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Thought Leadership

Why Headphone Target Curves and THD Don’t Tell the Whole Story

September 29, 2025/in Audio Measurement Musings, Blog/by Julius Wijono

Introduction

After weeks of measuring, presenting, and debating headphones at events including the AES International Conference on Headphone Technology and xMEMS Live Asia, one thing is clear: headphone specifications rarely tell the whole story. Despite endless measurements, a lack of standards means there’s little consistency in the way frequency response, sensitivity, and THD are measured between manufacturers, making results nearly impossible to compare.

 

Why Frequency Response Specs Mislead

Frequency response measurements are hard to compare as most include the unique response of the ear simulator, yet it is rarely specified what simulator was used. Similarly, test level, corresponding sound pressure level, and the number of times the headphones were repositioned on the ear simulator and averaged is rarely stated. A clearer picture would come from showing frequency responses from several measurements to demonstrate how strongly the responses shift due to ear seal leaks and high frequency directional characteristics when the headphone is repositioned.

There would also be value in sharing individual harmonic curves so it’s clear how much of the THD is even versus odd order harmonics. This information reveals a lot about the type of distortion, cause and audibility. Specifications should also state whether measurements were made with ANC on or off, and wired or via Bluetooth connection.

 

The Problem with Target Curves

There was a lot of talk about target response curves at the AES Headphone Conference – unsurprising since Dr. Sean Olive was a keynote speaker. The legendary Harman Target Curve gained widespread recognition as the first widely-shared target curve based on listener preference using many subjects. It is understandable why this is a preferential design target over a diffuse field correction curve, which it is often compared to. That said, the diffuse field correction curve was designed as a reference curve, not a design target, so it’s not really comparing like-for-like. 

Target curves also have other limitations. Since a target curve is simply an ideal targeted frequency response, as with headphone frequency responses, information is rarely provided on the specific ear simulator used to develop the curve, making it challenging to reliably compare your own device to the target. The original Harman target curve was measured on a modified GRAS 43AG ear simulator with a custom pinna. This makes any comparison imperfect, since any other coupler will introduce its own signature. 

Target curves differ for in-ear and over-the-ear headphones, and although they are based on large amounts of empirical data, they are by definition, an average, and not specifically attuned to any one particular person. Furthermore, a specific target curve is not universally aspirational. For example, the gaming industry places more emphasis on factors such as spatial cues, bass, or clarity for voice than the frequency response that is ideal for listening to music.

Target curves are also one-dimensional, ignoring factors such as phase matching, distortion, time variance due to signal processing (such as that found in ANC), and other factors that contribute to listener perception.

The onboard DSP now available for headphones means that the natural progression of a target curve based on many people is a customized target curve. There were several papers at the conference, such as those by Nielsen and Hamasaki that addressed the evolution of customized target curves based on auditory models. This allows frequency response to be customized based on the listener’s ears,  but how then is that presented in a headphone specification? How does an independent reviewer even describe the sound quality, when each person will configure it differently?

 

ANC Headphones: Quieter but not always better

Active noise cancellation is another area where specifications do not fully represent listener experience. Manufacturers boast about noise reduction levels but rarely disclose how it is measured and how ANC affects the sound quality. Conventional measurements such as THD usually demonstrate that ANC reduces distortion, yet most audiophiles claim the opposite. In my paper “Active Noise Cancellation Distortion in Headphones” at the AES conference, I demonstrated that although THD is indeed reduced when ANC is activated, this measurement alone is an incomplete picture. Time domain analysis reveals time and phase variance showing where perhaps the experience of poorer sound quality comes from. Surprisingly, the best correlation to listener perception was found with the POLQA algorithm – a communications quality algorithm that is certainly not designed for measuring headphone performance! Clearly more work is needed to arrive at a similar measurement method that truly captures the effects of active noise cancellation in a way that correlates well with human hearing.

Ironically, although R&D engineers struggle with producing headphone specs that correlate to listener experience, we’ve made significant headway with perceptual production line test methods that align well with human hearing to identify manufacturing defects such as perceptual rub & buzz and perceptual transient distortion detection. 

