# Daily Logs -- Shao ###### tags: `Daily logs` <style> .blue{color: blue;} </style> <style> .red{color: red;} </style> <p>This daily log is to store the process of implementing the MWNL project.</p> <p>You have to show the following elements</p> <p>New logs must be at the top of the document</p> * What you have done today. * As detailed as possible. * The problem you are dealing with. * Why? * The problem you have solved. * How? ### 2023-09-15 - survey - Deep Learning-based Intelligent Dual Connectivity for Mobility Management in Dense Network **內容提到LSTM預測UE位置** - what is RNN? - 以範例解釋 Slot Filling I would like to arrive <span class="blue">Taipei</span> on <span class="red">November 2nd</span> ![](https://hackmd.io/_uploads/H18BmiWya.png) - 會有記憶性,不只考慮當下輸入,左邊的記憶也會影響到輸出 - 所以兩次相同的輸入,會因會memory不同而有不同輸出 ![](https://hackmd.io/_uploads/BkjBHsW1T.png) - 可以是深度,hidden值會一直傳下去 - Long Short-term Memory(LSTM) - Input Gate 開啟才能寫入輸入 - Output Gate 開啟才能讀取輸出 - Forget Gate 決定memory是否要清空 ![](https://hackmd.io/_uploads/B16ouNryp.png) - EX. ![](https://hackmd.io/_uploads/HJg1JBrya.png) - Activation function通常為sigmoid function 0~1 ![](https://hackmd.io/_uploads/HJMwJHB1T.png) - f(Z~f~) 是否要記得之前的值 - f(Z~i~) 是否要加入新的輸入 - f(Z~o~) 能否讀取h(C')