With the continuous development of deep learning and artificial neural networks(ANNs), algorithmic composition has gradually become a hot research field. In order to solve the music-style problem in generating chord m...With the continuous development of deep learning and artificial neural networks(ANNs), algorithmic composition has gradually become a hot research field. In order to solve the music-style problem in generating chord music, a multi-style chord music generation(MSCMG) network is proposed based on the previous ANN for creation. A music-style extraction module and a style extractor are added by the network on the original basis;the music-style extraction module divides the entire music content into two parts, namely the music-style information Mstyleand the music content information Mcontent. The style extractor removes the music-style information entangled in the music content information. The similarity of music generated by different models is compared in this paper. It is also evaluated whether the model can learn music composition rules from the database. Through experiments, it is found that the model proposed in this paper can generate music works in the expected style. Compared with the long short term memory(LSTM) network, the MSCMG network has a certain improvement in the performance of music styles.展开更多
Under the constantly changing production and marketing conditions including globalization,the fashion apparel industries are frequently restructuring to maintain customers and sustain competitiveness.One of the method...Under the constantly changing production and marketing conditions including globalization,the fashion apparel industries are frequently restructuring to maintain customers and sustain competitiveness.One of the methodologies adopted by manufacturers includes mass customization,which attempts to produce near custom made product at near mass production cost.Since swimwear requires tighter fit tolerance and still has fashion content,it has been used in this study to illustrate the ease of design change,design modification,and customization.Multi-style design of swimsuit is very demanding and time-consuming if traditional design methods are applied.Swimsuit manufacturers require systems with the capacity to deal with garment design process as a whole,including possibilities to work directly within a 3D graphic environment.However,it is realised that one of the major challenges in garment design concerns the physically-based simulation of production and 3D visualization.An innovation method consisting of a computer-aided design(CAD)system,allowing the designer to perform multi-style swimsuit design on a customized virtual human body,is presented in this paper.The 3D visualization and personalization of the simulation results are presented to help the designers to preview and determine whether the design of the swimsuit is satisfactory and then obtain feedback to improve their designs iteratively.The new functions of the virtual system provide the abilities to perform intelligent design of various swimsuit styles and materials for different body parts according to individual design requirements.The advantages of innovative design method for swimsuit have been discussed in this paper and examples have been provided to illustrate the ease of use CAD in design simulation and innovation.展开更多
基金National Natural Science Foundation of China (No.61801106)。
文摘With the continuous development of deep learning and artificial neural networks(ANNs), algorithmic composition has gradually become a hot research field. In order to solve the music-style problem in generating chord music, a multi-style chord music generation(MSCMG) network is proposed based on the previous ANN for creation. A music-style extraction module and a style extractor are added by the network on the original basis;the music-style extraction module divides the entire music content into two parts, namely the music-style information Mstyleand the music content information Mcontent. The style extractor removes the music-style information entangled in the music content information. The similarity of music generated by different models is compared in this paper. It is also evaluated whether the model can learn music composition rules from the database. Through experiments, it is found that the model proposed in this paper can generate music works in the expected style. Compared with the long short term memory(LSTM) network, the MSCMG network has a certain improvement in the performance of music styles.
基金The Hong Kong Polytechnic University Grant,Hong Kong,China(No.1ZV1Z)
文摘Under the constantly changing production and marketing conditions including globalization,the fashion apparel industries are frequently restructuring to maintain customers and sustain competitiveness.One of the methodologies adopted by manufacturers includes mass customization,which attempts to produce near custom made product at near mass production cost.Since swimwear requires tighter fit tolerance and still has fashion content,it has been used in this study to illustrate the ease of design change,design modification,and customization.Multi-style design of swimsuit is very demanding and time-consuming if traditional design methods are applied.Swimsuit manufacturers require systems with the capacity to deal with garment design process as a whole,including possibilities to work directly within a 3D graphic environment.However,it is realised that one of the major challenges in garment design concerns the physically-based simulation of production and 3D visualization.An innovation method consisting of a computer-aided design(CAD)system,allowing the designer to perform multi-style swimsuit design on a customized virtual human body,is presented in this paper.The 3D visualization and personalization of the simulation results are presented to help the designers to preview and determine whether the design of the swimsuit is satisfactory and then obtain feedback to improve their designs iteratively.The new functions of the virtual system provide the abilities to perform intelligent design of various swimsuit styles and materials for different body parts according to individual design requirements.The advantages of innovative design method for swimsuit have been discussed in this paper and examples have been provided to illustrate the ease of use CAD in design simulation and innovation.