 

Why Conventional THD fails for headphone measurements

A couple of weeks later, I presented at xMEMS Asia live events in Taipei and Shenzhen, where I talked about small drivers being used in headphones and wearables such as smart glasses and smart watches. This time I was addressing a specific issue with the way many people measure loudspeaker THD. 

Conventionally, harmonic distortion is compared to the fundamental at the stimulus frequency. This is not totally accurate as linear distortion is superimposed on the non-linear distortion. This often goes un-noticed in conventional speakers where the highest distortion is usually at low frequencies near resonance, and the fundamental response is typically fairly flat since it is not measured with an ear simulator. The target response for headphones, however, is not flat and their fundamental response influences their harmonic responses. 

Conventional THD measurements are also a poor choice for piezo-MEMS speakers. These tend to be very linear at low frequencies, exhibiting distortion peaks at higher frequencies above 5kHz. For such devices, distortion that lies outside the audible range can be misrepresented as audible when referenced to the fundamental at the stimulus frequency, creating a misleading picture that doesn’t match perception.

Since 1993 I have been promoting the use of frequency normalized distortion measurements. With frequency normalized distortion, the harmonic distortion is plotted at its measured frequency and compared to the fundamental response at the same frequency before plotting difference at the stimulus frequency which separates non-linear distortion from linear distortion. When piezo-MEMS speakers are measured using this method, it becomes clear that the higher distortion is just a consequence of their linear response or rising sensitivity versus frequency which is equalized to be flatter as part of the product design. It also makes resonances far clearer, allowing their effects to be mitigated, for example, by damping.

With the explosion in the use of MEMS speakers for headphones, hearing aids and wearables, I suspect that normalized distortion will at last become more widely accepted as the best way to measure THD. After all, accurate measurements are the key to good product design.

 

Closing the Gap Between Specs and Perception

So where does this leave us with headphone and headphone component measurements? 

If we want to be able to tell what a headphone sounds like from its specifications, the industry needs well-documented standardized tests such as IEC 60268-7 and measurement methods that go far beyond frequency response and THD. As these devices become more feature-rich with onboard DSP, ANC, custom response profiles and more, the industry must develop and standardize new measurement methods that correlate with human perception. 

Until then, we’ll just have to rely on the subjective opinion of the many reviewers out there, together with the objective measurements that they have made. At least when review sites make objective measurements, they use consistent equipment, making results comparable, even if they don’t align with manufacturer specifications.

 

  1. Temme, S. 1993 March 16-19. How to Graph Distortion Measurements. 94th AES Conference, Berlin, Germany.
  2. Temme, S. 2025 Aug 27-19. Active Noise Cancellation Distortion in Headphones. AES International Conference on Headphone Technology. Espoo, Finland.
https://www.listeninc.com/wp/media/2025/09/Steve_pres_cropped.jpg 814 582 Julius Wijono https://www.listeninc.com/wp/media/logo.png Julius Wijono2025-09-29 17:02:062025-11-21 11:36:22Why Headphone Target Curves and THD Don’t Tell the Whole Story

Celebrating 30 years: Listening – The Secret Of Our Success

May 29, 2025/in Audio Measurement Musings, Blog, Company News/by Julius Wijono

This year, we’re proudly celebrating 30 years of innovation at Listen, Inc. 

Back in 1995, when human listeners were responsible for 95% of end-of-line audio tests, I set out to change the industry with software-based automated production line audio measurements. Little did I know that 30 years later we would have built a well respected and successful audio measurement company, spanning both R&D and production applications. I’m often asked what my advice would be to someone starting a company today. It’s simple, and ingrained in our culture and our name: Listen.

