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)
MỤC LỤC
TÓM TẮT NỘI DUNG ĐỒ ÁN TỐT NGHIỆP ............................................................. i
LỜI CẢM ƠN ................................................................................................................. ii
MỤC LỤC ...................................................................................................................... iii
DANH MỤC TỪ VIẾT TẮT .......................................................................................... v
DANH MỤC CÁC BẢNG............................................................................................. vi
DANH MỤC CÁC HÌNH VẼ ...................................................................................... vii
ĐẶT VẤN ĐỀ .............................................................................................................. viii
Chương 1.
Tổng hợp tiếng nói .................................................................................... 1
1.1
Tổng quan về bài toán tổng hợp tiếng nói ...................................................... 1
1.2
Các vấn đề trong tổng hợp tiếng nói bằng phương pháp ghép nối ................ 3
1.2.1
Lựa chọn loại đơn vị âm .......................................................................... 3
1.2.2
Xây dựng kho đơn vị âm ......................................................................... 3
1.2.3
Tìm kiếm đơn vị âm tối ưu ...................................................................... 4
1.2.4
Phương pháp ghép nối đơn vị âm. ........................................................... 5
1.3
Kết luận .......................................................................................................... 7
Chương 2.
Lựa chọn và tìm kiếm đơn vị âm trong tổng hợp ghép nối ...................... 9
2.1
Lựa chọn loại đơn vị âm ................................................................................. 9
2.1.1
Âm vị ....................................................................................................... 9
2.1.2
Âm vị kép .............................................................................................. 10
2.1.3
Bán âm tiết ............................................................................................. 10
2.1.4
Âm đầu và vần ....................................................................................... 10
2.1.5
Âm tiết ................................................................................................... 10
2.1.6
Cụm từ ................................................................................................... 11
2.1.7
Nhận xét................................................................................................. 11
2.2
Tìm kiếm đơn vị âm tối ưu ........................................................................... 12
2.2.1
Tiền lựa chọn ......................................................................................... 13
2.2.2
Chọn lựa cuối cùng ................................................................................ 15
2.3
Kết luận ........................................................................................................ 16