SShortSingh.
Back to feed

Event-Driven Sensing Could Make Battery-Powered Always-On Devices Far More Efficient

0
·1 views

The energy budget of battery-powered sensors depends mainly on their idle power draw, since frame-based cameras spend most of their energy confirming that nothing has changed. Event-driven sensors instead report only pixels whose brightness changes, so a static scene consumes very little power. Published measurements suggest frame-based detection costs tens of millijoules per detection while event-driven pipelines use low single-digit millijoules, roughly a twenty-fold difference. Achieving two years of operation on a coin cell requires averaging under about 11 microwatts, a constraint that only the newest designs are beginning to meet. The author argues this shift could enable hearing assistance, warehouse safety, and monitoring applications, and projects strong growth in the sub-100-microwatt vision market by 2030.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

Browser-based mail converter embeds remote images in PDFs, flagging blocked ones honestly

A developer added a save-as-PDF feature to a browser mail viewer that processes everything locally using a Web Worker and pdf-lib. Images embedded in the message were straightforward to include, but remotely linked images raised privacy and technical challenges. To avoid tracking, requests omit cookies and referrer data, skip tiny tracking pixels, and refuse private-network addresses. Because many image hosts do not allow cross-origin reads, some pictures cannot be fetched, so the PDF shows labeled placeholder boxes explaining the reason instead of blank gaps. A sample of popular hosts found that roughly two-thirds sent the needed CORS header, indicating that many newsletter images cannot be embedded client-side.

0
ProgrammingDEV Community ·

Why Honest Competitor Comparison Pages Build More Trust Than Rival-Bashing

Many 'X alternative' pages target competitors' search traffic with invented weaknesses, outdated screenshots, and tables that always favor the author. Such pages erode merchant trust in the format as a whole, including among vendors who write fair comparisons. The author argues for acknowledging rivals' genuine strengths, such as a longer track record, and comparing on structural, verifiable differences like pricing model and how retries are handled. Claims should be dated and publicly corrected as the market changes. The author cites their own Churn Buster alternative page, which contrasts a flat fee with percentage-of-recovery pricing and is candid that their product is only six weeks old against a competitor's twelve years.

0
ProgrammingDEV Community ·

Payment Failures Behave Differently Across Subscription Platforms

A failed payment on Stripe is a documented event with a code, webhook, and clear record, whereas the same failure within a subscription platform's billing layer follows that platform's own terminology, timing, and retry rules. Treating these as a single problem with one recovery approach can lead to double charges or waiting out native schedules that fail to recover revenue. The key differences are mechanical: who owns the payment attempt, what the platform's default retry logic does without intervention, and where the customer's card information is stored and updated. The author argues recovery tools must address these questions separately for each platform. Swipe Again says it prefers publishing separate, platform-specific guides, such as its Recharge dunning guide versus its Stripe Billing guide.

0
ProgrammingDEV Community ·

Why Subscription Grace Periods Are a Deliberate Product Choice

The article argues that the interval between a failed subscription payment and cancellation is a deliberate design decision, whether or not companies acknowledge it. A window that is too short can lose customers over a temporary empty balance, while one that is too long gives service away to people who have effectively left. The author says the length reflects how much a business trusts subscribers and how it times its messages around payday. The best grace periods go unnoticed because the payment resolves within them, while the worst surprise customers with a cancellation notice. The piece also notes that percentage-based recovery fees make long windows costly, which it presents as an argument for flat-fee pricing.