I’m writing this on a plane on my way home from a trip to Germany and Italy. Over the past ten days I’ve visited the High End Show in Munich, multiple automotive companies and infotainment integrators in Germany and Italy, and the Automotive Testing Expo in Stuttgart. During this time I’ve had conversations about audio measurements with many people. One of the highlights of my trip was an enlightening discussion on headphone target curves and ANC distortion with one of the most knowledgeable people in the industry, Axel Grell of Grell Acoustics, formerly of Sennheiser headphones. I received updates on the state of the industry from customers, publishers and trade organizations. I heard demonstrations of new and innovative audio products from both established and new companies. Automotive industry veterans shared their thoughts on the TC-AA recommendations for in-car testing. And while on customer visits, I demonstrated SoundCheck to new potential customers and listened to both their enthusiasm about what our products might do for them and, in some cases, their reservations.

Customers, both existing and prospective, are often surprised when the company president shows up with colleagues to what they assume is primarily a sales call, but to me it’s essential. In order to strategically plan our future product offerings, I need to understand what audio measurements our users are making and listen to what they tell me about their current and future needs. This drives our product roadmap to deliver what the market needs. 

This year I’ve also hosted two specific focus groups, one in California and one in Denmark with what we call our “power users” – heavy users of  our products who are pushing its boundaries with complex measurements or challenging connection requirements. At these meetings we demonstrated new features under development for feedback, and listened to their ‘wishes’ for future development. As usual we gained valuable insight, but the highlight of this year’s meeting for me was the enthusiastic reception to  new features that had been suggested at a prior meeting.

I also regularly review our support tickets – the secret source of what our customers are thinking. While our support team deals with day-to-day customer questions, I’m not averse to jumping in where my specific knowledge enables me to come up with a creative solution – I enjoy the challenge! More importantly, hearing about people’s challenges tells me far more about how we need to improve your products than talking to those where everything is going smoothly. A case in point: the complexity of configuring 3rd party audio interfaces was what inspired us to develop our own range of plug-and-play hardware. Only when we know where the pain-points are, can we add new functionality to make it easier.

When I get back to the office, I’ll become my engineering team’s ‘most demanding customer’ for a couple of weeks as I participate in the final pre-release testing of SoundCheck 23. I’m in the process of writing a paper on ANC distortion measurement for a headphone conference, and I’m excited to explore how the new perceptual masking curves that we are introducing in the new release will enable me to take a deeper dive into audibility of distortion artifacts. After 10 days on the road, I’m excited to take a break from talking and listening and immerse myself once again in the R&D side of audio measurement!

So what does the future hold for Listen? 30 years ago I started Listen from the corner of my bedroom with an idea, a lot of enthusiasm, and many credit cards! We started with production testing but quickly expanded into the R&D space, as our customers saw the flexibility and forwards-compatibility of software based solutions in a laboratory environment. We have a 30 year track record of innovation in test methods, interfaces and algorithms that has allowed us to diversify from testing simple transducers to measuring communications devices, smart devices, car audio and more. Now, with over 25 employees and a custom-designed office and manufacturing space in Boston, we are firmly established as a global leader in audio measurements. 

My colleagues, mentors, distributors and customers, past and present, have all played a valuable role in building Listen. As we head into our fourth decade, I’d like to thank all of them for their hard work and dedication to making our company what it is today. And as for my advice on staying in business for 30 years? Listen. Take every opportunity you can to hear what your customers and other industry experts are saying, and figure out what you can provide to help solve their challenges.

https://www.listeninc.com/wp/media/2025/07/30-years-collage.jpg 1080 1920 Julius Wijono https://www.listeninc.com/wp/media/logo.png Julius Wijono2025-05-29 14:21:232025-11-21 11:37:37Celebrating 30 years: Listening – The Secret Of Our Success

In-Car Audio, Electric Vehicles, and the Babel Fish: A Hitchhiker’s Guide to Shenzhen

November 19, 2024/in Audio Measurement Musings, Blog/by Zarina

 

On my recent trip to Shenzhen to attend the ISEAT conference, I stumbled – or perhaps purposefully wandered – into a technology store and discovered a hidden danger that was not there on my previous visits: electric cars. Alongside the long tables of phones, headphones, smart speakers, watches and more, cars were for sale. They were similarly presented to the other goods on offer – in a long row with information panels outlining the technical specifications. For technology nerds like me, this setup presents a new level of risk for impulse buying! While I didn’t attempt to purchase a car on this occasion (much to my wife’s relief), I would guess it’s pretty easy with a high-limit credit card!

