Artificial Neural Networks have recently become the state-of-the-art technique for…
Read the text aloud.
Artificial Neural Networks have recently become the state-of-the-art technique for crucial signal processing applications such as specific frequencies classification, structural health monitoring, diseases detection in power electronics circuitry and motor-fault detection. This is an expected outcome as there are numerous advantages of using an adaptive and compact deep counterparts, which particularly it can be efficiently trained with a limited dataset of signals, besides requiring data transformation.
Opens question #010312 in the RealPTE practice screen.
How to read it
Artificial Neural Networks|have recently become the state-of-the-art technique|for crucial signal processing applications‖such as specific frequencies classification,|structural health monitoring,‖diseases detection in power electronics circuitry|and motor-fault detection.‖This is an expected outcome|as there are numerous advantages|of using an adaptive and compact deep counterparts,‖which particularly it can be efficiently trained|with a limited dataset of signals,‖besides requiring data transformation.
| short pause ‖ breathe
Words to stress correctly
| classification | clas·si·fi·CA·tion | /klæsəfəˈkeɪʃən/ |
| particularly | par·TIC·u·lar·ly | /pɑrˈtɪkjəlɚli/ |
| state-of-the-art | state·-of·-the·-ART | /steɪtəvðɪˈɑrt/ |
| transformation | trans·for·MA·tion | /trænsfɚˈmeɪʃən/ |
| applications | ap·pli·CA·tions | /æpləˈkeɪʃənz/ |
| electronics | e·lec·TRON·ics | /ɪlɛkˈtrɑnɪks/ |
66 words, aim for 25–30 seconds. No numbers. Breathe after applications, monitoring, detection, counterparts and signals. Read the awkward sentences exactly as written; do not correct the grammar.
Where marks are usually lost
Stress clas·si·fi·CA·tion on the fourth syllable, ap·pli·CA·tions, trans·for·MA·tion and e·lec·TRON·ics on the third, and par·TIC·u·lar·ly on the second. Say state-of-the-art as one run with the stress on ART. Keep -s on Networks, frequencies, diseases, advantages, counterparts, signals.
General tip: circuitry is "SIR-kit-ree" — the u is silent; practise crucial and structural too.
What it means: 中文 · हिन्दी · नेपाली · Tiếng Việt
中文: 人工神经网络最近已成为关键信号处理应用中的最先进技术，例如特定频率分类、结构健康监测、电力电子电路的故障检测以及电机故障检测。这是意料之中的结果，因为使用自适应、紧凑的深度模型有许多优势，尤其是它可以用有限的信号数据集高效训练，此外还需要数据变换。
हिन्दी: कृत्रिम तंत्रिका नेटवर्क हाल ही में महत्वपूर्ण सिग्नल प्रोसेसिंग अनुप्रयोगों के लिए सबसे उन्नत तकनीक बन गए हैं, जैसे विशिष्ट आवृत्तियों का वर्गीकरण, संरचनात्मक स्वास्थ्य निगरानी, पावर इलेक्ट्रॉनिक्स सर्किट में दोष पहचान और मोटर-दोष पहचान। यह अपेक्षित परिणाम है, क्योंकि अनुकूलनशील और संक्षिप्त डीप मॉडल के कई लाभ हैं; विशेष रूप से इसे सीमित सिग्नल डेटासेट से कुशलता से प्रशिक्षित किया जा सकता है, साथ ही इसमें डेटा रूपांतरण की आवश्यकता होती है।
नेपाली: कृत्रिम न्युरल नेटवर्कहरू हालै महत्त्वपूर्ण सिग्नल प्रोसेसिङ प्रयोगहरूका लागि सबैभन्दा उन्नत प्रविधि बनेका छन्, जस्तै विशिष्ट आवृत्तिहरूको वर्गीकरण, संरचनात्मक स्वास्थ्य अनुगमन, पावर इलेक्ट्रोनिक्स सर्किटमा खराबी पत्ता लगाउने र मोटर-खराबी पत्ता लगाउने। यो अपेक्षित नतिजा हो, किनकि अनुकूलनशील र सानो डीप मोडेल प्रयोग गर्नुका धेरै फाइदा छन्; विशेष गरी यसलाई सीमित सिग्नल डेटासेटले कुशलतापूर्वक तालिम दिन सकिन्छ, साथै डेटा रूपान्तरण आवश्यक पर्छ।
Tiếng Việt: Mạng nơ-ron nhân tạo gần đây đã trở thành kỹ thuật tiên tiến nhất cho các ứng dụng xử lý tín hiệu quan trọng như phân loại tần số đặc thù, giám sát sức khỏe kết cấu, phát hiện hỏng hóc trong mạch điện tử công suất và phát hiện lỗi động cơ. Đây là kết quả được mong đợi vì các mô hình sâu thích ứng và gọn nhẹ có nhiều ưu điểm; đặc biệt, chúng có thể được huấn luyện hiệu quả với tập dữ liệu tín hiệu hạn chế, ngoài ra còn cần biến đổi dữ liệu.
More Read Aloud questions
Read Aloud format (Pearson)
| Prompt | Text up to 60 words |
|---|---|
| Preparation | 30–40 seconds |
| Time to answer | Depends on the length of the text |
| Skills assessed | Speaking |
| Scored on | Content; Pronunciation; Oral fluency |
How it is scored
- Content is scored by counting the correct words in your response.
- If you stay silent for more than 3 seconds, the recording stops.
- You can record your response only once.
Source: Pearson, PTE Academic & UKVI test format, Part 1: Speaking & Writing, checked 9 October 2026.