Implant-tooth-supported fixed dentures are designed clinically due to the limitation of the local anatomy in specific implant sites or following an implant failure. However, it is difficult to precisely simulate the post-surgical biomechanical behavior on alveolar bone tissue with daily mastication. This paper presents and validates a reliable system to predict alveolar bone material properties and to identify the best fit treatment. We randomly chose 23 patients who had been followed for at least three years after Implanttooth-supported fixed dentures. A poroelastic finite element model (I-EM) is designed to characterize the biomechanical stresses of the aortic tissue for each patient. The Kernel least mean square is used to model the relationship between the alveolar bone material properties and biomechanical stress features generated by the daily occlusal force. Therefore, the alveolar bone material properties and the optimal treatment can be predicted by this integrated model prior to the operation for a new patient. The prediction accuracy of our model is 91.5%, more accurate than linear finite element model-LFLM (72.8%), mass-spring model-MSM (78.5%), and mass tensor model-MTM (80.2%). That demonstrates the high value of this model as a decision-making assistant for surgical planning of the patients who are scheduled to undergo dentures. The results of this paper demonstrate that this integrated model can predict alveolar bone material properties postoperatively with high accuracy. It combines bio-mechanical and machine learning approach to create a surgical planning tool which may support the clinical decision in the future.
机构:
Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Chen, Badong
;
Liang, Junli
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机构:
Northwestern Polytech Univ, Sch Elect & Informat, Xian 710072, Peoples R ChinaXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Liang, Junli
;
Zheng, Nanning
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机构:
Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Zheng, Nanning
;
Principe, Jose C.
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机构:
Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Univ Florida, Dept Elect & Comp Engn, Gainesville, FL 32611 USAXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chongqing Municipal Key Lab Oral Biomed Engn High, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chen, Yu
;
Wang, Chao
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h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chongqing Key Lab Oral Dis & Biomed Sci, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Wang, Chao
;
Huang, Yuanding
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h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chongqing Key Lab Oral Dis & Biomed Sci, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Huang, Yuanding
;
Feng, Tianming
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h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Feng, Tianming
;
Zou, Huawei
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h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Zou, Huawei
;
Fan, Yubo
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Beihang Univ, Sch Biol Sci & Med Engn, Lab Biomech & Mechanobiol, Minist Educ, Beijing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
机构:
Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Chen, Badong
;
Liang, Junli
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Polytech Univ, Sch Elect & Informat, Xian 710072, Peoples R ChinaXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Liang, Junli
;
Zheng, Nanning
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Zheng, Nanning
;
Principe, Jose C.
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
Univ Florida, Dept Elect & Comp Engn, Gainesville, FL 32611 USAXi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, 28 Xianning West Rd, Xian 710049, Peoples R China
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chongqing Municipal Key Lab Oral Biomed Engn High, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chen, Yu
;
Wang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chongqing Key Lab Oral Dis & Biomed Sci, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Wang, Chao
;
Huang, Yuanding
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Chongqing Key Lab Oral Dis & Biomed Sci, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Huang, Yuanding
;
Feng, Tianming
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Feng, Tianming
;
Zou, Huawei
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Zou, Huawei
;
Fan, Yubo
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China
Beihang Univ, Sch Biol Sci & Med Engn, Lab Biomech & Mechanobiol, Minist Educ, Beijing, Peoples R ChinaChongqing Med Univ, Coll Stomatol, Chongqing, Peoples R China