As I roamed the aisles, marveling at the seamless integration of audio technology in each device, and pondered the different ways I would test each one’s sound quality. My thoughts drifted to basic loudspeaker measurements, sophisticated ANC headphone tests, open loop measurements on smart devices, POLQA or TIA standards measurements on communications devices. Even a full suite of in-car audio measurements using a 6 microphone array.

That final thought pulled me back to my real purpose in Shenzhen – the presentation on in-car audio measurements I was scheduled to give at ISEAT the next day, and I headed back to my hotel room for a final review and a good night’s sleep.

I was in Shenzhen to speak at the 9th International Symposium on Electroacoustic Technology (ISEAT) conference, China’s leading industry event for all things related to audio and electroacoustics. Organized by Prof. Yong Shen at Nanjing University, its location in the midst of the electronics-manufacturing heavy Guangdong area ensures good attendance from those in industry, and there’s always a good roster of international presenters. I’ve attended this event many times in the past, but this was the first since the pandemic.

My presentation was about standardized in-car audio measurements. It outlined the work of the AES Technical Committee on Automotive Audio (TC-AA), of which I am a member, and also demonstrated some additional measurements to more fully characterize an in-car audio system.

The AES TC-AA started working on standard methods for measuring audio quality in cars back in 2020. Consistent measurement methods provide a framework that allows manufacturers to more easily compare important audio features, and facilitates alignment between Tier 1 suppliers and OEMs. In October 2023, we published a white paper recommending standard measurements and test setups and I was honored to be sharing this collaborative work for the first time in Asia to solicit valuable feedback from the many automotive companies in this region.

Over 100 people attended my presentation, and the paper seemed well received, with consensus that standards are needed. I hope that some of the engineers I spoke to will download the paper, make some measurements using the methods described, and share their feedback with the committee. Engineers at the event also shared with me similar efforts that have been developed in China, and provided me with a copy of their own plans and recommendations. I look forward to sharing this with the rest of the TC-AA committee. If we can find alignment between the 2 proposals, that would be an amazing result for the global automotive audio industry!

The ISEAT conference had a strong automotive theme this year. In addition to my presentation, an entire morning session was also dedicated to the subject. It featured papers and demonstrations on subjects as diverse as subjective in-car sound quality evaluation, system design, automotive audio DSP chips and tuning from both Chinese companies such as Zeekr, Nio, and Great Wall Motor as well as international contributors Lotus, Cadence, QNX and more.

I mentioned earlier that the event included many invited presenters from outside of China. In prior years, papers from English speaking authors were presented with real-time, in-person translation for local audiences. This year, however, the conference introduced simultaneous AI translation. This allowed for longer, more in-depth presentations and, according to my Chinese colleagues, was impressively accurate – even for technical material.

Unfortunately there was no reverse translation when the Chinese language presentations were given, making it hard for the invited English-speakers to follow along. However, my local distributor came to my rescue with a recently procured pair of translating earbuds. Excited to try a real life Babel fish, I eagerly inserted them into my ears, and turned them on. They worked! The translation was nearly instantaneous, and clear enough for me to follow along with the presentation and comprehend the key points. There was a small time-lag between hearing and translating, but I am sure that will be improved on in subsequent models. I’m pretty sure I’ll be buying my own before my next business trip! Naturally I’ll need to test all the audio performance parameters in our lab first – the microphone performance, speaker quality, time delay, Bluetooth transmission etc.

We also had good discussions on the exhibit floor, although visitor numbers seemed lower than in prior years. I’m not sure if this is a reflection on the economy, the higher booth cost, the move from Nanjing University to the Convention & Exhibition Center in Shenzhen or simply that travel has not yet returned to pre-Covid levels. However, the visitors who attended were open and engaging, and I had several valuable discussions about testing a wide range of different products, particularly about the trend towards perceptual measurement methods for end of line tests.

