRÌNH CÔNG TÁC 66

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DANH MӨC BIӆU BҦNG

Bҧng 7.1: Chi tiӃWÿѫQKjQJWҥi thӡLÿLӇm xem xét 47

Bҧng 7.2: Vӏ trí xe tҥi thӡLÿLӇPÿDQJ[pW 47

Bҧng 7.3: Bҧng ma trұn chiӅXGjLTXmQJÿѭӡng 48

Bҧng 7.4: Bҧng ma trұn vұn tӕc xe di chuyӇn 48

BҧQJ3KѭѫQJiQSKkQSKӕi có STG nhӓ nhҩt 50

BҧQJ3KѭѫQJiQSKkQSKӕLFy64ĈQKӓ nhҩt 51

Bҧng 7.7: Chi tiӃWÿѫQKjQJWҥi thӡLÿLӇm xem xét 51

Bҧng 7.8: Vӏ trí xe tҥi thӡLÿLӇPÿDQJ[pW 52

Bҧng 7.9: Bҧng ma trұn chiӅXGjLTXmQJÿѭӡng 52

Bҧng 7.10: Bҧng ma trұn vұn tӕc xe di chuyӇn 53

BҧQJ3KѭѫQJiQSKkQSKӕi có STG nhӓ nhҩt 54

BҧQJ3KѭѫQJiQSKkQSKӕLFy64ĈQKӓ nhҩt 55

Bҧng 7.13: Chi tiӃWÿѫQKjQJWҥi thӡLÿLӇm xem xét 55

Bҧng 7.14: Vӏ trí xe tҥi thӡLÿLӇPÿDQJ[pW 56

Bҧng 7.15: Bҧng ma trұn chiӅXGjLTXmQJÿѭӡng 56

Bҧng 7.16: Bҧng ma trұn vұn tӕc xe di chuyӇn 57

BҧQJ3KѭѫQJiQSKkQSKӕi có STG nhӓ nhҩt 58

BҧQJ3KѭѫQJiQSKkQSKӕLFy64ĈQKӓ nhҩt 59

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DANH MӨC HÌNH

Hình 4.1: Mô tҧ quá trình mô phӓng sӵ kiӋn liên tөc 16

Hình 4.2: Mô tҧ quá trình mô phӓng sӵ kiӋn rӡi rҥc 17

Hình 4.3: Mô tҧ TXiWUuQK[iFÿӏnh giá trӏ tӕLѭXFӫa bӝ Pareto 21

Hình 4.4: Mһt phҷng tӕLѭX3DUHWR 21

Hình 5.1 Chó rӯng vҵn hông 27

+uQK6ѫÿӗ tә chӭc bҫy chó rӯng vҵn hông 28

+uQKĈjQFKyWҩQF{QJKѭX 28

+uQKĈjQFKyÿDQJăQFRQPӗi 28

+uQKĈjQFKyEҳt chim 28

Hình 5.6: Mô hình tә chӭc bao vây 30

Hình 5.7: Mô hình tә chӭFÿLVăQ 31

Hình 5.8: Lӵa chӑn tҩn công hoһc bӓ qua con mӗi 33

+uQK6ѫÿӗ thuұt toán 36

Hình 6.1: Ví dө ma trұn chiӅu dài tuyӃQÿѭӡQJ ÿѫQYӏ Km) 38

Hình 6.2: Ví dө ma trұn vұn tӕc trên các tuyӃQÿѭӡQJ ÿѫQYӏ Km/h) 39

Hình 6.3: Ví dө vӅ SKѭѫQJiQGLFKX\Ӈn cӫa các xe 40

Hình 6.4: Mô phӓng quá trình giao nhұQErW{QJWKѭѫQJSKҭm thông qua mô phӓng sӵ kiӋn rӡi rҥc 42

Hình 6.5: Mô phӓng quá trình phân phӕi bê tông mӝt trҥm trӝn 43

Hình 7.1: BiӇXÿӗ Pareto thӇ hiӋn giá trӏ WuPÿѭӧc bҵng thuұt toán SSJ 49

Hình 7.26ѫÿӗ di chuyӇQWKHRSKѭѫQJiQFy67*QKӓ nhҩt 50

Hình 7.36ѫÿӗ di chuyӇQWKHRSKѭѫQJiQFy64ĈQKӓ nhҩt 50

Hình 7.4: BiӇXÿӗ Pareto thӇ hiӋn giá trӏ WuPÿѭӧc bҵng thuұt toán SSJ 54

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Hình 7.56ѫÿӗ di chuyӇQWKHRSKѭѫQJiQFy67*QKӓ nhҩt 54 Hình 7.66ѫÿӗ di chuyӇQWKHRSKѭѫQJiQFy64ĈQKӓ nhҩt 55 Hình 7.7: BiӇXÿӗ Pareto thӇ hiӋn giá trӏ WuPÿѭӧc bҵng thuұt toán SSJ và MOABC 58 Hình 7.86ѫÿӗ di chuyӇQWKHRSKѭѫQJiQFy67*QKӓ nhҩt 58 Hình 7.96ѫÿӗ di chuyӇQWKHRSKѭѫQJiQFy64ĈQKӓ nhҩt 59

Trang 14

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Trang 23

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Dynamics và Microsoft Excel

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Trang 26

ChѭѫQJ 3 &Ѫ6Ӣ LÝ THUYӂT

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&Kӫ \ӃX Er W{QJ ÿѭӧF VҧQ [XҩW WҥL ÿӏD ÿLӇP [k\ GӵQJ WUѭӟF WKӃ Nӹ  7X\QKLrQErW{QJWKѭѫQJSKҭPÿmWUӣQrQQәLWUӝLNӇWӯNKLQyÿѭӧFJLӟLWKLӋXOҫQÿҫXWLrQYjRQJjQK[k\GӵQJYjRQăPWҥLĈӭFVDXÿyODQUӝQJUD7k\%DQ1KDYjRQăP0ӻYj+j /DQOҫQOѭӧWiSGөQJYjRQKӳQJQăPYjUӗLGҫQGҫQODQUDNKҳSFiFFKkXOөFNKiFQKDXEӣLYuOӧLWKӃFӫDQyVRYӟLYLӋFWUӝQӣF{QJWUѭӡQJ[k\GӵQJTakeyama (1996)

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Trang 27

{QKLӉPNK{QJNKtWURQJTXiWUuQKWKLF{QJYjQkQJFDRKLӋXTXҧWUҥPWUӝQErtông

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Trang 28

FӭQJĈLӅXQj\OjPKҥQFKӃNKRҧQJWKӡLJLDQJLӳDYLӋFSKDWUӝQYjGLFKX\ӇQGүQÿӃQYLӋFPӝWWUҥPWUӝQErW{QJFKӍFyWKӇSKөFYөPӝWNKXYӵFFөWKӇYjWURQJEiQNtQKJLӟLKҥQFeng, Cheng et al (2004), Feng and Wu (2006)

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