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The Battle of the Somme 1916: Developing the Offensive – July to Mid September

為了解決ridge 的問題，作者Cave, Nigel/ Sheldon, Jack 這樣論述：

After the initial anticipation of great results for the Allied offensive that opened on 1 July, the French and the British had to consider their next moves. Haig made the fateful decision to reinforce perceived success at the center and south of the British line (although Joffre, rightly, wished

to continue the pressure at Thiepval). The result was a series of minor (if expensive) operations to provide a suitable base line for the next major British assault along the Bazentin Ridge, running approximately from east of Longueval to west of Bazentin le Petit Wood. Thus Ovillers, Mametz Wood an

d Tr nes Wood became prominent in Britain's military history. The French soon began to appreciate that the great success south of the river on 1 July was not going to achieve much more unless the front was extended southwards (impractical, given pressure at Verdun and limited manpower resources); or

if advances could be made north of the river that would outflank the Germans to the south. Meanwhile Falkenhayn continued to believe in the imminence of British offensive action further north, in French Flanders, despite the fact that he was reassured time and again that there was no evidence for t

his and that in any case such an eventuality could be contained with reduced resources. Eventually the offensive in Verdun was halted, in late August Falkenhayn was removed after he had presided over increasing friction at the highest level on the Somme front amongst senior commanders; Ludendorff an

d Hindenburg took over and the genius of German defensive measures, Lo berg, arrived on the scene. This book covers actions at Ovillers, Pozi res (notably involving the Australians) Mametz, Delville Wood (South Africa's first great war time action in Europe), the bitter fighting at High Wood, all le

ading up to the great attack on the Somme on 15 September. This was the third such major effort by the British army and the first time since 1 July that the Allies had attacked simultaneously in strength. The book then looks at aspects of the fighting associated with this attack, in particular the r

ole of the New Zealand Division and of the Guards Division around Les Boeufs. It then concentrates on the Anglo French boundary area (Guillemont and Combles) before considering French activity at Maurepas, Cl ry, Biaches and La Maisonette and the extension of the French front on 3 September, with fi

ghting at Soy court, Lihons and Vermandovillers. The book ends with a review of the situation both sides found themselves in mid September, before the action continued its relentless grind at extraordinary cost in men and materiel.

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Passchendaele in 100 Locations: Exploring the Third Battle of Ypres 1917

為了解決ridge 的問題，作者Kendall, Paul 這樣論述：

Encouraged by the success of an attack on Messines Ridge on 7 June 1917, Field Marshal Haig ordered that his generals should continue their preparations for the Third Battle of Ypres. Delayed due to a number of reasons, one of which was poor weather, the offensive began on 31 July 1917. Fought aroun

d the little Belgium village of Passchendaele, the battle would come to epitomise not just the futility of offensive tactics against well-prepared defences, but of the terrible conditions the men had to endure in the Flanders mud, the images of which are forever synonymous with the trench warfare of

the First World War. Over the weeks and months that followed the fighting rumbled. The last stage of the struggle for Passchendaele took place on 6 November. In just three hours the village of Passchendaele was in the hands of the Allied troops. It had taken ninety-seven days since the opening atta

ck on 31 July to get there. The end of the offensive came after a small action by the Canadians on 10 November to seize a section of tactically important ground. The losses, on both sides, ran in to the hundreds of thousands. According to Lloyd George, writing in 1938, 'Passchendaele was indeed one

of the greatest disasters of the war ... No soldier of any intelligence now defends this senseless campaign'. In this highly illustrated publication, the author details 100 locations relating to the Battle of Passchendaele - from the headquarters where it was directed from through to sites of specif

ic actions or where Victoria Crosses were won. In doing so, he links moving human stories with the very ground over which the visitor can tread today.

應用機器學習於永磁同步馬達轉子溫度預測之研究

為了解決ridge 的問題，作者儲玉瑄 這樣論述：

　　工業4.0自動化產業興盛，電動車產業為現代主要趨勢，則多數廠商配置永磁同步馬達（PMSM）作為汽車的核心驅動系統，當驅動馬達時會因轉子溫度變化而影響系統效能，如何有效控制溫度變化，實現馬達高效率控制策略，確保PMSM於安全運作與最大使用率的狀態，可降低內部零組件的壽命耗損和提升整體運轉效率。　　本研究使用Kaggle提供的PMSM溫度資料集的轉子溫度作為主要探討，因此欲透過傳統迴歸分析與機器學習方法之模型對轉子溫度進行預測，分別使用貝氏嶺迴歸、隨機森林、XGBoost及LightGBM模型，並將上述各預測方法比較之各模型績效。經由各預測方法比較之各模型績效後，得知最佳預測模型為XGBoo

st模型，以利未來將本研究提供於電動車產業配置PMSM的研發與技術，能施以預測性維護馬達溫度狀態，進而防止關鍵性設備故障與停機。