As I reflected on my trip on my flight home, I found myself again thinking about the electronics store I experienced on my first day, contemplating the treasure-trove of electronics under one roof and the bold strategy of selling a $40,000 car in much the same way as a $400 phone. I realized the reason this store resonated with me so much was the prevalence of audio in pretty much every device. The inclusion of cars is not incongruous or strange to me. It makes perfect sense when you consider the automobile as an immersive audio experience that also happens to transport you from one place to another.

Modern cars include large numbers of speakers, sound zones, spatial audio, road noise reduction and more. The adoption of advanced audio features is even faster in electric vehicles. I suspect the influx of new EV-only manufacturers brings a different mindset to the industry: that the car is first and foremost an electronic device. However, even in conventional cars, audio is becoming a bigger differentiator as cars become quieter and driverless – or tend towards becoming mobile entertainment booths.

One thing that’s for sure – China is advancing technology, infrastructure and construction at lightning speed and I can only imagine the new gadgets I’ll see in the store next time I visit – maybe drones, e-bikes, personal flying craft, or even something not yet conceived. Whatever it is, I bet that audio will be integral to its performance and I’ll be looking forward to the challenges of testing it.

Aside from the business opportunities and indulging in my obsession with all things audio, what stood out most on this trip, as always, was the hospitality of the Chinese people. Despite geopolitical tensions, the people were as warm and welcoming as ever. The food was amazing, particularly the phenomenal array of high quality seafood – crispy fish skin, giant clams and some amazing crabs – all beautifully prepared and presented, and washed down with some delicious local beer. I hope to be back soon, hopefully with Babel fish version 2 in my ears. Until then, “So long and thanks for all the fish.”

https://www.listeninc.com/wp/media/2024/12/China_Store_LI.jpg 649 2262 Zarina https://www.listeninc.com/wp/media/logo.png Zarina2024-11-19 16:27:522024-12-03 16:29:40In-Car Audio, Electric Vehicles, and the Babel Fish: A Hitchhiker’s Guide to Shenzhen

Standardizing the Immersive Audio Playback Chain

March 14, 2024/in Audio Measurement Musings, Blog/by Zarina
Immersive Audio Listening Room at Genelec: Customized room for listening to spatial audio

Immersive Audio Listening Room at Genelec

If you follow my posts, you’ll know that spatial audio measurement is a big research area for us right now. As immersive audio takes off, it’s important that designers of spatial audio systems have the tools they need to accurately measure spatial sound characteristics such as localization and envelopment. This will enable consistency in playback so that artists and mixers know that the effects that they are creating sound as they intended, no matter what the consumer’s playback equipment.

To complicate the issue, having designed the playback system, manufacturers also need to take into account the myriad ways in which their customer may configure their speakers to ensure consistent reproduction. This is no simple task when room acoustics also comes into it and few consumers have a perfect listening space.

While we are some way from having universal measurement techniques and standards, I witnessed an interesting insight into how Genelec is addressing the issue of customer configuration at the AES/ASA/BAS Boston chapter meeting at their facility in Natick earlier this week.

First we received a demonstration in their newly-configured immersive room where they demonstrated several soundtracks. This included correlated and uncorrelated pink noise at low frequencies to illustrate bass reproduction. They also played a couple of musical pieces including the musical score from a video game (which was surprisingly impressive) and a piece of Indian music. These were both very immersive, with sound coming from multiple directions. What I found interesting about this was that in the 9-seater listening room, there was really only one sweet spot or seat where you received the full impact of the immersive experience. The effect in the other seats was not uniform and depended on the seat’s position relative to the center spot. This will certainly present challenges to sound designers!

In a separate room, we saw how Genelec helps their customers ensure that their equipment is correctly configured. This was impressive too! Their bespoke software uses a microphone and network adaptor to make measurements in the room and upload them to a server. The speaker-room interactions are diagnosed, and their software returns a comprehensive report including frequency response, time response and time-frequency analysis including wavelet analysis. It also provides an electronic file that equalizes and time-aligns the speakers to compensate for the room characteristics and exact speaker placement. This ensures that Genelec’s customers are hearing the sound as they intended, regardless of their room configuration.

This is a great start, and it’s encouraging to see spatial audio playback system vendors following through to ensure the end user’s experience is as intended. However, this is only one part of the puzzle. There is still a need for the industry to agree on useful metrics that allow manufacturers to design and evaluate their systems to Dolby Atmos and other spatial audio specifications. This will allow the creative effects of spatial audio to transcend individual manufacturers and allow consumers hear exactly what the recording engineer intended, regardless of their chosen brand of playback equipment. If you make spatial audio playback equipment, what metrics do you think show the most potential for evaluating spatial sound effects? We’d love to hear from you.

https://www.listeninc.com/wp/media/2024/03/Genelec_Listening_Room-scaled.jpg 1920 2560 Zarina https://www.listeninc.com/wp/media/logo.png Zarina2024-03-14 16:38:362024-03-14 17:54:50Standardizing the Immersive Audio Playback Chain

The Missing Measurements – Challenges of Measuring Immersive Audio

January 26, 2024/in Audio Measurement Musings, Blog/by Zarina

The University Atrium and Presentation Space that was Simulated in the Immersive Listening Room (Photo courtesy of Acentech)

Earlier this week I attended the AES Boston section meeting at Acentech’s state-of-the art facility, lured by the promise of a demonstration of their 3D acoustic listening simulation. I was not disappointed! After some drinks and conversation with other attendees, we broke into smaller groups to experience their immersive listening room. Although only the size of a large conference room, this room simulates much larger spaces such as lecture halls, restaurants and offices.

We listened to a simulation of a University atrium and presentation space. There was a dining space on a balcony above it, and offices and classrooms above and behind that. We heard how it would sound both with and without diners during a presentation, and if you closed your eyes it was easy to believe that you were actually there. This impressive auralization was created by first recording a presenter in an anechoic environment, then applying sophisticated predictive models to apply reflections, reverberations and background noise to account for the room configuration and construction materials. It was then reproduced in the immersive room on an Ambisonic playback system. This model permits not only evaluation of  architectural features, but also experimentation with different materials for walls, windows, furniture etc. Architects, designers and sound consultants can evaluate and adjust the acoustics of a room at the design stage, ensuring acoustic perfection in the finished product.

What I found surprising was the lack of feedback to the model based on real measurements. It seems that there’s a prime opportunity to make actual measurements in the room once it is built, and compare this real-life data to the model. This was also apparent when I spoke to another attendee, a recording engineer, about mixing in Dolby Atmos. We discussed how he could master something until it was perfect on his Dolby Atmos system, but there was no way of knowing whether other listener’s Dolby Atmos systems would reproduce the sound in the same way he intended.

Spatial audio measurements are still in their infancy, and they are a complex combination of perceptual measurements such as localization, intertwined with room acoustics. Until we devise reliable and accurate ways of measuring spatial audio, we have no way of measuring room simulations to compare them to actual measurements, and no way of comparing the fidelity of various Dolby Atmos playback systems. This is a source of frustration for many product design engineers who are accustomed to having good measurement data to drive their product development.

Recently, I’ve been investigating how a binaural head perceives virtual source location and envelopment, and we’ve developed some rudimentary ways to measure sound localization and envelopment using interaural level difference and interaural cross-correlation measurements with a head and torso simulator. What are your thoughts on spatial audio measurement and what measurement techniques and metrics you are working on? Let me know in the comments and please reach out for me if you’d prefer an offline discussion.

Learn more about Acentech.

Learn more about stereo soundfield measurements for quantifying sound localization and envelopment.

https://www.listeninc.com/wp/media/2024/01/Atrium.png 731 1091 Zarina https://www.listeninc.com/wp/media/logo.png Zarina2024-01-26 15:36:112024-03-14 17:58:07The Missing Measurements – Challenges of Measuring Immersive Audio

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